File "/root/test_cifar/train.py", line 143
    print(f"Saved Model as {CIFAR_{epoch+1}_end_hll.pt")
                                                       ^
SyntaxError: f-string: expecting '}'
wandb: Currently logged in as: gjyotin305 (gjyotin). Use `wandb login --relogin` to force relogin
wandb: Currently logged in as: gjyotin305. Use `wandb login --relogin` to force relogin
wandb: Tracking run with wandb version 0.16.6
wandb: Run data is saved locally in /root/test_cifar/wandb/run-20240418_050322-9t0aeiev
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run feasible-vortex-18
wandb: ⭐️ View project at https://wandb.ai/gjyotin305/CIFAR
wandb: 🚀 View run at https://wandb.ai/gjyotin305/CIFAR/runs/9t0aeiev
Files already downloaded and verified
Files already downloaded and verified
/root/test_cifar/env_ml_dl/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.
  warnings.warn(
/root/test_cifar/env_ml_dl/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet50_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet50_Weights.DEFAULT` to get the most up-to-date weights.
  warnings.warn(msg)
torch.Size([64, 3, 224, 224])
Training Epoch: 1

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<10:26,  1.25it/s]
  0%|          | 2/782 [00:00<05:32,  2.35it/s]
  0%|          | 3/782 [00:01<03:55,  3.30it/s]
  1%|          | 4/782 [00:01<03:10,  4.09it/s]
  1%|          | 5/782 [00:01<02:44,  4.71it/s]
  1%|          | 6/782 [00:01<02:29,  5.18it/s]
  1%|          | 7/782 [00:01<02:20,  5.54it/s]
  1%|          | 8/782 [00:01<02:13,  5.79it/s]
  1%|          | 9/782 [00:02<02:09,  5.95it/s]
  1%|▏         | 10/782 [00:02<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 12/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 13/782 [00:02<02:02,  6.29it/s]
  2%|▏         | 14/782 [00:02<02:01,  6.33it/s]
  2%|▏         | 15/782 [00:02<02:00,  6.36it/s]
  2%|▏         | 16/782 [00:03<02:00,  6.38it/s]
  2%|▏         | 17/782 [00:03<01:59,  6.39it/s]
  2%|▏         | 18/782 [00:03<01:59,  6.38it/s]
  2%|▏         | 19/782 [00:03<01:59,  6.37it/s]
  3%|▎         | 20/782 [00:03<01:59,  6.37it/s]
  3%|▎         | 21/782 [00:03<01:59,  6.38it/s]
  3%|▎         | 22/782 [00:04<01:58,  6.39it/s]
  3%|▎         | 23/782 [00:04<01:58,  6.41it/s]
  3%|▎         | 24/782 [00:04<01:58,  6.41it/s]
  3%|▎         | 25/782 [00:04<01:58,  6.39it/s]
  3%|▎         | 26/782 [00:04<01:58,  6.39it/s]
  3%|▎         | 27/782 [00:04<01:58,  6.39it/s]
  4%|▎         | 28/782 [00:05<01:58,  6.39it/s]
  4%|▎         | 29/782 [00:05<01:57,  6.39it/s]
  4%|▍         | 30/782 [00:05<01:57,  6.39it/s]
  4%|▍         | 31/782 [00:05<01:57,  6.40it/s]
  4%|▍         | 32/782 [00:05<01:57,  6.40it/s]
  4%|▍         | 33/782 [00:05<01:57,  6.40it/s]
  4%|▍         | 34/782 [00:05<01:56,  6.40it/s]
  4%|▍         | 35/782 [00:06<01:57,  6.38it/s]
  5%|▍         | 36/782 [00:06<01:57,  6.37it/s]
  5%|▍         | 37/782 [00:06<01:56,  6.37it/s]
  5%|▍         | 38/782 [00:06<01:56,  6.38it/s]
  5%|▍         | 39/782 [00:06<01:56,  6.39it/s]
  5%|▌         | 40/782 [00:06<01:56,  6.39it/s]
  5%|▌         | 41/782 [00:07<01:55,  6.40it/s]
  5%|▌         | 42/782 [00:07<01:56,  6.38it/s]
  5%|▌         | 43/782 [00:07<01:56,  6.36it/s]
  6%|▌         | 44/782 [00:07<01:56,  6.35it/s]
  6%|▌         | 45/782 [00:07<01:55,  6.36it/s]
  6%|▌         | 46/782 [00:07<01:55,  6.36it/s]
  6%|▌         | 47/782 [00:08<01:55,  6.36it/s]
  6%|▌         | 48/782 [00:08<01:55,  6.36it/s]
  6%|▋         | 49/782 [00:08<01:55,  6.36it/s]
  6%|▋         | 50/782 [00:08<01:55,  6.35it/s]
  7%|▋         | 51/782 [00:08<01:55,  6.34it/s]
  7%|▋         | 52/782 [00:08<01:54,  6.35it/s]
  7%|▋         | 53/782 [00:08<01:54,  6.36it/s]
  7%|▋         | 54/782 [00:09<01:54,  6.37it/s]
  7%|▋         | 55/782 [00:09<01:54,  6.37it/s]
  7%|▋         | 56/782 [00:09<01:53,  6.38it/s]
  7%|▋         | 57/782 [00:09<01:53,  6.38it/s]
  7%|▋         | 58/782 [00:09<01:53,  6.37it/s]
  8%|▊         | 59/782 [00:09<01:53,  6.36it/s]
  8%|▊         | 60/782 [00:10<01:53,  6.36it/s]
  8%|▊         | 61/782 [00:10<01:53,  6.37it/s]
  8%|▊         | 62/782 [00:10<01:52,  6.38it/s]
  8%|▊         | 63/782 [00:10<01:52,  6.37it/s]
  8%|▊         | 64/782 [00:10<01:52,  6.35it/s]
  8%|▊         | 65/782 [00:10<01:52,  6.35it/s]
  8%|▊         | 66/782 [00:10<01:52,  6.36it/s]
  9%|▊         | 67/782 [00:11<01:52,  6.37it/s]
  9%|▊         | 68/782 [00:11<01:52,  6.36it/s]
  9%|▉         | 69/782 [00:11<01:52,  6.36it/s]
  9%|▉         | 70/782 [00:11<01:51,  6.37it/s]
  9%|▉         | 71/782 [00:11<01:51,  6.38it/s]
  9%|▉         | 72/782 [00:11<01:51,  6.39it/s]
  9%|▉         | 73/782 [00:12<01:51,  6.38it/s]
  9%|▉         | 74/782 [00:12<01:50,  6.39it/s]
 10%|▉         | 75/782 [00:12<01:50,  6.39it/s]
 10%|▉         | 76/782 [00:12<01:50,  6.39it/s]
 10%|▉         | 77/782 [00:12<01:50,  6.39it/s]
 10%|▉         | 78/782 [00:12<01:50,  6.39it/s]
 10%|█         | 79/782 [00:13<01:50,  6.38it/s]
 10%|█         | 80/782 [00:13<01:50,  6.38it/s]
 10%|█         | 81/782 [00:13<01:50,  6.37it/s]
 10%|█         | 82/782 [00:13<01:49,  6.37it/s]
 11%|█         | 83/782 [00:13<01:49,  6.36it/s]
 11%|█         | 84/782 [00:13<01:49,  6.35it/s]
 11%|█         | 85/782 [00:13<01:49,  6.36it/s]
 11%|█         | 86/782 [00:14<01:49,  6.36it/s]
 11%|█         | 87/782 [00:14<01:49,  6.36it/s]
 11%|█▏        | 88/782 [00:14<01:49,  6.36it/s]
 11%|█▏        | 89/782 [00:14<01:48,  6.36it/s]
 12%|█▏        | 90/782 [00:14<01:48,  6.36it/s]
 12%|█▏        | 91/782 [00:14<01:48,  6.36it/s]
 12%|█▏        | 92/782 [00:15<01:48,  6.37it/s]
 12%|█▏        | 93/782 [00:15<01:48,  6.37it/s]
 12%|█▏        | 94/782 [00:15<01:48,  6.37it/s]
 12%|█▏        | 95/782 [00:15<01:47,  6.37it/s]
 12%|█▏        | 96/782 [00:15<01:47,  6.38it/s]
 12%|█▏        | 97/782 [00:15<01:47,  6.37it/s]
 13%|█▎        | 98/782 [00:16<01:47,  6.37it/s]
 13%|█▎        | 99/782 [00:16<01:47,  6.36it/s]
 13%|█▎        | 100/782 [00:16<01:47,  6.36it/s]
 13%|█▎        | 101/782 [00:16<01:47,  6.35it/s]
 13%|█▎        | 102/782 [00:16<01:47,  6.35it/s]
 13%|█▎        | 103/782 [00:16<01:46,  6.36it/s]
 13%|█▎        | 104/782 [00:16<01:46,  6.35it/s]
 13%|█▎        | 105/782 [00:17<01:46,  6.35it/s]
 14%|█▎        | 106/782 [00:17<01:46,  6.35it/s]
 14%|█▎        | 107/782 [00:17<01:46,  6.35it/s]
 14%|█▍        | 108/782 [00:17<01:46,  6.35it/s]
 14%|█▍        | 109/782 [00:17<01:45,  6.36it/s]
 14%|█▍        | 110/782 [00:17<01:45,  6.36it/s]
 14%|█▍        | 111/782 [00:18<01:45,  6.36it/s]
 14%|█▍        | 112/782 [00:18<01:45,  6.36it/s]
 14%|█▍        | 113/782 [00:18<01:45,  6.35it/s]
 15%|█▍        | 114/782 [00:18<01:45,  6.35it/s]
 15%|█▍        | 115/782 [00:18<01:45,  6.35it/s]
 15%|█▍        | 116/782 [00:18<01:44,  6.35it/s]
 15%|█▍        | 117/782 [00:19<01:44,  6.35it/s]
 15%|█▌        | 118/782 [00:19<01:44,  6.34it/s]
 15%|█▌        | 119/782 [00:19<01:44,  6.34it/s]
 15%|█▌        | 120/782 [00:19<01:44,  6.34it/s]
 15%|█▌        | 121/782 [00:19<01:44,  6.35it/s]
 16%|█▌        | 122/782 [00:19<01:43,  6.35it/s]
 16%|█▌        | 123/782 [00:19<01:43,  6.35it/s]
 16%|█▌        | 124/782 [00:20<01:43,  6.35it/s]
 16%|█▌        | 125/782 [00:20<01:43,  6.34it/s]
 16%|█▌        | 126/782 [00:20<01:43,  6.34it/s]
 16%|█▌        | 127/782 [00:20<01:43,  6.35it/s]
 16%|█▋        | 128/782 [00:20<01:43,  6.35it/s]
 16%|█▋        | 129/782 [00:20<01:42,  6.34it/s]
 17%|█▋        | 130/782 [00:21<01:42,  6.35it/s]
 17%|█▋        | 131/782 [00:21<01:42,  6.34it/s]
 17%|█▋        | 132/782 [00:21<01:42,  6.34it/s]
 17%|█▋        | 133/782 [00:21<01:42,  6.34it/s]
 17%|█▋        | 134/782 [00:21<01:42,  6.34it/s]
 17%|█▋        | 135/782 [00:21<01:42,  6.34it/s]
 17%|█▋        | 136/782 [00:22<01:41,  6.34it/s]
 18%|█▊        | 137/782 [00:22<01:41,  6.34it/s]
 18%|█▊        | 138/782 [00:22<01:41,  6.34it/s]
 18%|█▊        | 139/782 [00:22<01:41,  6.34it/s]
 18%|█▊        | 140/782 [00:22<01:41,  6.34it/s]
 18%|█▊        | 141/782 [00:22<01:41,  6.34it/s]
 18%|█▊        | 142/782 [00:22<01:40,  6.34it/s]
 18%|█▊        | 143/782 [00:23<01:40,  6.35it/s]
 18%|█▊        | 144/782 [00:23<01:40,  6.35it/s]
 19%|█▊        | 145/782 [00:23<01:40,  6.35it/s]
 19%|█▊        | 146/782 [00:23<01:40,  6.35it/s]
 19%|█▉        | 147/782 [00:23<01:40,  6.35it/s]
 19%|█▉        | 148/782 [00:23<01:39,  6.35it/s]
 19%|█▉        | 149/782 [00:24<01:39,  6.35it/s]
 19%|█▉        | 150/782 [00:24<01:39,  6.35it/s]
 19%|█▉        | 151/782 [00:24<01:39,  6.35it/s]
 19%|█▉        | 152/782 [00:24<01:39,  6.35it/s]
 20%|█▉        | 153/782 [00:24<01:39,  6.34it/s]
 20%|█▉        | 154/782 [00:24<01:39,  6.34it/s]
 20%|█▉        | 155/782 [00:24<01:39,  6.33it/s]
 20%|█▉        | 156/782 [00:25<01:38,  6.33it/s]
 20%|██        | 157/782 [00:25<01:38,  6.32it/s]
 20%|██        | 158/782 [00:25<01:38,  6.32it/s]
 20%|██        | 159/782 [00:25<01:38,  6.32it/s]
 20%|██        | 160/782 [00:25<01:38,  6.32it/s]
 21%|██        | 161/782 [00:25<01:38,  6.32it/s]
 21%|██        | 162/782 [00:26<01:38,  6.32it/s]
 21%|██        | 163/782 [00:26<01:37,  6.32it/s]
 21%|██        | 164/782 [00:26<01:37,  6.33it/s]
 21%|██        | 165/782 [00:26<01:37,  6.33it/s]
 21%|██        | 166/782 [00:26<01:37,  6.33it/s]
 21%|██▏       | 167/782 [00:26<01:37,  6.34it/s]
 21%|██▏       | 168/782 [00:27<01:36,  6.33it/s]
 22%|██▏       | 169/782 [00:27<01:36,  6.33it/s]
 22%|██▏       | 170/782 [00:27<01:36,  6.33it/s]
 22%|██▏       | 171/782 [00:27<01:36,  6.33it/s]
 22%|██▏       | 172/782 [00:27<01:36,  6.33it/s]
 22%|██▏       | 173/782 [00:27<01:36,  6.31it/s]
 22%|██▏       | 174/782 [00:28<01:36,  6.31it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.30it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.30it/s]
 23%|██▎       | 177/782 [00:28<01:35,  6.30it/s]
 23%|██▎       | 178/782 [00:28<01:35,  6.31it/s]
 23%|██▎       | 179/782 [00:28<01:35,  6.32it/s]
 23%|██▎       | 180/782 [00:28<01:35,  6.32it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.32it/s]
 23%|██▎       | 182/782 [00:29<01:34,  6.33it/s]
 23%|██▎       | 183/782 [00:29<01:34,  6.33it/s]
 24%|██▎       | 184/782 [00:29<01:34,  6.33it/s]
 24%|██▎       | 185/782 [00:29<01:34,  6.33it/s]
 24%|██▍       | 186/782 [00:29<01:34,  6.33it/s]
 24%|██▍       | 187/782 [00:30<01:33,  6.34it/s]
 24%|██▍       | 188/782 [00:30<01:33,  6.33it/s]
 24%|██▍       | 189/782 [00:30<01:33,  6.33it/s]
 24%|██▍       | 190/782 [00:30<01:33,  6.33it/s]
 24%|██▍       | 191/782 [00:30<01:33,  6.32it/s]
 25%|██▍       | 192/782 [00:30<01:33,  6.32it/s]
 25%|██▍       | 193/782 [00:31<01:33,  6.33it/s]
 25%|██▍       | 194/782 [00:31<01:32,  6.33it/s]
 25%|██▍       | 195/782 [00:31<01:32,  6.33it/s]
 25%|██▌       | 196/782 [00:31<01:32,  6.33it/s]
 25%|██▌       | 197/782 [00:31<01:32,  6.32it/s]
 25%|██▌       | 198/782 [00:31<01:32,  6.33it/s]
 25%|██▌       | 199/782 [00:31<01:32,  6.33it/s]
 26%|██▌       | 200/782 [00:32<01:31,  6.33it/s]
 26%|██▌       | 201/782 [00:32<01:31,  6.33it/s]
 26%|██▌       | 202/782 [00:32<01:31,  6.32it/s]
 26%|██▌       | 203/782 [00:32<01:31,  6.32it/s]
 26%|██▌       | 204/782 [00:32<01:31,  6.32it/s]
 26%|██▌       | 205/782 [00:32<01:31,  6.32it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.32it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.30it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.30it/s]
 27%|██▋       | 209/782 [00:33<01:30,  6.30it/s]
 27%|██▋       | 210/782 [00:33<01:30,  6.29it/s]
 27%|██▋       | 211/782 [00:33<01:30,  6.29it/s]
 27%|██▋       | 212/782 [00:34<01:30,  6.30it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.30it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.30it/s]
 27%|██▋       | 215/782 [00:34<01:29,  6.30it/s]
 28%|██▊       | 216/782 [00:34<01:29,  6.30it/s]
 28%|██▊       | 217/782 [00:34<01:29,  6.30it/s]
 28%|██▊       | 218/782 [00:34<01:29,  6.30it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.30it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.29it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.29it/s]
 28%|██▊       | 222/782 [00:35<01:28,  6.29it/s]
 29%|██▊       | 223/782 [00:35<01:28,  6.30it/s]
 29%|██▊       | 224/782 [00:35<01:28,  6.30it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.30it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.30it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.30it/s]
 29%|██▉       | 228/782 [00:36<01:27,  6.30it/s]
 29%|██▉       | 229/782 [00:36<01:27,  6.31it/s]
 29%|██▉       | 230/782 [00:36<01:27,  6.30it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.30it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.30it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.30it/s]
 30%|██▉       | 234/782 [00:37<01:26,  6.30it/s]
 30%|███       | 235/782 [00:37<01:26,  6.30it/s]
 30%|███       | 236/782 [00:37<01:26,  6.29it/s]
 30%|███       | 237/782 [00:37<01:26,  6.29it/s]
 30%|███       | 238/782 [00:38<01:26,  6.27it/s]
 31%|███       | 239/782 [00:38<01:26,  6.27it/s]
 31%|███       | 240/782 [00:38<01:26,  6.29it/s]
 31%|███       | 241/782 [00:38<01:25,  6.30it/s]
 31%|███       | 242/782 [00:38<01:25,  6.30it/s]
 31%|███       | 243/782 [00:38<01:25,  6.29it/s]
 31%|███       | 244/782 [00:39<01:25,  6.30it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.30it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.29it/s]
 32%|███▏      | 247/782 [00:39<01:24,  6.30it/s]
 32%|███▏      | 248/782 [00:39<01:24,  6.30it/s]
 32%|███▏      | 249/782 [00:39<01:24,  6.30it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.31it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.31it/s]
 32%|███▏      | 252/782 [00:40<01:23,  6.32it/s]
 32%|███▏      | 253/782 [00:40<01:23,  6.32it/s]
 32%|███▏      | 254/782 [00:40<01:23,  6.32it/s]
 33%|███▎      | 255/782 [00:40<01:23,  6.32it/s]
 33%|███▎      | 256/782 [00:40<01:23,  6.32it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.31it/s]
 33%|███▎      | 258/782 [00:41<01:22,  6.32it/s]
 33%|███▎      | 259/782 [00:41<01:22,  6.32it/s]
 33%|███▎      | 260/782 [00:41<01:22,  6.32it/s]
 33%|███▎      | 261/782 [00:41<01:22,  6.32it/s]
 34%|███▎      | 262/782 [00:41<01:22,  6.31it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.31it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.31it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.30it/s]
 34%|███▍      | 266/782 [00:42<01:21,  6.31it/s]
 34%|███▍      | 267/782 [00:42<01:21,  6.31it/s]
 34%|███▍      | 268/782 [00:42<01:21,  6.31it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.31it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.31it/s]
 35%|███▍      | 271/782 [00:43<01:20,  6.31it/s]
 35%|███▍      | 272/782 [00:43<01:20,  6.31it/s]
 35%|███▍      | 273/782 [00:43<01:20,  6.31it/s]
 35%|███▌      | 274/782 [00:43<01:20,  6.31it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.31it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.31it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.31it/s]
 36%|███▌      | 278/782 [00:44<01:19,  6.31it/s]
 36%|███▌      | 279/782 [00:44<01:19,  6.30it/s]
 36%|███▌      | 280/782 [00:44<01:19,  6.30it/s]
 36%|███▌      | 281/782 [00:44<01:19,  6.30it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.30it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.30it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.30it/s]
 36%|███▋      | 285/782 [00:45<01:18,  6.30it/s]
 37%|███▋      | 286/782 [00:45<01:18,  6.29it/s]
 37%|███▋      | 287/782 [00:45<01:18,  6.30it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.30it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.30it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.30it/s]
 37%|███▋      | 291/782 [00:46<01:17,  6.30it/s]
 37%|███▋      | 292/782 [00:46<01:17,  6.30it/s]
 37%|███▋      | 293/782 [00:46<01:17,  6.31it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.31it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.31it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.30it/s]
 38%|███▊      | 297/782 [00:47<01:16,  6.30it/s]
 38%|███▊      | 298/782 [00:47<01:16,  6.31it/s]
 38%|███▊      | 299/782 [00:47<01:16,  6.31it/s]
 38%|███▊      | 300/782 [00:47<01:16,  6.31it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.30it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.30it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.30it/s]
 39%|███▉      | 304/782 [00:48<01:15,  6.30it/s]
 39%|███▉      | 305/782 [00:48<01:15,  6.30it/s]
 39%|███▉      | 306/782 [00:48<01:15,  6.30it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.30it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.29it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.28it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.28it/s]
 40%|███▉      | 311/782 [00:49<01:14,  6.28it/s]
 40%|███▉      | 312/782 [00:49<01:14,  6.29it/s]
 40%|████      | 313/782 [00:50<01:14,  6.29it/s]
 40%|████      | 314/782 [00:50<01:14,  6.29it/s]
 40%|████      | 315/782 [00:50<01:14,  6.29it/s]
 40%|████      | 316/782 [00:50<01:14,  6.29it/s]
 41%|████      | 317/782 [00:50<01:13,  6.30it/s]
 41%|████      | 318/782 [00:50<01:13,  6.29it/s]
 41%|████      | 319/782 [00:50<01:13,  6.29it/s]
 41%|████      | 320/782 [00:51<01:13,  6.29it/s]
 41%|████      | 321/782 [00:51<01:13,  6.29it/s]
 41%|████      | 322/782 [00:51<01:13,  6.29it/s]
 41%|████▏     | 323/782 [00:51<01:12,  6.29it/s]
 41%|████▏     | 324/782 [00:51<01:12,  6.29it/s]
 42%|████▏     | 325/782 [00:51<01:12,  6.29it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.29it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.29it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.29it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.28it/s]
 42%|████▏     | 330/782 [00:52<01:11,  6.28it/s]
 42%|████▏     | 331/782 [00:52<01:11,  6.29it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.29it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.29it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.29it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.30it/s]
 43%|████▎     | 336/782 [00:53<01:10,  6.29it/s]
 43%|████▎     | 337/782 [00:53<01:10,  6.30it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.29it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.29it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.30it/s]
 44%|████▎     | 341/782 [00:54<01:09,  6.30it/s]
 44%|████▎     | 342/782 [00:54<01:09,  6.30it/s]
 44%|████▍     | 343/782 [00:54<01:09,  6.29it/s]
 44%|████▍     | 344/782 [00:54<01:09,  6.29it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.28it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.28it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.28it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.28it/s]
 45%|████▍     | 349/782 [00:55<01:08,  6.28it/s]
 45%|████▍     | 350/782 [00:55<01:08,  6.29it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.29it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.29it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.29it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.29it/s]
 45%|████▌     | 355/782 [00:56<01:07,  6.29it/s]
 46%|████▌     | 356/782 [00:56<01:07,  6.29it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.29it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.29it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.29it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.29it/s]
 46%|████▌     | 361/782 [00:57<01:06,  6.29it/s]
 46%|████▋     | 362/782 [00:57<01:06,  6.29it/s]
 46%|████▋     | 363/782 [00:57<01:06,  6.29it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.29it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.29it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.29it/s]
 47%|████▋     | 367/782 [00:58<01:05,  6.29it/s]
 47%|████▋     | 368/782 [00:58<01:05,  6.29it/s]
 47%|████▋     | 369/782 [00:58<01:05,  6.29it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.29it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.28it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.28it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.28it/s]
 48%|████▊     | 374/782 [00:59<01:04,  6.29it/s]
 48%|████▊     | 375/782 [00:59<01:04,  6.29it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.29it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.29it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.28it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.28it/s]
 49%|████▊     | 380/782 [01:00<01:03,  6.28it/s]
 49%|████▊     | 381/782 [01:00<01:03,  6.29it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.29it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.29it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.29it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.29it/s]
 49%|████▉     | 386/782 [01:01<01:02,  6.29it/s]
 49%|████▉     | 387/782 [01:01<01:02,  6.28it/s]
 50%|████▉     | 388/782 [01:01<01:02,  6.28it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.28it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.28it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.29it/s]
 50%|█████     | 392/782 [01:02<01:02,  6.28it/s]
 50%|█████     | 393/782 [01:02<01:01,  6.28it/s]
 50%|█████     | 394/782 [01:02<01:01,  6.28it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.28it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.28it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.28it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.28it/s]
 51%|█████     | 399/782 [01:03<01:01,  6.28it/s]
 51%|█████     | 400/782 [01:03<01:00,  6.28it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.28it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.28it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.28it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 405/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 406/782 [01:04<00:59,  6.28it/s]
 52%|█████▏    | 407/782 [01:04<00:59,  6.28it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.28it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.28it/s]
 53%|█████▎    | 411/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 412/782 [01:05<00:58,  6.28it/s]
 53%|█████▎    | 413/782 [01:05<00:58,  6.28it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 417/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 418/782 [01:06<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:06<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 424/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 425/782 [01:07<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 430/782 [01:08<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:08<00:55,  6.27it/s]
 55%|█████▌    | 432/782 [01:08<00:55,  6.27it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 437/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 438/782 [01:09<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.27it/s]
 57%|█████▋    | 442/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:10<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 449/782 [01:11<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:11<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 455/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 456/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:12<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:13<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:14<00:50,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:15<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:15<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:16<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:16<00:48,  6.23it/s]
 62%|██████▏   | 482/782 [01:16<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:17<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.22it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:18<00:46,  6.22it/s]
 63%|██████▎   | 494/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.23it/s]
 64%|██████▍   | 499/782 [01:19<00:45,  6.23it/s]
 64%|██████▍   | 500/782 [01:19<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.23it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.22it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.22it/s]
 65%|██████▍   | 505/782 [01:20<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:20<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:20<00:44,  6.22it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 512/782 [01:21<00:43,  6.23it/s]
 66%|██████▌   | 513/782 [01:21<00:43,  6.23it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.22it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.22it/s]
 66%|██████▌   | 518/782 [01:22<00:42,  6.23it/s]
 66%|██████▋   | 519/782 [01:22<00:42,  6.23it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.22it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.22it/s]
 68%|██████▊   | 530/782 [01:24<00:40,  6.21it/s]
 68%|██████▊   | 531/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 532/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.21it/s]
 69%|██████▊   | 536/782 [01:25<00:39,  6.22it/s]
 69%|██████▊   | 537/782 [01:25<00:39,  6.23it/s]
 69%|██████▉   | 538/782 [01:25<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:26<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:26<00:38,  6.23it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.22it/s]
 70%|███████   | 549/782 [01:27<00:37,  6.22it/s]
 70%|███████   | 550/782 [01:27<00:37,  6.23it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.23it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.22it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 556/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.23it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.23it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.23it/s]
 73%|███████▎  | 568/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:31<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:31<00:33,  6.23it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.23it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 586/782 [01:33<00:31,  6.21it/s]
 75%|███████▌  | 587/782 [01:33<00:31,  6.22it/s]
 75%|███████▌  | 588/782 [01:33<00:31,  6.24it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:34<00:30,  6.22it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.23it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:35<00:29,  6.24it/s]
 77%|███████▋  | 600/782 [01:35<00:29,  6.24it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 605/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:36<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:37<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 624/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:39<00:25,  6.24it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:41<00:23,  6.24it/s]
 81%|████████▏ | 637/782 [01:41<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:41<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 650/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.23it/s]
 84%|████████▍ | 655/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:45<00:19,  6.24it/s]
 85%|████████▍ | 663/782 [01:45<00:19,  6.23it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 668/782 [01:46<00:18,  6.20it/s]
 86%|████████▌ | 669/782 [01:46<00:18,  6.21it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.22it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.22it/s]
 86%|████████▌ | 674/782 [01:47<00:17,  6.23it/s]
 86%|████████▋ | 675/782 [01:47<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:50<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:50<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:51<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:51<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:53<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.23it/s]
 93%|█████████▎| 724/782 [01:55<00:09,  6.22it/s]
 93%|█████████▎| 725/782 [01:55<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:56<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:57<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:58<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.23it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 762/782 [02:01<00:03,  6.24it/s]
 98%|█████████▊| 763/782 [02:01<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:04<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.27it/s]
100%|██████████| 782/782 [02:05<00:00,  6.25it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.02it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.63it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.63it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.63it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.78it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.67it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.41it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.93it/s]
 11%|█         | 17/157 [00:01<00:08, 16.26it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.48it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.63it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.73it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.77it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.81it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.86it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.90it/s]
 21%|██        | 33/157 [00:02<00:07, 16.90it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.91it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.93it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.91it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.91it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.93it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.92it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.90it/s]
 31%|███       | 49/157 [00:03<00:06, 16.91it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.89it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.89it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.90it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.91it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.89it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.92it/s]
 40%|████      | 63/157 [00:04<00:05, 16.93it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.94it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.97it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.95it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.94it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.93it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.92it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.92it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.93it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.92it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.94it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.95it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.97it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.88it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.90it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.88it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.82it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.81it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.82it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.84it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.88it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.91it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.95it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.96it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.98it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.01it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.96it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.92it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.88it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.90it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.92it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.93it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.96it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.99it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 17.00it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.97it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.98it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.97it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.96it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.94it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.97it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.80it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.88it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.94it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.00it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.05it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.04it/s]
100%|██████████| 157/157 [00:09<00:00, 16.42it/s]
--> Epoch Number : 1  | Training Loss : 2.228  | Validation Loss : 2.0095  | Validation Accuracy : 48.73%
Training Epoch: 2

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:57,  1.87it/s]
  0%|          | 2/782 [00:00<04:05,  3.18it/s]
  0%|          | 3/782 [00:00<03:10,  4.09it/s]
  1%|          | 4/782 [00:01<02:44,  4.74it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:57,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.28it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.28it/s]
 10%|█         | 82/782 [00:13<01:51,  6.28it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.28it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.27it/s]
 13%|█▎        | 99/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.27it/s]
 18%|█▊        | 137/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.27it/s]
 21%|██        | 162/782 [00:26<01:38,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.27it/s]
 21%|██        | 164/782 [00:26<01:38,  6.27it/s]
 21%|██        | 165/782 [00:26<01:38,  6.27it/s]
 21%|██        | 166/782 [00:26<01:38,  6.27it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.27it/s]
 21%|██▏       | 168/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.21it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.21it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.23it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.23it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.27it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.19it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.20it/s]
 27%|██▋       | 215/782 [00:34<01:31,  6.21it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.22it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.27it/s]
 31%|███       | 242/782 [00:39<01:26,  6.27it/s]
 31%|███       | 243/782 [00:39<01:25,  6.27it/s]
 31%|███       | 244/782 [00:39<01:25,  6.27it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.27it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.27it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:16,  6.21it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.22it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.23it/s]
 40%|████      | 313/782 [00:50<01:15,  6.23it/s]
 40%|████      | 314/782 [00:50<01:15,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.23it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.23it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.22it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.23it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.27it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.28it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.21it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.22it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.27it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.27it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.27it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.28it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.27it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.27it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.28it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 525/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.22it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.23it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.23it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.20it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.21it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.23it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.23it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.22it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.23it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.27it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.27it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.27it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.27it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:44,  3.49it/s]
  2%|▏         | 3/157 [00:00<00:18,  8.25it/s]
  3%|▎         | 5/157 [00:00<00:13, 11.21it/s]
  4%|▍         | 7/157 [00:00<00:11, 13.08it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.31it/s]
  7%|▋         | 11/157 [00:00<00:09, 15.10it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.70it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.13it/s]
 11%|█         | 17/157 [00:01<00:08, 16.43it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.67it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.71it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.77it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.84it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.83it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.87it/s]
 21%|██        | 33/157 [00:02<00:07, 16.88it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.93it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.92it/s]
 25%|██▍       | 39/157 [00:02<00:07, 16.83it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.86it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.90it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.94it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.93it/s]
 31%|███       | 49/157 [00:03<00:06, 16.88it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.86it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.90it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.91it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.95it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.97it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.96it/s]
 40%|████      | 63/157 [00:03<00:05, 16.96it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.96it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.94it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.94it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.92it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.93it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.92it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.96it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.93it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.92it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.91it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.93it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.92it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.96it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.94it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.95it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.97it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.95it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.93it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.91it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.90it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.94it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.96it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.96it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.96it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.94it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.93it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.93it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.88it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.87it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.91it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.93it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.95it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.98it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.98it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.94it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.93it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.93it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.90it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.94it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.95it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.98it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.01it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.03it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.95it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.95it/s]
100%|██████████| 157/157 [00:09<00:00, 16.50it/s]
--> Epoch Number : 2  | Training Loss : 1.4728  | Validation Loss : 0.861  | Validation Accuracy : 77.95%
Training Epoch: 3

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:10,  1.81it/s]
  0%|          | 2/782 [00:00<04:10,  3.11it/s]
  0%|          | 3/782 [00:00<03:13,  4.03it/s]
  1%|          | 4/782 [00:01<02:45,  4.70it/s]
  1%|          | 5/782 [00:01<02:30,  5.17it/s]
  1%|          | 6/782 [00:01<02:20,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.73it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.23it/s]
  3%|▎         | 20/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.23it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.22it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:54,  6.29it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:55,  6.19it/s]
  8%|▊         | 66/782 [00:10<01:55,  6.21it/s]
  9%|▊         | 67/782 [00:11<01:55,  6.22it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:13<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.23it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:52,  6.24it/s]
 11%|█         | 84/782 [00:13<01:51,  6.24it/s]
 11%|█         | 85/782 [00:13<01:51,  6.24it/s]
 11%|█         | 86/782 [00:14<01:51,  6.24it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.22it/s]
 12%|█▏        | 90/782 [00:14<01:51,  6.23it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.23it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.27it/s]
 15%|█▌        | 118/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.27it/s]
 18%|█▊        | 137/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.27it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.27it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.27it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.27it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.27it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.21it/s]
 21%|██        | 163/782 [00:26<01:39,  6.21it/s]
 21%|██        | 164/782 [00:26<01:39,  6.22it/s]
 21%|██        | 165/782 [00:26<01:39,  6.23it/s]
 21%|██        | 166/782 [00:26<01:38,  6.23it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.23it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.23it/s]
 30%|███       | 236/782 [00:38<01:27,  6.23it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:26,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.23it/s]
 31%|███       | 242/782 [00:39<01:26,  6.22it/s]
 31%|███       | 243/782 [00:39<01:26,  6.22it/s]
 31%|███       | 244/782 [00:39<01:26,  6.23it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.22it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.23it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.23it/s]
 40%|███▉      | 309/782 [00:49<01:16,  6.22it/s]
 40%|███▉      | 310/782 [00:50<01:16,  6.21it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.22it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.23it/s]
 40%|████      | 313/782 [00:50<01:15,  6.23it/s]
 40%|████      | 314/782 [00:50<01:15,  6.21it/s]
 40%|████      | 315/782 [00:50<01:15,  6.21it/s]
 40%|████      | 316/782 [00:50<01:14,  6.23it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 327/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.21it/s]
 43%|████▎     | 334/782 [00:53<01:12,  6.21it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.22it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.23it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.23it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.22it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.21it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.22it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.20it/s]
 53%|█████▎    | 415/782 [01:06<00:59,  6.21it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.22it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.20it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.21it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.22it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:44,  6.22it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.22it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.21it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.21it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.22it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.22it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 527/782 [01:24<00:41,  6.22it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.23it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.28it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.28it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.23it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.23it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.23it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.24it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.22it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.23it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.11it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.74it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.79it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.77it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.06it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.95it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.62it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.12it/s]
 11%|█         | 17/157 [00:01<00:08, 16.35it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.61it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.76it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.81it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.87it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.92it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.93it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.95it/s]
 21%|██        | 33/157 [00:02<00:07, 16.98it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.03it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.06it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.05it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.02it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.98it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.98it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.99it/s]
 31%|███       | 49/157 [00:03<00:06, 17.00it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.03it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.08it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.09it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.06it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.02it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.00it/s]
 40%|████      | 63/157 [00:03<00:05, 16.98it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.95it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.98it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.03it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.02it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.06it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.03it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.00it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.98it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.95it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.96it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.98it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.98it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.98it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.87it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.91it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.89it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.89it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.89it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.91it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.95it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.98it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.01it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.99it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.98it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.98it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.97it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.96it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.97it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.99it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.02it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.01it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.01it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.00it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.98it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.97it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.96it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.95it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.95it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.02it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.03it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.03it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.04it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.03it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.02it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.95it/s]
100%|██████████| 157/157 [00:09<00:00, 16.50it/s]
--> Epoch Number : 3  | Training Loss : 0.7157  | Validation Loss : 0.3831  | Validation Accuracy : 88.34%
Training Epoch: 4

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:39,  1.95it/s]
  0%|          | 2/782 [00:00<03:59,  3.25it/s]
  0%|          | 3/782 [00:00<03:07,  4.15it/s]
  1%|          | 4/782 [00:00<02:42,  4.78it/s]
  1%|          | 5/782 [00:01<02:28,  5.23it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.93it/s]
  1%|          | 9/782 [00:01<02:08,  6.03it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.10it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.23it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.21it/s]
  5%|▌         | 40/782 [00:06<01:59,  6.21it/s]
  5%|▌         | 41/782 [00:06<01:59,  6.23it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.24it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.27it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:51,  6.20it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.21it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.21it/s]
 12%|█▏        | 96/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.23it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.23it/s]
 17%|█▋        | 130/782 [00:21<01:45,  6.20it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.21it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 134/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.23it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 142/782 [00:23<01:41,  6.28it/s]
 18%|█▊        | 143/782 [00:23<01:41,  6.28it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.27it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.28it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.28it/s]
 19%|█▉        | 148/782 [00:24<01:40,  6.28it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.27it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.28it/s]
 20%|█▉        | 155/782 [00:25<01:39,  6.27it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.27it/s]
 20%|██        | 157/782 [00:25<01:39,  6.27it/s]
 20%|██        | 158/782 [00:25<01:39,  6.27it/s]
 20%|██        | 159/782 [00:25<01:39,  6.27it/s]
 20%|██        | 160/782 [00:25<01:39,  6.27it/s]
 21%|██        | 161/782 [00:26<01:38,  6.27it/s]
 21%|██        | 162/782 [00:26<01:38,  6.28it/s]
 21%|██        | 163/782 [00:26<01:38,  6.27it/s]
 21%|██        | 164/782 [00:26<01:38,  6.27it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.27it/s]
 21%|██▏       | 168/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 180/782 [00:29<01:35,  6.27it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.27it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.27it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.27it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.27it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.27it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 205/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.27it/s]
 27%|██▋       | 212/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.23it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.27it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:14,  6.27it/s]
 40%|████      | 313/782 [00:50<01:14,  6.27it/s]
 40%|████      | 314/782 [00:50<01:14,  6.28it/s]
 40%|████      | 315/782 [00:50<01:14,  6.28it/s]
 40%|████      | 316/782 [00:50<01:14,  6.28it/s]
 41%|████      | 317/782 [00:51<01:14,  6.27it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.23it/s]
 41%|████      | 322/782 [00:51<01:13,  6.23it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.23it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.23it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.23it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.22it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:06,  6.22it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.23it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 377/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.21it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.22it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.22it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.23it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.22it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.23it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 701/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.23it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.28it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.28it/s]
 91%|█████████ | 713/782 [01:54<00:10,  6.28it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.28it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.28it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.28it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.28it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.28it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.28it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.28it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.28it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.28it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.28it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.29it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.29it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.29it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.29it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.28it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.27it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.11it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.72it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.75it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.74it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.00it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.85it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.55it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.02it/s]
 11%|█         | 17/157 [00:01<00:08, 16.41it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.55it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.69it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.74it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.81it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.89it/s]
 21%|██        | 33/157 [00:02<00:07, 16.94it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.99it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.00it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.01it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.05it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.03it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.00it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.00it/s]
 31%|███       | 49/157 [00:03<00:06, 16.99it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.03it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.04it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.02it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.99it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.98it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.00it/s]
 40%|████      | 63/157 [00:03<00:05, 16.98it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.00it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.01it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.03it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.07it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.06it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.01it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.99it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.99it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.00it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.96it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.97it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.00it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.01it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.01it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.03it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.03it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.02it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.02it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.98it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.00it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.98it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.02it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.00it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.00it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.95it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.97it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.02it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.00it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.97it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.97it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.99it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.01it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.03it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.07it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.13it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.14it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.16it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.13it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 17.08it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.05it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.08it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.13it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.17it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.15it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.09it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.10it/s]
100%|██████████| 157/157 [00:09<00:00, 16.52it/s]
--> Epoch Number : 4  | Training Loss : 0.4285  | Validation Loss : 0.254  | Validation Accuracy : 91.75%
Training Epoch: 5

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:38,  1.96it/s]
  0%|          | 2/782 [00:00<03:58,  3.27it/s]
  0%|          | 3/782 [00:00<03:07,  4.15it/s]
  1%|          | 4/782 [00:00<02:42,  4.79it/s]
  1%|          | 5/782 [00:01<02:28,  5.23it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.23it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.22it/s]
 11%|█         | 83/782 [00:13<01:52,  6.23it/s]
 11%|█         | 84/782 [00:13<01:51,  6.24it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:51,  6.23it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.22it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:46,  6.23it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:40,  6.23it/s]
 20%|██        | 159/782 [00:25<01:40,  6.23it/s]
 20%|██        | 160/782 [00:25<01:39,  6.22it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.24it/s]
 21%|██        | 164/782 [00:26<01:39,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.23it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.23it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.23it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.23it/s]
 30%|███       | 236/782 [00:38<01:27,  6.23it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 259/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.27it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.27it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.27it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.27it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.23it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:15,  6.23it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.23it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.23it/s]
 41%|████      | 322/782 [00:51<01:13,  6.22it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.22it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.21it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.23it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.22it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.22it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.22it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.23it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.19it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.20it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.19it/s]
 55%|█████▌    | 434/782 [01:09<00:56,  6.20it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.21it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.23it/s]
 56%|█████▋    | 440/782 [01:10<00:55,  6.21it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.21it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.21it/s]
 59%|█████▊    | 458/782 [01:13<00:52,  6.17it/s]
 59%|█████▊    | 459/782 [01:13<00:52,  6.19it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.22it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.22it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.27it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.28it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.27it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.27it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.27it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.27it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.27it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.28it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 525/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.28it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.28it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.28it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.28it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.28it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.28it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.28it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.28it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.28it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.28it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.28it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.28it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.28it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.28it/s]
 77%|███████▋  | 600/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.28it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.29it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.28it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.28it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.28it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.28it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.28it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.28it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.28it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.28it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.28it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.28it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.27it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.28it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.28it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.28it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.28it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.28it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.29it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.28it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.27it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.28it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.29it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.28it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.28it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.28it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  2.96it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.49it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.51it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.57it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.91it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.80it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.52it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.98it/s]
 11%|█         | 17/157 [00:01<00:08, 16.24it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.49it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.63it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.71it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.79it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.83it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.91it/s]
 21%|██        | 33/157 [00:02<00:07, 16.93it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.94it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.95it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.95it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.94it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.94it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.92it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.91it/s]
 31%|███       | 49/157 [00:03<00:06, 16.93it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.97it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.98it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.99it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.00it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.98it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.99it/s]
 40%|████      | 63/157 [00:03<00:05, 16.93it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.93it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.94it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.94it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.95it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.97it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.95it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.93it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.95it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.92it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.93it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.92it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.92it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.92it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.94it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.93it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.93it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.93it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.91it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.90it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.89it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.91it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.90it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.91it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.93it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.94it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.95it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.93it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.90it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.86it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.85it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.83it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.87it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.90it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.82it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.87it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.87it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.86it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.83it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.79it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.83it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.87it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.87it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.93it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.88it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.82it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.76it/s]
100%|██████████| 157/157 [00:09<00:00, 16.39it/s]
Traceback (most recent call last):
  File "/root/test_cifar/train.py", line 154, in <module>
    accuracy_list_normalv5, train_cost_listv5, val_cost_listv5, model_to_save=train_model(model=model_check,
  File "/root/test_cifar/train.py", line 142, in train_model
    torch.save(model.state_dict(), f"./logs_model/CIFAR_{epoch+1}_end_hll.pt")
  File "/root/test_cifar/env_ml_dl/lib/python3.10/site-packages/torch/serialization.py", line 628, in save
    with _open_zipfile_writer(f) as opened_zipfile:
  File "/root/test_cifar/env_ml_dl/lib/python3.10/site-packages/torch/serialization.py", line 502, in _open_zipfile_writer
    return container(name_or_buffer)
  File "/root/test_cifar/env_ml_dl/lib/python3.10/site-packages/torch/serialization.py", line 473, in __init__
    super().__init__(torch._C.PyTorchFileWriter(self.name))
RuntimeError: Parent directory ./logs_model does not exist.
wandb: - 0.007 MB of 0.007 MB uploaded
wandb: \ 0.007 MB of 0.011 MB uploaded
wandb: | 0.012 MB of 0.012 MB uploaded
wandb: / 0.012 MB of 0.012 MB uploaded
wandb: 
wandb: Run history:
wandb: train_loss ███████▇▇▆▆▆▅▄▅▄▃▄▄▃▂▂▂▂▂▂▂▁▁▂▂▂▂▁▁▂▂▂▂▂
wandb:    val_acc ▁▆▇██
wandb:   val_loss ████████▄▄▃▃▄▄▄▄▃▂▂▂▂▂▂▂▁▁▂▁▁▂▁▂▂▂▁▁▂▁▁▁
wandb: 
wandb: Run summary:
wandb: train_loss 0.44522
wandb:    val_acc 0.9332
wandb:   val_loss 0.09327
wandb: 
wandb: 🚀 View run feasible-vortex-18 at: https://wandb.ai/gjyotin305/CIFAR/runs/9t0aeiev
wandb: ⭐️ View project at: https://wandb.ai/gjyotin305/CIFAR
wandb: Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
wandb: Find logs at: ./wandb/run-20240418_050322-9t0aeiev/logs
wandb: Currently logged in as: gjyotin305 (gjyotin). Use `wandb login --relogin` to force relogin
wandb: Currently logged in as: gjyotin305. Use `wandb login --relogin` to force relogin
wandb: Tracking run with wandb version 0.16.6
wandb: Run data is saved locally in /root/test_cifar/wandb/run-20240418_051545-08ne5f0a
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run atomic-valley-19
wandb: ⭐️ View project at https://wandb.ai/gjyotin305/CIFAR
wandb: 🚀 View run at https://wandb.ai/gjyotin305/CIFAR/runs/08ne5f0a
Files already downloaded and verified
Files already downloaded and verified
/root/test_cifar/env_ml_dl/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.
  warnings.warn(
/root/test_cifar/env_ml_dl/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet50_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet50_Weights.DEFAULT` to get the most up-to-date weights.
  warnings.warn(msg)
torch.Size([64, 3, 224, 224])
Training Epoch: 1

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<10:24,  1.25it/s]
  0%|          | 2/782 [00:00<05:30,  2.36it/s]
  0%|          | 3/782 [00:01<03:54,  3.32it/s]
  1%|          | 4/782 [00:01<03:08,  4.12it/s]
  1%|          | 5/782 [00:01<02:43,  4.75it/s]
  1%|          | 6/782 [00:01<02:28,  5.23it/s]
  1%|          | 7/782 [00:01<02:18,  5.58it/s]
  1%|          | 8/782 [00:01<02:12,  5.84it/s]
  1%|          | 9/782 [00:02<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:02<02:05,  6.13it/s]
  1%|▏         | 11/782 [00:02<02:04,  6.21it/s]
  2%|▏         | 12/782 [00:02<02:02,  6.29it/s]
  2%|▏         | 13/782 [00:02<02:01,  6.35it/s]
  2%|▏         | 14/782 [00:02<02:00,  6.39it/s]
  2%|▏         | 15/782 [00:02<01:59,  6.42it/s]
  2%|▏         | 16/782 [00:03<01:58,  6.44it/s]
  2%|▏         | 17/782 [00:03<01:58,  6.44it/s]
  2%|▏         | 18/782 [00:03<01:58,  6.44it/s]
  2%|▏         | 19/782 [00:03<01:58,  6.44it/s]
  3%|▎         | 20/782 [00:03<01:58,  6.45it/s]
  3%|▎         | 21/782 [00:03<01:57,  6.45it/s]
  3%|▎         | 22/782 [00:04<01:57,  6.45it/s]
  3%|▎         | 23/782 [00:04<01:57,  6.46it/s]
  3%|▎         | 24/782 [00:04<01:57,  6.45it/s]
  3%|▎         | 25/782 [00:04<01:57,  6.44it/s]
  3%|▎         | 26/782 [00:04<01:57,  6.44it/s]
  3%|▎         | 27/782 [00:04<01:57,  6.44it/s]
  4%|▎         | 28/782 [00:04<01:57,  6.44it/s]
  4%|▎         | 29/782 [00:05<01:57,  6.43it/s]
  4%|▍         | 30/782 [00:05<01:56,  6.43it/s]
  4%|▍         | 31/782 [00:05<01:56,  6.43it/s]
  4%|▍         | 32/782 [00:05<01:56,  6.43it/s]
  4%|▍         | 33/782 [00:05<01:56,  6.44it/s]
  4%|▍         | 34/782 [00:05<01:56,  6.43it/s]
  4%|▍         | 35/782 [00:06<01:56,  6.44it/s]
  5%|▍         | 36/782 [00:06<01:55,  6.44it/s]
  5%|▍         | 37/782 [00:06<01:55,  6.44it/s]
  5%|▍         | 38/782 [00:06<01:55,  6.44it/s]
  5%|▍         | 39/782 [00:06<01:55,  6.44it/s]
  5%|▌         | 40/782 [00:06<01:55,  6.45it/s]
  5%|▌         | 41/782 [00:07<01:54,  6.45it/s]
  5%|▌         | 42/782 [00:07<01:54,  6.45it/s]
  5%|▌         | 43/782 [00:07<01:54,  6.45it/s]
  6%|▌         | 44/782 [00:07<01:54,  6.44it/s]
  6%|▌         | 45/782 [00:07<01:54,  6.44it/s]
  6%|▌         | 46/782 [00:07<01:54,  6.44it/s]
  6%|▌         | 47/782 [00:07<01:54,  6.44it/s]
  6%|▌         | 48/782 [00:08<01:54,  6.43it/s]
  6%|▋         | 49/782 [00:08<01:54,  6.42it/s]
  6%|▋         | 50/782 [00:08<01:54,  6.42it/s]
  7%|▋         | 51/782 [00:08<01:53,  6.42it/s]
  7%|▋         | 52/782 [00:08<01:53,  6.42it/s]
  7%|▋         | 53/782 [00:08<01:53,  6.42it/s]
  7%|▋         | 54/782 [00:09<01:53,  6.43it/s]
  7%|▋         | 55/782 [00:09<01:53,  6.43it/s]
  7%|▋         | 56/782 [00:09<01:52,  6.43it/s]
  7%|▋         | 57/782 [00:09<01:52,  6.42it/s]
  7%|▋         | 58/782 [00:09<01:52,  6.42it/s]
  8%|▊         | 59/782 [00:09<01:52,  6.43it/s]
  8%|▊         | 60/782 [00:09<01:52,  6.42it/s]
  8%|▊         | 61/782 [00:10<01:52,  6.42it/s]
  8%|▊         | 62/782 [00:10<01:52,  6.42it/s]
  8%|▊         | 63/782 [00:10<01:52,  6.41it/s]
  8%|▊         | 64/782 [00:10<01:51,  6.42it/s]
  8%|▊         | 65/782 [00:10<01:51,  6.42it/s]
  8%|▊         | 66/782 [00:10<01:51,  6.42it/s]
  9%|▊         | 67/782 [00:11<01:51,  6.42it/s]
  9%|▊         | 68/782 [00:11<01:51,  6.42it/s]
  9%|▉         | 69/782 [00:11<01:51,  6.42it/s]
  9%|▉         | 70/782 [00:11<01:50,  6.42it/s]
  9%|▉         | 71/782 [00:11<01:50,  6.42it/s]
  9%|▉         | 72/782 [00:11<01:50,  6.42it/s]
  9%|▉         | 73/782 [00:11<01:51,  6.38it/s]
  9%|▉         | 74/782 [00:12<01:51,  6.38it/s]
 10%|▉         | 75/782 [00:12<01:50,  6.38it/s]
 10%|▉         | 76/782 [00:12<01:50,  6.39it/s]
 10%|▉         | 77/782 [00:12<01:50,  6.39it/s]
 10%|▉         | 78/782 [00:12<01:50,  6.38it/s]
 10%|█         | 79/782 [00:12<01:50,  6.38it/s]
 10%|█         | 80/782 [00:13<01:50,  6.37it/s]
 10%|█         | 81/782 [00:13<01:49,  6.38it/s]
 10%|█         | 82/782 [00:13<01:49,  6.39it/s]
 11%|█         | 83/782 [00:13<01:49,  6.40it/s]
 11%|█         | 84/782 [00:13<01:48,  6.40it/s]
 11%|█         | 85/782 [00:13<01:49,  6.39it/s]
 11%|█         | 86/782 [00:14<01:48,  6.39it/s]
 11%|█         | 87/782 [00:14<01:48,  6.39it/s]
 11%|█▏        | 88/782 [00:14<01:48,  6.37it/s]
 11%|█▏        | 89/782 [00:14<01:49,  6.34it/s]
 12%|█▏        | 90/782 [00:14<01:48,  6.36it/s]
 12%|█▏        | 91/782 [00:14<01:48,  6.36it/s]
 12%|█▏        | 92/782 [00:14<01:48,  6.35it/s]
 12%|█▏        | 93/782 [00:15<01:48,  6.37it/s]
 12%|█▏        | 94/782 [00:15<01:47,  6.38it/s]
 12%|█▏        | 95/782 [00:15<01:47,  6.38it/s]
 12%|█▏        | 96/782 [00:15<01:47,  6.38it/s]
 12%|█▏        | 97/782 [00:15<01:47,  6.39it/s]
 13%|█▎        | 98/782 [00:15<01:47,  6.39it/s]
 13%|█▎        | 99/782 [00:16<01:46,  6.38it/s]
 13%|█▎        | 100/782 [00:16<01:47,  6.37it/s]
 13%|█▎        | 101/782 [00:16<01:46,  6.38it/s]
 13%|█▎        | 102/782 [00:16<01:46,  6.39it/s]
 13%|█▎        | 103/782 [00:16<01:46,  6.39it/s]
 13%|█▎        | 104/782 [00:16<01:46,  6.39it/s]
 13%|█▎        | 105/782 [00:17<01:46,  6.39it/s]
 14%|█▎        | 106/782 [00:17<01:45,  6.39it/s]
 14%|█▎        | 107/782 [00:17<01:46,  6.34it/s]
 14%|█▍        | 108/782 [00:17<01:46,  6.35it/s]
 14%|█▍        | 109/782 [00:17<01:46,  6.34it/s]
 14%|█▍        | 110/782 [00:17<01:45,  6.34it/s]
 14%|█▍        | 111/782 [00:17<01:45,  6.33it/s]
 14%|█▍        | 112/782 [00:18<01:45,  6.34it/s]
 14%|█▍        | 113/782 [00:18<01:45,  6.34it/s]
 15%|█▍        | 114/782 [00:18<01:45,  6.33it/s]
 15%|█▍        | 115/782 [00:18<01:45,  6.35it/s]
 15%|█▍        | 116/782 [00:18<01:44,  6.35it/s]
 15%|█▍        | 117/782 [00:18<01:44,  6.36it/s]
 15%|█▌        | 118/782 [00:19<01:44,  6.37it/s]
 15%|█▌        | 119/782 [00:19<01:44,  6.37it/s]
 15%|█▌        | 120/782 [00:19<01:44,  6.36it/s]
 15%|█▌        | 121/782 [00:19<01:44,  6.35it/s]
 16%|█▌        | 122/782 [00:19<01:44,  6.34it/s]
 16%|█▌        | 123/782 [00:19<01:43,  6.34it/s]
 16%|█▌        | 124/782 [00:19<01:43,  6.35it/s]
 16%|█▌        | 125/782 [00:20<01:43,  6.35it/s]
 16%|█▌        | 126/782 [00:20<01:43,  6.36it/s]
 16%|█▌        | 127/782 [00:20<01:42,  6.37it/s]
 16%|█▋        | 128/782 [00:20<01:42,  6.37it/s]
 16%|█▋        | 129/782 [00:20<01:42,  6.36it/s]
 17%|█▋        | 130/782 [00:20<01:42,  6.35it/s]
 17%|█▋        | 131/782 [00:21<01:42,  6.35it/s]
 17%|█▋        | 132/782 [00:21<01:42,  6.36it/s]
 17%|█▋        | 133/782 [00:21<01:41,  6.37it/s]
 17%|█▋        | 134/782 [00:21<01:41,  6.37it/s]
 17%|█▋        | 135/782 [00:21<01:41,  6.36it/s]
 17%|█▋        | 136/782 [00:21<01:41,  6.37it/s]
 18%|█▊        | 137/782 [00:22<01:41,  6.36it/s]
 18%|█▊        | 138/782 [00:22<01:41,  6.34it/s]
 18%|█▊        | 139/782 [00:22<01:41,  6.35it/s]
 18%|█▊        | 140/782 [00:22<01:41,  6.36it/s]
 18%|█▊        | 141/782 [00:22<01:40,  6.36it/s]
 18%|█▊        | 142/782 [00:22<01:40,  6.36it/s]
 18%|█▊        | 143/782 [00:22<01:40,  6.36it/s]
 18%|█▊        | 144/782 [00:23<01:40,  6.36it/s]
 19%|█▊        | 145/782 [00:23<01:40,  6.35it/s]
 19%|█▊        | 146/782 [00:23<01:40,  6.34it/s]
 19%|█▉        | 147/782 [00:23<01:40,  6.34it/s]
 19%|█▉        | 148/782 [00:23<01:39,  6.35it/s]
 19%|█▉        | 149/782 [00:23<01:39,  6.35it/s]
 19%|█▉        | 150/782 [00:24<01:39,  6.36it/s]
 19%|█▉        | 151/782 [00:24<01:39,  6.36it/s]
 19%|█▉        | 152/782 [00:24<01:39,  6.36it/s]
 20%|█▉        | 153/782 [00:24<01:39,  6.35it/s]
 20%|█▉        | 154/782 [00:24<01:38,  6.36it/s]
 20%|█▉        | 155/782 [00:24<01:38,  6.36it/s]
 20%|█▉        | 156/782 [00:25<01:38,  6.36it/s]
 20%|██        | 157/782 [00:25<01:38,  6.36it/s]
 20%|██        | 158/782 [00:25<01:38,  6.35it/s]
 20%|██        | 159/782 [00:25<01:38,  6.35it/s]
 20%|██        | 160/782 [00:25<01:37,  6.35it/s]
 21%|██        | 161/782 [00:25<01:37,  6.35it/s]
 21%|██        | 162/782 [00:25<01:37,  6.35it/s]
 21%|██        | 163/782 [00:26<01:37,  6.35it/s]
 21%|██        | 164/782 [00:26<01:37,  6.35it/s]
 21%|██        | 165/782 [00:26<01:37,  6.35it/s]
 21%|██        | 166/782 [00:26<01:37,  6.35it/s]
 21%|██▏       | 167/782 [00:26<01:36,  6.35it/s]
 21%|██▏       | 168/782 [00:26<01:36,  6.35it/s]
 22%|██▏       | 169/782 [00:27<01:36,  6.35it/s]
 22%|██▏       | 170/782 [00:27<01:36,  6.36it/s]
 22%|██▏       | 171/782 [00:27<01:36,  6.35it/s]
 22%|██▏       | 172/782 [00:27<01:35,  6.36it/s]
 22%|██▏       | 173/782 [00:27<01:35,  6.35it/s]
 22%|██▏       | 174/782 [00:27<01:35,  6.35it/s]
 22%|██▏       | 175/782 [00:28<01:35,  6.35it/s]
 23%|██▎       | 176/782 [00:28<01:35,  6.35it/s]
 23%|██▎       | 177/782 [00:28<01:35,  6.35it/s]
 23%|██▎       | 178/782 [00:28<01:35,  6.35it/s]
 23%|██▎       | 179/782 [00:28<01:35,  6.34it/s]
 23%|██▎       | 180/782 [00:28<01:34,  6.34it/s]
 23%|██▎       | 181/782 [00:28<01:34,  6.34it/s]
 23%|██▎       | 182/782 [00:29<01:34,  6.34it/s]
 23%|██▎       | 183/782 [00:29<01:34,  6.34it/s]
 24%|██▎       | 184/782 [00:29<01:34,  6.34it/s]
 24%|██▎       | 185/782 [00:29<01:34,  6.34it/s]
 24%|██▍       | 186/782 [00:29<01:34,  6.33it/s]
 24%|██▍       | 187/782 [00:29<01:33,  6.33it/s]
 24%|██▍       | 188/782 [00:30<01:33,  6.34it/s]
 24%|██▍       | 189/782 [00:30<01:33,  6.33it/s]
 24%|██▍       | 190/782 [00:30<01:33,  6.34it/s]
 24%|██▍       | 191/782 [00:30<01:33,  6.35it/s]
 25%|██▍       | 192/782 [00:30<01:32,  6.35it/s]
 25%|██▍       | 193/782 [00:30<01:32,  6.35it/s]
 25%|██▍       | 194/782 [00:31<01:32,  6.34it/s]
 25%|██▍       | 195/782 [00:31<01:32,  6.34it/s]
 25%|██▌       | 196/782 [00:31<01:32,  6.35it/s]
 25%|██▌       | 197/782 [00:31<01:32,  6.34it/s]
 25%|██▌       | 198/782 [00:31<01:32,  6.34it/s]
 25%|██▌       | 199/782 [00:31<01:31,  6.34it/s]
 26%|██▌       | 200/782 [00:31<01:31,  6.34it/s]
 26%|██▌       | 201/782 [00:32<01:31,  6.33it/s]
 26%|██▌       | 202/782 [00:32<01:31,  6.34it/s]
 26%|██▌       | 203/782 [00:32<01:31,  6.34it/s]
 26%|██▌       | 204/782 [00:32<01:31,  6.35it/s]
 26%|██▌       | 205/782 [00:32<01:30,  6.34it/s]
 26%|██▋       | 206/782 [00:32<01:30,  6.34it/s]
 26%|██▋       | 207/782 [00:33<01:30,  6.33it/s]
 27%|██▋       | 208/782 [00:33<01:30,  6.33it/s]
 27%|██▋       | 209/782 [00:33<01:30,  6.33it/s]
 27%|██▋       | 210/782 [00:33<01:30,  6.33it/s]
 27%|██▋       | 211/782 [00:33<01:30,  6.33it/s]
 27%|██▋       | 212/782 [00:33<01:30,  6.33it/s]
 27%|██▋       | 213/782 [00:34<01:29,  6.32it/s]
 27%|██▋       | 214/782 [00:34<01:29,  6.32it/s]
 27%|██▋       | 215/782 [00:34<01:29,  6.33it/s]
 28%|██▊       | 216/782 [00:34<01:29,  6.33it/s]
 28%|██▊       | 217/782 [00:34<01:29,  6.33it/s]
 28%|██▊       | 218/782 [00:34<01:29,  6.33it/s]
 28%|██▊       | 219/782 [00:34<01:28,  6.33it/s]
 28%|██▊       | 220/782 [00:35<01:28,  6.34it/s]
 28%|██▊       | 221/782 [00:35<01:28,  6.34it/s]
 28%|██▊       | 222/782 [00:35<01:28,  6.34it/s]
 29%|██▊       | 223/782 [00:35<01:28,  6.34it/s]
 29%|██▊       | 224/782 [00:35<01:27,  6.34it/s]
 29%|██▉       | 225/782 [00:35<01:27,  6.33it/s]
 29%|██▉       | 226/782 [00:36<01:27,  6.33it/s]
 29%|██▉       | 227/782 [00:36<01:27,  6.33it/s]
 29%|██▉       | 228/782 [00:36<01:27,  6.33it/s]
 29%|██▉       | 229/782 [00:36<01:27,  6.33it/s]
 29%|██▉       | 230/782 [00:36<01:27,  6.33it/s]
 30%|██▉       | 231/782 [00:36<01:27,  6.33it/s]
 30%|██▉       | 232/782 [00:37<01:26,  6.33it/s]
 30%|██▉       | 233/782 [00:37<01:26,  6.32it/s]
 30%|██▉       | 234/782 [00:37<01:26,  6.32it/s]
 30%|███       | 235/782 [00:37<01:26,  6.33it/s]
 30%|███       | 236/782 [00:37<01:26,  6.32it/s]
 30%|███       | 237/782 [00:37<01:26,  6.32it/s]
 30%|███       | 238/782 [00:37<01:26,  6.32it/s]
 31%|███       | 239/782 [00:38<01:25,  6.32it/s]
 31%|███       | 240/782 [00:38<01:25,  6.33it/s]
 31%|███       | 241/782 [00:38<01:25,  6.32it/s]
 31%|███       | 242/782 [00:38<01:25,  6.32it/s]
 31%|███       | 243/782 [00:38<01:25,  6.32it/s]
 31%|███       | 244/782 [00:38<01:25,  6.33it/s]
 31%|███▏      | 245/782 [00:39<01:24,  6.33it/s]
 31%|███▏      | 246/782 [00:39<01:24,  6.33it/s]
 32%|███▏      | 247/782 [00:39<01:24,  6.33it/s]
 32%|███▏      | 248/782 [00:39<01:24,  6.32it/s]
 32%|███▏      | 249/782 [00:39<01:24,  6.32it/s]
 32%|███▏      | 250/782 [00:39<01:24,  6.32it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.32it/s]
 32%|███▏      | 252/782 [00:40<01:23,  6.32it/s]
 32%|███▏      | 253/782 [00:40<01:23,  6.32it/s]
 32%|███▏      | 254/782 [00:40<01:23,  6.31it/s]
 33%|███▎      | 255/782 [00:40<01:23,  6.31it/s]
 33%|███▎      | 256/782 [00:40<01:23,  6.31it/s]
 33%|███▎      | 257/782 [00:40<01:23,  6.32it/s]
 33%|███▎      | 258/782 [00:41<01:22,  6.32it/s]
 33%|███▎      | 259/782 [00:41<01:22,  6.32it/s]
 33%|███▎      | 260/782 [00:41<01:22,  6.32it/s]
 33%|███▎      | 261/782 [00:41<01:22,  6.31it/s]
 34%|███▎      | 262/782 [00:41<01:22,  6.31it/s]
 34%|███▎      | 263/782 [00:41<01:22,  6.32it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.32it/s]
 34%|███▍      | 265/782 [00:42<01:21,  6.31it/s]
 34%|███▍      | 266/782 [00:42<01:21,  6.30it/s]
 34%|███▍      | 267/782 [00:42<01:21,  6.30it/s]
 34%|███▍      | 268/782 [00:42<01:21,  6.30it/s]
 34%|███▍      | 269/782 [00:42<01:21,  6.31it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.31it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.30it/s]
 35%|███▍      | 272/782 [00:43<01:20,  6.30it/s]
 35%|███▍      | 273/782 [00:43<01:20,  6.30it/s]
 35%|███▌      | 274/782 [00:43<01:20,  6.30it/s]
 35%|███▌      | 275/782 [00:43<01:20,  6.29it/s]
 35%|███▌      | 276/782 [00:43<01:20,  6.29it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.29it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.30it/s]
 36%|███▌      | 279/782 [00:44<01:19,  6.29it/s]
 36%|███▌      | 280/782 [00:44<01:19,  6.30it/s]
 36%|███▌      | 281/782 [00:44<01:19,  6.31it/s]
 36%|███▌      | 282/782 [00:44<01:19,  6.31it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.31it/s]
 36%|███▋      | 284/782 [00:45<01:18,  6.30it/s]
 36%|███▋      | 285/782 [00:45<01:18,  6.31it/s]
 37%|███▋      | 286/782 [00:45<01:18,  6.31it/s]
 37%|███▋      | 287/782 [00:45<01:18,  6.31it/s]
 37%|███▋      | 288/782 [00:45<01:18,  6.31it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.30it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.30it/s]
 37%|███▋      | 291/782 [00:46<01:17,  6.30it/s]
 37%|███▋      | 292/782 [00:46<01:17,  6.29it/s]
 37%|███▋      | 293/782 [00:46<01:17,  6.29it/s]
 38%|███▊      | 294/782 [00:46<01:17,  6.30it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.30it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.30it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.30it/s]
 38%|███▊      | 298/782 [00:47<01:16,  6.30it/s]
 38%|███▊      | 299/782 [00:47<01:16,  6.30it/s]
 38%|███▊      | 300/782 [00:47<01:16,  6.30it/s]
 38%|███▊      | 301/782 [00:47<01:16,  6.30it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.30it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.30it/s]
 39%|███▉      | 304/782 [00:48<01:15,  6.30it/s]
 39%|███▉      | 305/782 [00:48<01:15,  6.29it/s]
 39%|███▉      | 306/782 [00:48<01:15,  6.30it/s]
 39%|███▉      | 307/782 [00:48<01:15,  6.30it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.29it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.29it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.29it/s]
 40%|███▉      | 311/782 [00:49<01:14,  6.29it/s]
 40%|███▉      | 312/782 [00:49<01:14,  6.30it/s]
 40%|████      | 313/782 [00:49<01:14,  6.30it/s]
 40%|████      | 314/782 [00:50<01:14,  6.30it/s]
 40%|████      | 315/782 [00:50<01:14,  6.30it/s]
 40%|████      | 316/782 [00:50<01:14,  6.29it/s]
 41%|████      | 317/782 [00:50<01:13,  6.30it/s]
 41%|████      | 318/782 [00:50<01:13,  6.30it/s]
 41%|████      | 319/782 [00:50<01:13,  6.30it/s]
 41%|████      | 320/782 [00:50<01:13,  6.30it/s]
 41%|████      | 321/782 [00:51<01:13,  6.29it/s]
 41%|████      | 322/782 [00:51<01:13,  6.30it/s]
 41%|████▏     | 323/782 [00:51<01:12,  6.30it/s]
 41%|████▏     | 324/782 [00:51<01:12,  6.30it/s]
 42%|████▏     | 325/782 [00:51<01:12,  6.30it/s]
 42%|████▏     | 326/782 [00:51<01:12,  6.29it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.29it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.30it/s]
 42%|████▏     | 329/782 [00:52<01:11,  6.30it/s]
 42%|████▏     | 330/782 [00:52<01:11,  6.30it/s]
 42%|████▏     | 331/782 [00:52<01:11,  6.30it/s]
 42%|████▏     | 332/782 [00:52<01:11,  6.30it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.30it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.30it/s]
 43%|████▎     | 335/782 [00:53<01:10,  6.30it/s]
 43%|████▎     | 336/782 [00:53<01:10,  6.30it/s]
 43%|████▎     | 337/782 [00:53<01:10,  6.30it/s]
 43%|████▎     | 338/782 [00:53<01:10,  6.30it/s]
 43%|████▎     | 339/782 [00:53<01:10,  6.30it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.29it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.29it/s]
 44%|████▎     | 342/782 [00:54<01:09,  6.29it/s]
 44%|████▍     | 343/782 [00:54<01:09,  6.29it/s]
 44%|████▍     | 344/782 [00:54<01:09,  6.29it/s]
 44%|████▍     | 345/782 [00:54<01:09,  6.29it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.29it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.29it/s]
 45%|████▍     | 348/782 [00:55<01:08,  6.29it/s]
 45%|████▍     | 349/782 [00:55<01:08,  6.29it/s]
 45%|████▍     | 350/782 [00:55<01:08,  6.29it/s]
 45%|████▍     | 351/782 [00:55<01:08,  6.30it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.30it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.30it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.29it/s]
 45%|████▌     | 355/782 [00:56<01:07,  6.29it/s]
 46%|████▌     | 356/782 [00:56<01:07,  6.29it/s]
 46%|████▌     | 357/782 [00:56<01:07,  6.29it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.29it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.29it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.29it/s]
 46%|████▌     | 361/782 [00:57<01:06,  6.28it/s]
 46%|████▋     | 362/782 [00:57<01:06,  6.29it/s]
 46%|████▋     | 363/782 [00:57<01:06,  6.29it/s]
 47%|████▋     | 364/782 [00:57<01:06,  6.29it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.29it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.29it/s]
 47%|████▋     | 367/782 [00:58<01:06,  6.28it/s]
 47%|████▋     | 368/782 [00:58<01:05,  6.29it/s]
 47%|████▋     | 369/782 [00:58<01:05,  6.29it/s]
 47%|████▋     | 370/782 [00:58<01:05,  6.29it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.29it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.29it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.29it/s]
 48%|████▊     | 374/782 [00:59<01:04,  6.29it/s]
 48%|████▊     | 375/782 [00:59<01:04,  6.29it/s]
 48%|████▊     | 376/782 [00:59<01:04,  6.29it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.29it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.28it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.28it/s]
 49%|████▊     | 380/782 [01:00<01:03,  6.28it/s]
 49%|████▊     | 381/782 [01:00<01:03,  6.28it/s]
 49%|████▉     | 382/782 [01:00<01:03,  6.28it/s]
 49%|████▉     | 383/782 [01:00<01:03,  6.28it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 386/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 387/782 [01:01<01:02,  6.28it/s]
 50%|████▉     | 388/782 [01:01<01:02,  6.28it/s]
 50%|████▉     | 389/782 [01:01<01:02,  6.28it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.28it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.28it/s]
 50%|█████     | 392/782 [01:02<01:02,  6.28it/s]
 50%|█████     | 393/782 [01:02<01:01,  6.28it/s]
 50%|█████     | 394/782 [01:02<01:01,  6.28it/s]
 51%|█████     | 395/782 [01:02<01:01,  6.28it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.28it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.28it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.28it/s]
 51%|█████     | 399/782 [01:03<01:00,  6.28it/s]
 51%|█████     | 400/782 [01:03<01:00,  6.28it/s]
 51%|█████▏    | 401/782 [01:03<01:00,  6.29it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.29it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.29it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.29it/s]
 52%|█████▏    | 405/782 [01:04<00:59,  6.29it/s]
 52%|█████▏    | 406/782 [01:04<00:59,  6.28it/s]
 52%|█████▏    | 407/782 [01:04<00:59,  6.28it/s]
 52%|█████▏    | 408/782 [01:04<00:59,  6.28it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.28it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.28it/s]
 53%|█████▎    | 411/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 412/782 [01:05<00:58,  6.28it/s]
 53%|█████▎    | 413/782 [01:05<00:58,  6.28it/s]
 53%|█████▎    | 414/782 [01:05<00:58,  6.28it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:06<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:06<00:58,  6.26it/s]
 54%|█████▎    | 420/782 [01:06<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:07<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:07<00:56,  6.27it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:08<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:08<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:08<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:08<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 437/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:09<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:10<00:54,  6.23it/s]
 57%|█████▋    | 443/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:10<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:11<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:11<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:11<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:11<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:12<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:12<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 462/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:13<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:14<00:50,  6.22it/s]
 60%|██████    | 470/782 [01:14<00:50,  6.23it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:15<00:49,  6.23it/s]
 61%|██████    | 475/782 [01:15<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:15<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.22it/s]
 61%|██████▏   | 480/782 [01:16<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:16<00:48,  6.23it/s]
 62%|██████▏   | 482/782 [01:16<00:48,  6.22it/s]
 62%|██████▏   | 483/782 [01:16<00:48,  6.21it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 486/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:17<00:47,  6.22it/s]
 63%|██████▎   | 489/782 [01:17<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.21it/s]
 63%|██████▎   | 493/782 [01:18<00:46,  6.21it/s]
 63%|██████▎   | 494/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.22it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.21it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.21it/s]
 64%|██████▍   | 499/782 [01:19<00:45,  6.22it/s]
 64%|██████▍   | 500/782 [01:19<00:45,  6.21it/s]
 64%|██████▍   | 501/782 [01:19<00:45,  6.18it/s]
 64%|██████▍   | 502/782 [01:20<00:45,  6.20it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.20it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.22it/s]
 65%|██████▍   | 505/782 [01:20<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:20<00:44,  6.19it/s]
 65%|██████▍   | 507/782 [01:20<00:44,  6.20it/s]
 65%|██████▍   | 508/782 [01:20<00:44,  6.22it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 511/782 [01:21<00:43,  6.21it/s]
 65%|██████▌   | 512/782 [01:21<00:43,  6.22it/s]
 66%|██████▌   | 513/782 [01:21<00:43,  6.23it/s]
 66%|██████▌   | 514/782 [01:21<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.22it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:22<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:22<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:22<00:42,  6.20it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.22it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 525/782 [01:23<00:41,  6.22it/s]
 67%|██████▋   | 526/782 [01:23<00:41,  6.21it/s]
 67%|██████▋   | 527/782 [01:24<00:41,  6.20it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.22it/s]
 68%|██████▊   | 530/782 [01:24<00:40,  6.21it/s]
 68%|██████▊   | 531/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 532/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.20it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.21it/s]
 69%|██████▊   | 536/782 [01:25<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:25<00:39,  6.23it/s]
 69%|██████▉   | 538/782 [01:25<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:25<00:39,  6.22it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.22it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:26<00:38,  6.21it/s]
 70%|██████▉   | 544/782 [01:26<00:38,  6.21it/s]
 70%|██████▉   | 545/782 [01:26<00:38,  6.23it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.22it/s]
 70%|███████   | 549/782 [01:27<00:37,  6.22it/s]
 70%|███████   | 550/782 [01:27<00:37,  6.22it/s]
 70%|███████   | 551/782 [01:27<00:37,  6.23it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.22it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.22it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.22it/s]
 71%|███████   | 555/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 556/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 557/782 [01:28<00:36,  6.22it/s]
 71%|███████▏  | 558/782 [01:29<00:36,  6.22it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.22it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 561/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 562/782 [01:29<00:35,  6.21it/s]
 72%|███████▏  | 563/782 [01:29<00:35,  6.22it/s]
 72%|███████▏  | 564/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.21it/s]
 73%|███████▎  | 568/782 [01:30<00:34,  6.22it/s]
 73%|███████▎  | 569/782 [01:30<00:34,  6.23it/s]
 73%|███████▎  | 570/782 [01:30<00:34,  6.23it/s]
 73%|███████▎  | 571/782 [01:31<00:34,  6.20it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.21it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.23it/s]
 73%|███████▎  | 574/782 [01:31<00:33,  6.23it/s]
 74%|███████▎  | 575/782 [01:31<00:33,  6.23it/s]
 74%|███████▎  | 576/782 [01:31<00:33,  6.22it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.22it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.22it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 580/782 [01:32<00:32,  6.22it/s]
 74%|███████▍  | 581/782 [01:32<00:32,  6.21it/s]
 74%|███████▍  | 582/782 [01:32<00:32,  6.22it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.20it/s]
 75%|███████▍  | 586/782 [01:33<00:31,  6.21it/s]
 75%|███████▌  | 587/782 [01:33<00:31,  6.22it/s]
 75%|███████▌  | 588/782 [01:33<00:31,  6.23it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.23it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.21it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.21it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.22it/s]
 76%|███████▌  | 593/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 595/782 [01:34<00:30,  6.22it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:35<00:29,  6.21it/s]
 77%|███████▋  | 600/782 [01:35<00:29,  6.19it/s]
 77%|███████▋  | 601/782 [01:35<00:29,  6.21it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.21it/s]
 77%|███████▋  | 605/782 [01:36<00:28,  6.20it/s]
 77%|███████▋  | 606/782 [01:36<00:28,  6.20it/s]
 78%|███████▊  | 607/782 [01:36<00:28,  6.20it/s]
 78%|███████▊  | 608/782 [01:37<00:28,  6.18it/s]
 78%|███████▊  | 609/782 [01:37<00:28,  6.17it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.19it/s]
 78%|███████▊  | 611/782 [01:37<00:27,  6.21it/s]
 78%|███████▊  | 612/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 613/782 [01:37<00:27,  6.22it/s]
 79%|███████▊  | 614/782 [01:38<00:27,  6.20it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.19it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.19it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.21it/s]
 79%|███████▉  | 618/782 [01:38<00:26,  6.21it/s]
 79%|███████▉  | 619/782 [01:38<00:26,  6.22it/s]
 79%|███████▉  | 620/782 [01:38<00:26,  6.23it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.22it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.20it/s]
 80%|███████▉  | 624/782 [01:39<00:25,  6.22it/s]
 80%|███████▉  | 625/782 [01:39<00:25,  6.22it/s]
 80%|████████  | 626/782 [01:39<00:25,  6.23it/s]
 80%|████████  | 627/782 [01:40<00:25,  6.19it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.20it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.19it/s]
 81%|████████  | 630/782 [01:40<00:24,  6.20it/s]
 81%|████████  | 631/782 [01:40<00:24,  6.19it/s]
 81%|████████  | 632/782 [01:40<00:24,  6.18it/s]
 81%|████████  | 633/782 [01:41<00:24,  6.19it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.21it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.22it/s]
 81%|████████▏ | 636/782 [01:41<00:23,  6.23it/s]
 81%|████████▏ | 637/782 [01:41<00:23,  6.22it/s]
 82%|████████▏ | 638/782 [01:41<00:23,  6.19it/s]
 82%|████████▏ | 639/782 [01:42<00:23,  6.20it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.22it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.20it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.17it/s]
 82%|████████▏ | 643/782 [01:42<00:22,  6.18it/s]
 82%|████████▏ | 644/782 [01:42<00:22,  6.20it/s]
 82%|████████▏ | 645/782 [01:43<00:22,  6.22it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.21it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:44<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:44<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:46<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:46<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:47<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:47<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:47<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:48<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:50<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:50<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:51<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:51<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:51<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:52<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:53<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:55<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:55<00:08,  6.28it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:56<00:08,  6.27it/s]
 94%|█████████▎| 732/782 [01:56<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 738/782 [01:57<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:58<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:58<00:06,  6.27it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.27it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [01:59<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:00<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:01<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:01<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 769/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:03<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:04<00:00,  6.25it/s]
100%|██████████| 782/782 [02:04<00:00,  6.27it/s]
100%|██████████| 782/782 [02:04<00:00,  6.26it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.02it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.61it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.63it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.66it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.97it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.84it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.54it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.04it/s]
 11%|█         | 17/157 [00:01<00:08, 16.32it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.55it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.69it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.75it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.83it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.86it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.90it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.93it/s]
 21%|██        | 33/157 [00:02<00:07, 16.94it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.91it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.93it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.94it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.90it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.88it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.91it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.91it/s]
 31%|███       | 49/157 [00:03<00:06, 16.94it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.97it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.98it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.98it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.99it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.00it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.99it/s]
 40%|████      | 63/157 [00:03<00:05, 16.97it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.97it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.97it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.96it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.97it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.97it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.99it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.98it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.98it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.97it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.97it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.96it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.92it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.90it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.93it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.94it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.95it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.96it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.98it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.97it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.94it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.92it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.95it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.96it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.96it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.98it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.00it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.01it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.00it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.97it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.95it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.97it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.91it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.92it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.94it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.97it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.98it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.00it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.98it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.99it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.98it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.00it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.03it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.05it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.06it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.05it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.00it/s]
100%|██████████| 157/157 [00:09<00:00, 16.44it/s]
--> Epoch Number : 1  | Training Loss : 2.1929  | Validation Loss : 1.9084  | Validation Accuracy : 42.66%
Training Epoch: 2

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:56,  1.88it/s]
  0%|          | 2/782 [00:00<04:05,  3.18it/s]
  0%|          | 3/782 [00:00<03:10,  4.09it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:15,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.29it/s]
  4%|▎         | 28/782 [00:04<01:59,  6.29it/s]
  4%|▎         | 29/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.28it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 66/782 [00:10<01:53,  6.28it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.29it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.29it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.29it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.29it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.29it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:50,  6.28it/s]
 11%|█         | 87/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.27it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:39,  6.22it/s]
 21%|██        | 165/782 [00:26<01:39,  6.21it/s]
 21%|██        | 166/782 [00:26<01:39,  6.21it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.22it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.23it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.23it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.27it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.22it/s]
 41%|████      | 320/782 [00:51<01:14,  6.23it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 340/782 [00:54<01:11,  6.23it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.22it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.23it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.27it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.27it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.27it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.27it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.28it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.28it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.28it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.28it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.21it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.23it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.27it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.28it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.28it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.28it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.27it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.28it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.27it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.28it/s]
 65%|██████▍   | 506/782 [01:21<00:43,  6.28it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.28it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.28it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.28it/s]
 65%|██████▌   | 512/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.28it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.28it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.27it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.28it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.28it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.28it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.28it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.28it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.28it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.28it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.28it/s]
 70%|███████   | 550/782 [01:28<00:36,  6.28it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.28it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.28it/s]
 74%|███████▎  | 575/782 [01:32<00:32,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.28it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.28it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.29it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.29it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.29it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.29it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.29it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.29it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.29it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.28it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.28it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.28it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.27it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.28it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.28it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.29it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.29it/s]
 78%|███████▊  | 611/782 [01:37<00:27,  6.29it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.29it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.28it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.28it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.28it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.28it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.28it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.28it/s]
 79%|███████▉  | 619/782 [01:39<00:25,  6.28it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.28it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.28it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.28it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.28it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:41<00:23,  6.28it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.28it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.28it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.28it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.28it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.22it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.28it/s]
 86%|████████▌ | 669/782 [01:47<00:17,  6.29it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.29it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.29it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.29it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.29it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.29it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.28it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.28it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.29it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.28it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.28it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.28it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.29it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.29it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.28it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.28it/s]
 89%|████████▊ | 694/782 [01:51<00:13,  6.29it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 705/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.28it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.28it/s]
 91%|█████████ | 713/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.28it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.28it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.29it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.29it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.29it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.29it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.29it/s]
 93%|█████████▎| 730/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.28it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.28it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.28it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.28it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.28it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.28it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.28it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.28it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.28it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.28it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.28it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 749/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.27it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.28it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.28it/s]
 97%|█████████▋| 755/782 [02:00<00:04,  6.28it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.28it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.29it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.28it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.28it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.28it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.27it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.27it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.25it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.01it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.57it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.62it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.64it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.99it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.87it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.62it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.12it/s]
 11%|█         | 17/157 [00:01<00:08, 16.32it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.56it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.73it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.86it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.92it/s]
 17%|█▋        | 27/157 [00:01<00:07, 17.00it/s]
 18%|█▊        | 29/157 [00:01<00:07, 17.05it/s]
 20%|█▉        | 31/157 [00:02<00:07, 17.07it/s]
 21%|██        | 33/157 [00:02<00:07, 17.05it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.08it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.11it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.11it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.11it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.11it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.07it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.08it/s]
 31%|███       | 49/157 [00:03<00:06, 17.06it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.07it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.09it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.11it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.13it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.13it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.11it/s]
 40%|████      | 63/157 [00:03<00:05, 17.09it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.08it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.08it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.04it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.06it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.12it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.13it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.15it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.16it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.13it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.96it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.93it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.97it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.96it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.99it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.04it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.09it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.11it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.02it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.94it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.91it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.91it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.91it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.94it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.98it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.94it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.99it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.99it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.94it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.92it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.93it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.94it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.96it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.99it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.94it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.95it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.96it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.92it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.94it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.91it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.91it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.92it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.95it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.91it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.95it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.95it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.86it/s]
100%|██████████| 157/157 [00:09<00:00, 16.51it/s]
--> Epoch Number : 2  | Training Loss : 1.4313  | Validation Loss : 0.8592  | Validation Accuracy : 77.91%
Training Epoch: 3

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:41,  1.95it/s]
  0%|          | 2/782 [00:00<04:01,  3.23it/s]
  0%|          | 3/782 [00:00<03:08,  4.14it/s]
  1%|          | 4/782 [00:00<02:42,  4.80it/s]
  1%|          | 5/782 [00:01<02:27,  5.25it/s]
  1%|          | 6/782 [00:01<02:19,  5.58it/s]
  1%|          | 7/782 [00:01<02:13,  5.80it/s]
  1%|          | 8/782 [00:01<02:10,  5.95it/s]
  1%|          | 9/782 [00:01<02:07,  6.04it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.11it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.29it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 47/782 [00:07<01:56,  6.29it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.27it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.27it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 73/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.28it/s]
 10%|█         | 79/782 [00:12<01:51,  6.28it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.28it/s]
 10%|█         | 82/782 [00:13<01:51,  6.28it/s]
 11%|█         | 83/782 [00:13<01:51,  6.28it/s]
 11%|█         | 84/782 [00:13<01:51,  6.29it/s]
 11%|█         | 85/782 [00:13<01:50,  6.29it/s]
 11%|█         | 86/782 [00:14<01:50,  6.29it/s]
 11%|█         | 87/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.23it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.23it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.23it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 701/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.20it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.88it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.87it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.83it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.08it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.90it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.58it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.06it/s]
 11%|█         | 17/157 [00:01<00:08, 16.38it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.59it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.72it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.75it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.78it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.80it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.87it/s]
 21%|██        | 33/157 [00:02<00:07, 16.91it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.96it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.00it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.01it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.97it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.95it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.93it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.95it/s]
 31%|███       | 49/157 [00:03<00:06, 16.97it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.99it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.99it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.02it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.01it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.97it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.94it/s]
 40%|████      | 63/157 [00:03<00:05, 16.92it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.92it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.94it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.94it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.97it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.02it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.02it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.99it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.97it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.84it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.86it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.85it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.86it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.89it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.94it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.95it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.95it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.98it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.01it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.01it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.98it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.93it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.92it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.94it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.94it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.94it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.95it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.97it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.94it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.96it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.98it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.98it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.97it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.99it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.99it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.98it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.97it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.98it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.97it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.99it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.01it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.04it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.07it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.07it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.02it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.98it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.94it/s]
100%|██████████| 157/157 [00:09<00:00, 16.47it/s]
--> Epoch Number : 3  | Training Loss : 0.6905  | Validation Loss : 0.3537  | Validation Accuracy : 89.08%
Training Epoch: 4

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:56,  1.88it/s]
  0%|          | 2/782 [00:00<04:05,  3.18it/s]
  0%|          | 3/782 [00:00<03:09,  4.10it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:57,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.29it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.23it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.23it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.22it/s]
 16%|█▋        | 128/782 [00:20<01:45,  6.23it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.23it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.23it/s]
 21%|██        | 164/782 [00:26<01:38,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.27it/s]
 31%|███       | 240/782 [00:38<01:26,  6.27it/s]
 31%|███       | 241/782 [00:38<01:26,  6.27it/s]
 31%|███       | 242/782 [00:39<01:26,  6.27it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.27it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.28it/s]
 32%|███▏      | 249/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 291/782 [00:46<01:19,  6.21it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.21it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 296/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.22it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.22it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.23it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.23it/s]
 40%|████      | 316/782 [00:50<01:14,  6.23it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 390/782 [01:02<01:03,  6.22it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.20it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.23it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.23it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.24it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:46,  3.32it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.03it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.99it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.92it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.14it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.83it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.51it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.99it/s]
 11%|█         | 17/157 [00:01<00:08, 16.17it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.37it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.53it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.63it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.67it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.65it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.71it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.73it/s]
 21%|██        | 33/157 [00:02<00:07, 16.76it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.75it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.80it/s]
 25%|██▍       | 39/157 [00:02<00:07, 16.82it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.86it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.75it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.80it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.81it/s]
 31%|███       | 49/157 [00:03<00:06, 16.80it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.81it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.83it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.88it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.82it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.70it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.75it/s]
 40%|████      | 63/157 [00:03<00:05, 16.80it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.84it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.73it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.74it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.75it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.82it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.83it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.81it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.83it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.86it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.89it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.86it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.86it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.92it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.83it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.91it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.80it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.79it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.83it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.85it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.84it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.89it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.92it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.97it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.97it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.91it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.90it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.90it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.90it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.92it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.92it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.91it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.97it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.97it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.93it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.95it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.93it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.90it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.90it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.90it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.95it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.02it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.04it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.00it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.96it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.95it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.87it/s]
100%|██████████| 157/157 [00:09<00:00, 16.39it/s]
--> Epoch Number : 4  | Training Loss : 0.409  | Validation Loss : 0.2445  | Validation Accuracy : 92.23%
Training Epoch: 5

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:45,  1.92it/s]
  0%|          | 2/782 [00:00<04:02,  3.21it/s]
  0%|          | 3/782 [00:00<03:10,  4.10it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:28,  5.22it/s]
  1%|          | 6/782 [00:01<02:20,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.93it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:52,  6.23it/s]
 11%|█         | 84/782 [00:13<01:51,  6.24it/s]
 11%|█         | 85/782 [00:13<01:51,  6.24it/s]
 11%|█         | 86/782 [00:14<01:51,  6.24it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.23it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 271/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 272/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.21it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.23it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.22it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.23it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.22it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.21it/s]
 40%|███▉      | 309/782 [00:49<01:16,  6.21it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.23it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.27it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.23it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.22it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.22it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.22it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.21it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 465/782 [01:14<00:51,  6.19it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.20it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.20it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.21it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.23it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.23it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.23it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.22it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.21it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.22it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.21it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.22it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 645/782 [01:43<00:22,  6.23it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.21it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.22it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.23it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.23it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.23it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.25it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.92it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.90it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.86it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.13it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.93it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.62it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.10it/s]
 11%|█         | 17/157 [00:01<00:08, 16.36it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.58it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.70it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.75it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.80it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.83it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.87it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.92it/s]
 21%|██        | 33/157 [00:02<00:07, 16.96it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.00it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.97it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.98it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.98it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.98it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.96it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.96it/s]
 31%|███       | 49/157 [00:03<00:06, 16.99it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.02it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.99it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.97it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.98it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.98it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.95it/s]
 40%|████      | 63/157 [00:03<00:05, 16.96it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.98it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.01it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.03it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.01it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.03it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.03it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.96it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.95it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.96it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.98it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.99it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.98it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.97it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.01it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.00it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.91it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.93it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.94it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.95it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.90it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.89it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.94it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.97it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.94it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.94it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.98it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.95it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.95it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.92it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.92it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.93it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.94it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.95it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.94it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.96it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.96it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.94it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.94it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.91it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.94it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.94it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.94it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.96it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.00it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.00it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.00it/s]
100%|██████████| 157/157 [00:09<00:00, 16.49it/s]
Saved Model as CIFAR_5_end_hll.pt
--> Epoch Number : 5  | Training Loss : 0.3187  | Validation Loss : 0.2026  | Validation Accuracy : 93.39%
Training Epoch: 6

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:51,  1.90it/s]
  0%|          | 2/782 [00:00<04:03,  3.20it/s]
  0%|          | 3/782 [00:00<03:09,  4.10it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.20it/s]
  2%|▏         | 16/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.23it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 20/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 21/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 33/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.24it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.23it/s]
  5%|▍         | 36/782 [00:06<02:00,  6.20it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.22it/s]
  5%|▍         | 38/782 [00:06<02:00,  6.19it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.20it/s]
  5%|▌         | 40/782 [00:06<01:59,  6.22it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.23it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.29it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 66/782 [00:10<01:53,  6.28it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.29it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:13<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.28it/s]
 10%|█         | 82/782 [00:13<01:51,  6.28it/s]
 11%|█         | 83/782 [00:13<01:51,  6.28it/s]
 11%|█         | 84/782 [00:13<01:50,  6.29it/s]
 11%|█         | 85/782 [00:13<01:50,  6.29it/s]
 11%|█         | 86/782 [00:14<01:50,  6.29it/s]
 11%|█         | 87/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 92/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.20it/s]
 14%|█▍        | 109/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 110/782 [00:17<01:48,  6.18it/s]
 14%|█▍        | 111/782 [00:18<01:49,  6.13it/s]
 14%|█▍        | 112/782 [00:18<01:49,  6.14it/s]
 14%|█▍        | 113/782 [00:18<01:48,  6.15it/s]
 15%|█▍        | 114/782 [00:18<01:48,  6.17it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.20it/s]
 15%|█▍        | 116/782 [00:18<01:47,  6.21it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.23it/s]
 16%|█▌        | 122/782 [00:19<01:46,  6.23it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 126/782 [00:20<01:46,  6.19it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.18it/s]
 16%|█▋        | 128/782 [00:20<01:45,  6.20it/s]
 16%|█▋        | 129/782 [00:21<01:45,  6.22it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.21it/s]
 17%|█▋        | 134/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.23it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.22it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.23it/s]
 20%|██        | 157/782 [00:25<01:40,  6.23it/s]
 20%|██        | 158/782 [00:25<01:40,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:39,  6.23it/s]
 21%|██        | 166/782 [00:26<01:38,  6.23it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.23it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 211/782 [00:34<01:32,  6.20it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.21it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.27it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.27it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.27it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.22it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.21it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.22it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.23it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.23it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.22it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.21it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.22it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.22it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.23it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.23it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.23it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 589/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.22it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.22it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.27it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.24it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.16it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.77it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.78it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.78it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.12it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.91it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.59it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.04it/s]
 11%|█         | 17/157 [00:01<00:08, 16.27it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.50it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.66it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.76it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.79it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.81it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.87it/s]
 21%|██        | 33/157 [00:02<00:07, 16.84it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.85it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.87it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.90it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.91it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.91it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.89it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.88it/s]
 31%|███       | 49/157 [00:03<00:06, 16.87it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.89it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.88it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.92it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.95it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.90it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.89it/s]
 40%|████      | 63/157 [00:03<00:05, 16.89it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.93it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.96it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.00it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.02it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.03it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.00it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.00it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.99it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.96it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.94it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.98it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.95it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.97it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.97it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.97it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.96it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.93it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.91it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.90it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.93it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.93it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.93it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.94it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.97it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.98it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.93it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.88it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.89it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.93it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.92it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.91it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.96it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.97it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.94it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.93it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.93it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.94it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.89it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.90it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.87it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.88it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.91it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.89it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.82it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.83it/s]
100%|██████████| 157/157 [00:09<00:00, 16.43it/s]
--> Epoch Number : 6  | Training Loss : 0.2652  | Validation Loss : 0.1752  | Validation Accuracy : 94.18%
Training Epoch: 7

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:59,  1.86it/s]
  0%|          | 2/782 [00:00<04:06,  3.16it/s]
  0%|          | 3/782 [00:00<03:10,  4.09it/s]
  1%|          | 4/782 [00:01<02:44,  4.74it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.05it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.28it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:52,  6.23it/s]
 11%|█         | 84/782 [00:13<01:51,  6.24it/s]
 11%|█         | 85/782 [00:13<01:51,  6.24it/s]
 11%|█         | 86/782 [00:14<01:51,  6.24it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.23it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.23it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.22it/s]
 16%|█▌        | 122/782 [00:19<01:46,  6.22it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.23it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.27it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.27it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.27it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.27it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.23it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.22it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.21it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.23it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.23it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:28,  6.23it/s]
 30%|███       | 235/782 [00:37<01:27,  6.23it/s]
 30%|███       | 236/782 [00:38<01:27,  6.23it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:27,  6.23it/s]
 31%|███       | 240/782 [00:38<01:26,  6.23it/s]
 31%|███       | 241/782 [00:38<01:26,  6.22it/s]
 31%|███       | 242/782 [00:39<01:26,  6.21it/s]
 31%|███       | 243/782 [00:39<01:26,  6.22it/s]
 31%|███       | 244/782 [00:39<01:26,  6.22it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.23it/s]
 31%|███▏      | 246/782 [00:39<01:26,  6.23it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.21it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.23it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.22it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.23it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.21it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.20it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.19it/s]
 36%|███▋      | 284/782 [00:45<01:20,  6.21it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.22it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.21it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.21it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 297/782 [00:47<01:18,  6.19it/s]
 38%|███▊      | 298/782 [00:48<01:18,  6.20it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.20it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.22it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.21it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.21it/s]
 43%|████▎     | 340/782 [00:54<01:11,  6.22it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.23it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.23it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.21it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 396/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.21it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.22it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.22it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.22it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.21it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.21it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.22it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.21it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.21it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.23it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 496/782 [01:19<00:46,  6.22it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.22it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.22it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.23it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.27it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.27it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.27it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.27it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.20it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.22it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.22it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.22it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.23it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.22it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.22it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.23it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.24it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.21it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.16it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.77it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.79it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.77it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.05it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.81it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.44it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.87it/s]
 11%|█         | 17/157 [00:01<00:08, 16.21it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.39it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.57it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.66it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.72it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.76it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.79it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.80it/s]
 21%|██        | 33/157 [00:02<00:07, 16.85it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.85it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.83it/s]
 25%|██▍       | 39/157 [00:02<00:07, 16.80it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.84it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.85it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.83it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.80it/s]
 31%|███       | 49/157 [00:03<00:06, 16.81it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.78it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.78it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.80it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.82it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.83it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.85it/s]
 40%|████      | 63/157 [00:04<00:05, 16.89it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.86it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.86it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.84it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.84it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.81it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.82it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.83it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.81it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.83it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.82it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.78it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.79it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.81it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.82it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.83it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.83it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.84it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.85it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.87it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.87it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.84it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.82it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.82it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.83it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.82it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.80it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.79it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.81it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.81it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.82it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.82it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.85it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.84it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.86it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.87it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.87it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.82it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.81it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.83it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.84it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.85it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.83it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.85it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.87it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.81it/s]
100%|██████████| 157/157 [00:09<00:00, 16.34it/s]
--> Epoch Number : 7  | Training Loss : 0.2365  | Validation Loss : 0.1591  | Validation Accuracy : 94.61%
Training Epoch: 8

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:56,  1.87it/s]
  0%|          | 2/782 [00:00<04:05,  3.17it/s]
  0%|          | 3/782 [00:00<03:11,  4.06it/s]
  1%|          | 4/782 [00:01<02:45,  4.71it/s]
  1%|          | 5/782 [00:01<02:30,  5.17it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.73it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.16it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.19it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.23it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.23it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:55,  6.20it/s]
  9%|▊         | 68/782 [00:11<01:55,  6.20it/s]
  9%|▉         | 69/782 [00:11<01:55,  6.19it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.21it/s]
  9%|▉         | 71/782 [00:11<01:54,  6.22it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.23it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.21it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.28it/s]
 10%|█         | 79/782 [00:13<01:51,  6.29it/s]
 10%|█         | 80/782 [00:13<01:51,  6.28it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:41,  6.27it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.27it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.27it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.27it/s]
 30%|███       | 236/782 [00:38<01:27,  6.27it/s]
 30%|███       | 237/782 [00:38<01:26,  6.27it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 271/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.23it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.23it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.21it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.20it/s]
 40%|███▉      | 309/782 [00:49<01:16,  6.21it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.21it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.21it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.22it/s]
 40%|████      | 313/782 [00:50<01:15,  6.22it/s]
 40%|████      | 314/782 [00:50<01:15,  6.22it/s]
 40%|████      | 315/782 [00:50<01:15,  6.21it/s]
 40%|████      | 316/782 [00:50<01:14,  6.22it/s]
 41%|████      | 317/782 [00:51<01:14,  6.23it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.22it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.22it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.22it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.21it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.22it/s]
 54%|█████▍    | 421/782 [01:07<00:58,  6.22it/s]
 54%|█████▍    | 422/782 [01:07<00:58,  6.20it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 434/782 [01:09<00:56,  6.21it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.21it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.21it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.21it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.21it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.22it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.23it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.22it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.23it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.22it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.19it/s]
 59%|█████▊    | 458/782 [01:13<00:52,  6.21it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.22it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.27it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.28it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.27it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.19it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.22it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  2.96it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.44it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.47it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.51it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.92it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.77it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.49it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.95it/s]
 11%|█         | 17/157 [00:01<00:08, 16.26it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.49it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.64it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.72it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.78it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.80it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.93it/s]
 21%|██        | 33/157 [00:02<00:07, 16.96it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.89it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.90it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.91it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.87it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.83it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.81it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.88it/s]
 31%|███       | 49/157 [00:03<00:06, 16.90it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.90it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.84it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.87it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.83it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.80it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.72it/s]
 40%|████      | 63/157 [00:04<00:05, 16.69it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.70it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.75it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.70it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.76it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.82it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.82it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.74it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.74it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.76it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.78it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.76it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.77it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.79it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.81it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.78it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.79it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.79it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.77it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.70it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.72it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.69it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.68it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.68it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.70it/s]
 72%|███████▏  | 113/157 [00:07<00:02, 16.72it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.70it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.71it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.75it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.74it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.73it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.70it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.73it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.74it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.72it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.69it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.76it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.81it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.74it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.77it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.86it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.89it/s]
 94%|█████████▎| 147/157 [00:09<00:00, 16.92it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.92it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.98it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.98it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.97it/s]
100%|██████████| 157/157 [00:09<00:00, 16.30it/s]
--> Epoch Number : 8  | Training Loss : 0.2119  | Validation Loss : 0.1574  | Validation Accuracy : 94.65%
Training Epoch: 9

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:16,  1.79it/s]
  0%|          | 2/782 [00:00<04:14,  3.06it/s]
  0%|          | 3/782 [00:00<03:15,  3.98it/s]
  1%|          | 4/782 [00:01<02:47,  4.65it/s]
  1%|          | 5/782 [00:01<02:31,  5.12it/s]
  1%|          | 6/782 [00:01<02:22,  5.45it/s]
  1%|          | 7/782 [00:01<02:15,  5.70it/s]
  1%|          | 8/782 [00:01<02:12,  5.86it/s]
  1%|          | 9/782 [00:01<02:10,  5.94it/s]
  1%|▏         | 10/782 [00:02<02:07,  6.04it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.07it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.28it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.29it/s]
  4%|▎         | 28/782 [00:04<01:59,  6.29it/s]
  4%|▎         | 29/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.30it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.30it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.30it/s]
  4%|▍         | 33/782 [00:05<01:58,  6.30it/s]
  4%|▍         | 34/782 [00:05<01:58,  6.29it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.29it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.29it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.29it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.27it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.27it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:54,  6.20it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.21it/s]
 10%|▉         | 77/782 [00:12<01:53,  6.22it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.27it/s]
 10%|█         | 82/782 [00:13<01:51,  6.27it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.29it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.29it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 92/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.28it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.21it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.23it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.27it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.27it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.27it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.27it/s]
 18%|█▊        | 137/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.28it/s]
 18%|█▊        | 142/782 [00:23<01:41,  6.27it/s]
 18%|█▊        | 143/782 [00:23<01:41,  6.27it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.27it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.27it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.28it/s]
 19%|█▉        | 147/782 [00:23<01:40,  6.29it/s]
 19%|█▉        | 148/782 [00:24<01:40,  6.29it/s]
 19%|█▉        | 149/782 [00:24<01:40,  6.29it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.28it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.28it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.28it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.28it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.27it/s]
 20%|██        | 160/782 [00:25<01:39,  6.27it/s]
 21%|██        | 161/782 [00:26<01:39,  6.27it/s]
 21%|██        | 162/782 [00:26<01:38,  6.27it/s]
 21%|██        | 163/782 [00:26<01:38,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.27it/s]
 21%|██        | 166/782 [00:26<01:38,  6.28it/s]
 21%|██▏       | 167/782 [00:27<01:37,  6.28it/s]
 21%|██▏       | 168/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.27it/s]
 22%|██▏       | 174/782 [00:28<01:36,  6.27it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.28it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 180/782 [00:29<01:35,  6.27it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.27it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.28it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.28it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.28it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.27it/s]
 24%|██▍       | 186/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 187/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.28it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:26,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:22,  6.27it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.27it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.27it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.27it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.27it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.27it/s]
 39%|███▉      | 306/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.27it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.22it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.22it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.22it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.23it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.23it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.23it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.22it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.23it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.23it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.18it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.18it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.19it/s]
 71%|███████▏  | 558/782 [01:29<00:36,  6.20it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.21it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.22it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.23it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.23it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.21it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.21it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.22it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.23it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.23it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.22it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.23it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.23it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.21it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.21it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.22it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.28it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.28it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.28it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.27it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.27it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.23it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.23it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.03it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.56it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.57it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.60it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.96it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.76it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.49it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.00it/s]
 11%|█         | 17/157 [00:01<00:08, 16.27it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.49it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.65it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.74it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.84it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.88it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.91it/s]
 21%|██        | 33/157 [00:02<00:07, 16.94it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.95it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.99it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.96it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.98it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.00it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.00it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.00it/s]
 31%|███       | 49/157 [00:03<00:06, 16.98it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.97it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.97it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.98it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.99it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.00it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.03it/s]
 40%|████      | 63/157 [00:03<00:05, 17.02it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.99it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.98it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.98it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.99it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.00it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.00it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.01it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.00it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.00it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.99it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.99it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.99it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.92it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.96it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.98it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.98it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.00it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.00it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.00it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.00it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.02it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.03it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.06it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.03it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.00it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.01it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.99it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.95it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.95it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.96it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.99it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.00it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.99it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.99it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.01it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.98it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.95it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.95it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.96it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.97it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.98it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.99it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.00it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.99it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.96it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.95it/s]
100%|██████████| 157/157 [00:09<00:00, 16.47it/s]
--> Epoch Number : 9  | Training Loss : 0.1947  | Validation Loss : 0.1444  | Validation Accuracy : 95.08%
Training Epoch: 10

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:11,  1.81it/s]
  0%|          | 2/782 [00:00<04:11,  3.10it/s]
  0%|          | 3/782 [00:00<03:13,  4.02it/s]
  1%|          | 4/782 [00:01<02:45,  4.69it/s]
  1%|          | 5/782 [00:01<02:30,  5.17it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.74it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.10it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:13<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:52,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.27it/s]
 10%|█         | 82/782 [00:13<01:51,  6.27it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.23it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 221/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.23it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.23it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 228/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.22it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.23it/s]
 30%|███       | 236/782 [00:38<01:27,  6.22it/s]
 30%|███       | 237/782 [00:38<01:27,  6.23it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:27,  6.22it/s]
 31%|███       | 240/782 [00:38<01:26,  6.23it/s]
 31%|███       | 241/782 [00:38<01:26,  6.23it/s]
 31%|███       | 242/782 [00:39<01:26,  6.22it/s]
 31%|███       | 243/782 [00:39<01:26,  6.21it/s]
 31%|███       | 244/782 [00:39<01:26,  6.21it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.22it/s]
 31%|███▏      | 246/782 [00:39<01:26,  6.21it/s]
 32%|███▏      | 247/782 [00:39<01:26,  6.22it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.21it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.23it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 268/782 [00:43<01:21,  6.27it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.27it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:17,  6.20it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.21it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.21it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.23it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.27it/s]
 40%|███▉      | 312/782 [00:50<01:14,  6.28it/s]
 40%|████      | 313/782 [00:50<01:14,  6.28it/s]
 40%|████      | 314/782 [00:50<01:14,  6.29it/s]
 40%|████      | 315/782 [00:50<01:14,  6.28it/s]
 40%|████      | 316/782 [00:50<01:14,  6.28it/s]
 41%|████      | 317/782 [00:51<01:14,  6.28it/s]
 41%|████      | 318/782 [00:51<01:13,  6.28it/s]
 41%|████      | 319/782 [00:51<01:13,  6.28it/s]
 41%|████      | 320/782 [00:51<01:13,  6.28it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.28it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.21it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 346/782 [00:55<01:10,  6.19it/s]
 44%|████▍     | 347/782 [00:55<01:10,  6.20it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.21it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.21it/s]
 49%|████▉     | 384/782 [01:01<01:04,  6.20it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.21it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.28it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.28it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.18it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.20it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.23it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.27it/s]
 52%|█████▏    | 406/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.18it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.19it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.20it/s]
 53%|█████▎    | 415/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.22it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.23it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.27it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.20it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.19it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.21it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:51,  6.17it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.18it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.19it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.21it/s]
 60%|██████    | 471/782 [01:15<00:50,  6.21it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.21it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.20it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.21it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.21it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.21it/s]
 61%|██████    | 477/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.22it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.22it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.21it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.20it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.20it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.21it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.22it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.22it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.29it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.28it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.27it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.22it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.27it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.28it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.29it/s]
 71%|███████   | 556/782 [01:29<00:35,  6.28it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.28it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.28it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.28it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.29it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.28it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.28it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.28it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.28it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.28it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.28it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.28it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.28it/s]
 74%|███████▎  | 575/782 [01:32<00:32,  6.29it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.29it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.29it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.29it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.29it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.29it/s]
 74%|███████▍  | 581/782 [01:33<00:31,  6.29it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.27it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.28it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.29it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.29it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.29it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.29it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.29it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.29it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.29it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.28it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.28it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.28it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.27it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.27it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.27it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:19,  6.21it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.22it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.22it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.23it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.23it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.22it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.22it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.23it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.23it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.28it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.28it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.27it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.28it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.28it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.29it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.29it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.29it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.28it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.28it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.29it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.29it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.28it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.28it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.26it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.27it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.28it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.29it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.28it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.28it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.28it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.27it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.28it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.27it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.26it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:53,  2.94it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.47it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.53it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.56it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.94it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.79it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.43it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.98it/s]
 11%|█         | 17/157 [00:01<00:08, 16.33it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.60it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.77it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.89it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.95it/s]
 17%|█▋        | 27/157 [00:01<00:07, 17.00it/s]
 18%|█▊        | 29/157 [00:01<00:07, 17.05it/s]
 20%|█▉        | 31/157 [00:02<00:07, 17.09it/s]
 21%|██        | 33/157 [00:02<00:07, 17.15it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.20it/s]
 24%|██▎       | 37/157 [00:02<00:06, 17.23it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.22it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.24it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.25it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.22it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.19it/s]
 31%|███       | 49/157 [00:03<00:06, 17.18it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.18it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.23it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.20it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.18it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.19it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.19it/s]
 40%|████      | 63/157 [00:03<00:05, 17.16it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.18it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.19it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.21it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.20it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.20it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.19it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.19it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.16it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.16it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.18it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.21it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.21it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.19it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.17it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.18it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.01it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.01it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.02it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.07it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.07it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.07it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.06it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.09it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.13it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.17it/s]
 73%|███████▎  | 115/157 [00:06<00:02, 17.16it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.14it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.12it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.10it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.12it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.11it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.09it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.09it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.12it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.12it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.10it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.10it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.08it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 17.07it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.06it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.08it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.04it/s]
 95%|█████████▍| 149/157 [00:08<00:00, 17.09it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.09it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.13it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.09it/s]
100%|██████████| 157/157 [00:09<00:00, 16.58it/s]
Saved Model as CIFAR_10_end_hll.pt
--> Epoch Number : 10  | Training Loss : 0.1801  | Validation Loss : 0.1376  | Validation Accuracy : 95.34%
Training Epoch: 11

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:11,  1.81it/s]
  0%|          | 2/782 [00:00<04:11,  3.10it/s]
  0%|          | 3/782 [00:00<03:13,  4.02it/s]
  1%|          | 4/782 [00:01<02:45,  4.69it/s]
  1%|          | 5/782 [00:01<02:30,  5.17it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:14,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.30it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:56,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.29it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.29it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:13<01:53,  6.22it/s]
 10%|█         | 80/782 [00:13<01:52,  6.22it/s]
 10%|█         | 81/782 [00:13<01:52,  6.22it/s]
 10%|█         | 82/782 [00:13<01:52,  6.23it/s]
 11%|█         | 83/782 [00:13<01:52,  6.24it/s]
 11%|█         | 84/782 [00:13<01:51,  6.24it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.23it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.23it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.27it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 173/782 [00:28<01:36,  6.29it/s]
 22%|██▏       | 174/782 [00:28<01:36,  6.29it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.29it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.28it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.28it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.28it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.28it/s]
 23%|██▎       | 180/782 [00:29<01:35,  6.29it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.28it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.27it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.27it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.28it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.28it/s]
 24%|██▍       | 186/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 187/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 191/782 [00:30<01:33,  6.29it/s]
 25%|██▍       | 192/782 [00:31<01:33,  6.29it/s]
 25%|██▍       | 193/782 [00:31<01:33,  6.29it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.28it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.28it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.28it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.28it/s]
 25%|██▌       | 199/782 [00:32<01:32,  6.28it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.28it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.28it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.28it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.29it/s]
 26%|██▌       | 204/782 [00:32<01:31,  6.28it/s]
 26%|██▌       | 205/782 [00:33<01:31,  6.28it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.28it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.28it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.28it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.28it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.28it/s]
 27%|██▋       | 211/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 212/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.28it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.28it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.28it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.27it/s]
 29%|██▊       | 224/782 [00:36<01:28,  6.28it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.28it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.29it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.29it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.29it/s]
 29%|██▉       | 229/782 [00:36<01:27,  6.29it/s]
 29%|██▉       | 230/782 [00:37<01:27,  6.29it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.29it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.28it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.28it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.28it/s]
 30%|███       | 235/782 [00:37<01:27,  6.29it/s]
 30%|███       | 236/782 [00:38<01:26,  6.29it/s]
 30%|███       | 237/782 [00:38<01:26,  6.28it/s]
 30%|███       | 238/782 [00:38<01:26,  6.28it/s]
 31%|███       | 239/782 [00:38<01:26,  6.28it/s]
 31%|███       | 240/782 [00:38<01:26,  6.29it/s]
 31%|███       | 241/782 [00:38<01:26,  6.28it/s]
 31%|███       | 242/782 [00:39<01:25,  6.29it/s]
 31%|███       | 243/782 [00:39<01:25,  6.28it/s]
 31%|███       | 244/782 [00:39<01:25,  6.28it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.28it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.28it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.29it/s]
 32%|███▏      | 248/782 [00:39<01:24,  6.29it/s]
 32%|███▏      | 249/782 [00:40<01:24,  6.29it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.29it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.28it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.28it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.29it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.28it/s]
 33%|███▎      | 255/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 261/782 [00:42<01:22,  6.28it/s]
 34%|███▎      | 262/782 [00:42<01:22,  6.28it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.28it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.28it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.28it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.28it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.28it/s]
 34%|███▍      | 268/782 [00:43<01:21,  6.28it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.28it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.28it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.29it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.28it/s]
 35%|███▍      | 273/782 [00:43<01:20,  6.28it/s]
 35%|███▌      | 274/782 [00:44<01:20,  6.29it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.28it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.29it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.28it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.28it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.28it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.27it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.28it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.28it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.28it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.28it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.28it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.28it/s]
 37%|███▋      | 287/782 [00:46<01:18,  6.28it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.28it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.28it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.28it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 292/782 [00:46<01:18,  6.28it/s]
 37%|███▋      | 293/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.28it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.28it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.28it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.28it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.28it/s]
 38%|███▊      | 299/782 [00:48<01:16,  6.28it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.29it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.29it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.28it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.28it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.28it/s]
 39%|███▉      | 305/782 [00:49<01:15,  6.29it/s]
 39%|███▉      | 306/782 [00:49<01:15,  6.30it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.29it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.29it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.28it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.28it/s]
 40%|███▉      | 311/782 [00:50<01:14,  6.29it/s]
 40%|███▉      | 312/782 [00:50<01:14,  6.28it/s]
 40%|████      | 313/782 [00:50<01:14,  6.29it/s]
 40%|████      | 314/782 [00:50<01:14,  6.29it/s]
 40%|████      | 315/782 [00:50<01:14,  6.29it/s]
 40%|████      | 316/782 [00:50<01:14,  6.29it/s]
 41%|████      | 317/782 [00:50<01:13,  6.29it/s]
 41%|████      | 318/782 [00:51<01:13,  6.29it/s]
 41%|████      | 319/782 [00:51<01:13,  6.29it/s]
 41%|████      | 320/782 [00:51<01:13,  6.29it/s]
 41%|████      | 321/782 [00:51<01:13,  6.29it/s]
 41%|████      | 322/782 [00:51<01:13,  6.29it/s]
 41%|████▏     | 323/782 [00:51<01:12,  6.29it/s]
 41%|████▏     | 324/782 [00:52<01:12,  6.29it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.29it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.29it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.29it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.30it/s]
 42%|████▏     | 329/782 [00:52<01:11,  6.29it/s]
 42%|████▏     | 330/782 [00:53<01:11,  6.29it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.29it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.29it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.29it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.29it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.29it/s]
 43%|████▎     | 336/782 [00:53<01:10,  6.28it/s]
 43%|████▎     | 337/782 [00:54<01:10,  6.28it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.28it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.28it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.28it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.28it/s]
 44%|████▎     | 342/782 [00:54<01:09,  6.29it/s]
 44%|████▍     | 343/782 [00:55<01:09,  6.28it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:57<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:07,  6.20it/s]
 47%|████▋     | 366/782 [00:58<01:07,  6.21it/s]
 47%|████▋     | 367/782 [00:58<01:06,  6.22it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.27it/s]
 49%|████▊     | 380/782 [01:01<01:03,  6.28it/s]
 49%|████▊     | 381/782 [01:01<01:03,  6.29it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 386/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 387/782 [01:02<01:02,  6.28it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.28it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 411/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 417/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 418/782 [01:07<00:57,  6.28it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.27it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.22it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 477/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.23it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.28it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.28it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:32,  6.28it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:33<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 611/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.28it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.28it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.28it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.28it/s]
 81%|████████  | 630/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.28it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.28it/s]
 82%|████████▏ | 644/782 [01:43<00:21,  6.28it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.28it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.28it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.28it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.28it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.28it/s]
 84%|████████▍ | 655/782 [01:44<00:20,  6.28it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.28it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.28it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.28it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.23it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.21it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.20it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.21it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.21it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.22it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.05it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.61it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.62it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.63it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.99it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.80it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.51it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.98it/s]
 11%|█         | 17/157 [00:01<00:08, 16.29it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.47it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.60it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.66it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.74it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.80it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.90it/s]
 21%|██        | 33/157 [00:02<00:07, 16.96it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.97it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.96it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.94it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.90it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.88it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.85it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.89it/s]
 31%|███       | 49/157 [00:03<00:06, 16.95it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.98it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.00it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.99it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.99it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.94it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.92it/s]
 40%|████      | 63/157 [00:03<00:05, 16.87it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.88it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.91it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.95it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.94it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.96it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.96it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.94it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.92it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.90it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.90it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.93it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.95it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.95it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.96it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.97it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.00it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.98it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.94it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.94it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.97it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.99it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.98it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.97it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.98it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.00it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.97it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.97it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.97it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.95it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.95it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.92it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.91it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.95it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.96it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.95it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.96it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.98it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.98it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.97it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.97it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.98it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.02it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.02it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.04it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.00it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.96it/s]
100%|██████████| 157/157 [00:09<00:00, 16.43it/s]
--> Epoch Number : 11  | Training Loss : 0.168  | Validation Loss : 0.136  | Validation Accuracy : 95.31%
Training Epoch: 12

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:54,  1.88it/s]
  0%|          | 2/782 [00:00<04:04,  3.19it/s]
  0%|          | 3/782 [00:00<03:09,  4.10it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:02,  6.21it/s]
  3%|▎         | 21/782 [00:03<02:02,  6.23it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:01,  6.20it/s]
  4%|▎         | 29/782 [00:05<02:01,  6.21it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.23it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 32/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.27it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.27it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.28it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.21it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 109/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.23it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 117/782 [00:19<01:45,  6.29it/s]
 15%|█▌        | 118/782 [00:19<01:45,  6.29it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.28it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.28it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.28it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.28it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.28it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.28it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.28it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.28it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.28it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.22it/s]
 21%|██        | 162/782 [00:26<01:39,  6.22it/s]
 21%|██        | 163/782 [00:26<01:39,  6.24it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.27it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.27it/s]
 21%|██▏       | 168/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.28it/s]
 22%|██▏       | 174/782 [00:28<01:36,  6.27it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.23it/s]
 24%|██▎       | 184/782 [00:29<01:36,  6.23it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.23it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.22it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.27it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.23it/s]
 30%|███       | 237/782 [00:38<01:27,  6.23it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:22,  6.27it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.16it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.19it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.16it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.81it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.82it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.77it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.07it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.94it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.66it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.13it/s]
 11%|█         | 17/157 [00:01<00:08, 16.40it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.63it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.73it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.75it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.79it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.82it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.87it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.92it/s]
 21%|██        | 33/157 [00:02<00:07, 17.00it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.06it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.07it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.06it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.09it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.06it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.03it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.04it/s]
 31%|███       | 49/157 [00:03<00:06, 17.07it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.09it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.09it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.10it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.12it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.14it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.09it/s]
 40%|████      | 63/157 [00:03<00:05, 17.04it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.03it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.03it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.07it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.07it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.11it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.12it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.12it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.03it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.97it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.98it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.00it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.03it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.08it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.10it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.10it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.11it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.07it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.02it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.00it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.99it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.04it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.08it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.08it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.06it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.07it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.04it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.01it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.01it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.01it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.01it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.04it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.02it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.04it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.05it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.05it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.02it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.01it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.02it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 17.02it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.06it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.07it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.05it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.09it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.07it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.08it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.04it/s]
100%|██████████| 157/157 [00:09<00:00, 16.55it/s]
--> Epoch Number : 12  | Training Loss : 0.1564  | Validation Loss : 0.1333  | Validation Accuracy : 95.47%
Training Epoch: 13

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:07,  1.83it/s]
  0%|          | 2/782 [00:00<04:09,  3.13it/s]
  0%|          | 3/782 [00:00<03:12,  4.05it/s]
  1%|          | 4/782 [00:01<02:44,  4.72it/s]
  1%|          | 5/782 [00:01<02:29,  5.19it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.03it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.29it/s]
  4%|▎         | 28/782 [00:04<01:59,  6.30it/s]
  4%|▎         | 29/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 34/782 [00:05<01:58,  6.29it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.29it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.30it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.30it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 40/782 [00:06<01:57,  6.29it/s]
  5%|▌         | 41/782 [00:06<01:57,  6.30it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.30it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 47/782 [00:07<01:56,  6.29it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.30it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.29it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 52/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 53/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.29it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:54,  6.29it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.29it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.29it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.28it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.27it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:52,  6.28it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.29it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.29it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.29it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.28it/s]
 10%|█         | 79/782 [00:12<01:52,  6.28it/s]
 10%|█         | 80/782 [00:13<01:51,  6.28it/s]
 10%|█         | 81/782 [00:13<01:51,  6.27it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.20it/s]
 18%|█▊        | 139/782 [00:22<01:44,  6.16it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.18it/s]
 18%|█▊        | 141/782 [00:22<01:43,  6.20it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.22it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.23it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.27it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.27it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.27it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.27it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.27it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 250/782 [00:40<01:26,  6.19it/s]
 32%|███▏      | 251/782 [00:40<01:26,  6.14it/s]
 32%|███▏      | 252/782 [00:40<01:26,  6.15it/s]
 32%|███▏      | 253/782 [00:40<01:25,  6.16it/s]
 32%|███▏      | 254/782 [00:40<01:25,  6.18it/s]
 33%|███▎      | 255/782 [00:41<01:25,  6.20it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.21it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 259/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.27it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.28it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.27it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.27it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.27it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.27it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.27it/s]
 49%|████▊     | 381/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.27it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.27it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.27it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.28it/s]
 51%|█████     | 400/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.27it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 431/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.28it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.28it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.27it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.28it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.21it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.20it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.16it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.17it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.19it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.22it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.28it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.28it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.27it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.22it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.21it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.22it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.23it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.28it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.28it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.28it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.27it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.23it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.19it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.20it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.22it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.21it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.10it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.72it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.75it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.74it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.93it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.94it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.67it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.14it/s]
 11%|█         | 17/157 [00:01<00:08, 16.41it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.62it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.73it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.79it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.79it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.83it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.94it/s]
 20%|█▉        | 31/157 [00:02<00:07, 17.00it/s]
 21%|██        | 33/157 [00:02<00:07, 16.87it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.94it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.00it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.02it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.90it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.92it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.96it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.02it/s]
 31%|███       | 49/157 [00:03<00:06, 17.07it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.07it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.09it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.08it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.96it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.94it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.95it/s]
 40%|████      | 63/157 [00:03<00:05, 16.97it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.94it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.00it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.03it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.05it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.99it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.97it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.97it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.97it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.92it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.98it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.04it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.03it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.97it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.99it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.01it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.98it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.85it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.89it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.93it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.99it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.94it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.95it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.01it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.02it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.91it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.88it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.93it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.99it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.97it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.97it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.99it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.03it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.96it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.94it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.86it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.88it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.91it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.92it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.86it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.89it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.97it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.00it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.94it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.86it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.84it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.89it/s]
100%|██████████| 157/157 [00:09<00:00, 16.47it/s]
--> Epoch Number : 13  | Training Loss : 0.1467  | Validation Loss : 0.1262  | Validation Accuracy : 95.63%
Training Epoch: 14

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:49,  1.91it/s]
  0%|          | 2/782 [00:00<04:02,  3.22it/s]
  0%|          | 3/782 [00:00<03:08,  4.13it/s]
  1%|          | 4/782 [00:01<02:42,  4.78it/s]
  1%|          | 5/782 [00:01<02:28,  5.22it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.78it/s]
  1%|          | 8/782 [00:01<02:10,  5.94it/s]
  1%|          | 9/782 [00:01<02:07,  6.04it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.11it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.21it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.25it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 15/782 [00:02<02:01,  6.30it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.30it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.30it/s]
  3%|▎         | 20/782 [00:03<02:00,  6.30it/s]
  3%|▎         | 21/782 [00:03<02:00,  6.30it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.29it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.30it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.24it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.23it/s]
 11%|█         | 85/782 [00:13<01:52,  6.22it/s]
 11%|█         | 86/782 [00:14<01:51,  6.23it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.27it/s]
 13%|█▎        | 99/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.28it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.28it/s]
 16%|█▌        | 123/782 [00:19<01:44,  6.28it/s]
 16%|█▌        | 124/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.27it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:26,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.27it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.27it/s]
 40%|████      | 314/782 [00:50<01:14,  6.27it/s]
 40%|████      | 315/782 [00:50<01:14,  6.27it/s]
 40%|████      | 316/782 [00:50<01:14,  6.27it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.27it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.27it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.27it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.23it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.29it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.29it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.28it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.28it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.28it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.29it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.22it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.31it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.05it/s]
  3%|▎         | 5/157 [00:00<00:13, 11.00it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.88it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.17it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.97it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.60it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.03it/s]
 11%|█         | 17/157 [00:01<00:08, 16.36it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.57it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.72it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.77it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.82it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.87it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.85it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.81it/s]
 21%|██        | 33/157 [00:02<00:07, 16.87it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.89it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.92it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.92it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.94it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.97it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.84it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.91it/s]
 31%|███       | 49/157 [00:03<00:06, 16.94it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.98it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.97it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.96it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.97it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.96it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.94it/s]
 40%|████      | 63/157 [00:03<00:05, 16.98it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.02it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.03it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.03it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.01it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.99it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.00it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.01it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.03it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.03it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.06it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.10it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.09it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.04it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.01it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.98it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.99it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.00it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.01it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.04it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.04it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.03it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.03it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.01it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.02it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.05it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.05it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.04it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.04it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.07it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.08it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.05it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.03it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.06it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.08it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.04it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.03it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.00it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.04it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 17.00it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.01it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.04it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.07it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.06it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.00it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.02it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.04it/s]
100%|██████████| 157/157 [00:09<00:00, 16.52it/s]
--> Epoch Number : 14  | Training Loss : 0.1386  | Validation Loss : 0.1238  | Validation Accuracy : 95.71%
Training Epoch: 15

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:53,  1.89it/s]
  0%|          | 2/782 [00:00<04:04,  3.19it/s]
  0%|          | 3/782 [00:00<03:09,  4.10it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.04it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<01:59,  6.28it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:51,  6.24it/s]
 11%|█         | 84/782 [00:13<01:51,  6.24it/s]
 11%|█         | 85/782 [00:13<01:51,  6.24it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:43,  6.19it/s]
 18%|█▊        | 142/782 [00:23<01:43,  6.20it/s]
 18%|█▊        | 143/782 [00:23<01:43,  6.17it/s]
 18%|█▊        | 144/782 [00:23<01:43,  6.19it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.20it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.21it/s]
 19%|█▉        | 147/782 [00:23<01:42,  6.21it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.21it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.23it/s]
 20%|██        | 158/782 [00:25<01:40,  6.23it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.19it/s]
 23%|██▎       | 178/782 [00:28<01:37,  6.19it/s]
 23%|██▎       | 179/782 [00:29<01:37,  6.20it/s]
 23%|██▎       | 180/782 [00:29<01:37,  6.20it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.21it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.23it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.23it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:37<01:29,  6.20it/s]
 29%|██▉       | 230/782 [00:37<01:29,  6.17it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.19it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:27,  6.22it/s]
 31%|███       | 240/782 [00:38<01:27,  6.22it/s]
 31%|███       | 241/782 [00:38<01:26,  6.23it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.27it/s]
 32%|███▏      | 249/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:24,  6.20it/s]
 33%|███▎      | 260/782 [00:41<01:24,  6.21it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.27it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.27it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.28it/s]
 39%|███▉      | 306/782 [00:49<01:15,  6.27it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.27it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.28it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.27it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.28it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.27it/s]
 47%|████▋     | 368/782 [00:59<01:05,  6.27it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.28it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.28it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.22it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.22it/s]
 54%|█████▍    | 421/782 [01:07<00:58,  6.21it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.22it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.23it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.23it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.23it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.21it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.22it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 458/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.21it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.22it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.23it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.22it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 589/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.18it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.20it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.27it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  2.96it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.49it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.51it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.55it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.90it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.73it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.48it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.05it/s]
 11%|█         | 17/157 [00:01<00:08, 16.43it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.59it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.64it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.69it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.72it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.75it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.77it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.79it/s]
 21%|██        | 33/157 [00:02<00:07, 16.86it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.88it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.92it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.93it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.94it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.93it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.91it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.88it/s]
 31%|███       | 49/157 [00:03<00:06, 16.88it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.90it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.89it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.87it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.85it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.85it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.88it/s]
 40%|████      | 63/157 [00:04<00:05, 16.91it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.92it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.93it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.93it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.91it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.92it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.92it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.89it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.89it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.89it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.89it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.91it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.91it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.92it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.95it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.93it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.92it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.89it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.89it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.89it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.88it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.88it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.88it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.91it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.91it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.91it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.87it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.86it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.89it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.89it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.87it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.89it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.89it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.88it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.90it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.91it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.94it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.94it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.94it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.93it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.95it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.92it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.90it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.92it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.93it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.92it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.94it/s]
100%|██████████| 157/157 [00:09<00:00, 16.38it/s]
Saved Model as CIFAR_15_end_hll.pt
--> Epoch Number : 15  | Training Loss : 0.127  | Validation Loss : 0.1211  | Validation Accuracy : 95.78%
Training Epoch: 16

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:48,  1.91it/s]
  0%|          | 2/782 [00:00<04:03,  3.21it/s]
  0%|          | 3/782 [00:00<03:10,  4.10it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:11,  5.91it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.23it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.24it/s]
 10%|█         | 80/782 [00:13<01:52,  6.24it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.27it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.27it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.27it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:39,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.27it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.23it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.27it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.27it/s]
 40%|████      | 315/782 [00:50<01:14,  6.27it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:14,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.28it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.27it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.27it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.23it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.22it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.22it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.19it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.20it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.22it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.27it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.07it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.62it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.64it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.65it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.91it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.83it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.55it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.05it/s]
 11%|█         | 17/157 [00:01<00:08, 16.32it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.56it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.71it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.77it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.82it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.83it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.87it/s]
 21%|██        | 33/157 [00:02<00:07, 16.93it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.95it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.99it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.01it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.96it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.92it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.88it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.89it/s]
 31%|███       | 49/157 [00:03<00:06, 16.90it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.92it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.92it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.94it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.96it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.99it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.01it/s]
 40%|████      | 63/157 [00:03<00:05, 16.98it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.92it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.91it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.91it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.89it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.92it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.96it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.99it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.00it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.96it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.96it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.96it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.94it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.94it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.94it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.95it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.96it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.94it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.96it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.97it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.95it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.94it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.94it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.94it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.97it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.00it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.00it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.00it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.99it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.98it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.98it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.97it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.97it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.98it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.97it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.01it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.98it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.97it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.00it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.97it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.97it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.96it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.99it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.00it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.03it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.94it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.93it/s]
100%|██████████| 157/157 [00:09<00:00, 16.46it/s]
--> Epoch Number : 16  | Training Loss : 0.1234  | Validation Loss : 0.1193  | Validation Accuracy : 95.98%
Training Epoch: 17

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:52,  1.89it/s]
  0%|          | 2/782 [00:00<04:06,  3.17it/s]
  0%|          | 3/782 [00:00<03:10,  4.08it/s]
  1%|          | 4/782 [00:01<02:44,  4.74it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 71/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.24it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.23it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.21it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.21it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.22it/s]
 16%|█▌        | 122/782 [00:19<01:46,  6.21it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.22it/s]
 16%|█▋        | 128/782 [00:20<01:45,  6.22it/s]
 16%|█▋        | 129/782 [00:21<01:45,  6.21it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.23it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.23it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.23it/s]
 20%|██        | 158/782 [00:25<01:40,  6.23it/s]
 20%|██        | 159/782 [00:25<01:39,  6.23it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.22it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.27it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.20it/s]
 57%|█████▋    | 446/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.22it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.22it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.22it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 465/782 [01:14<00:51,  6.21it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.22it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.23it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.23it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.23it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.23it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.20it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.20it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.21it/s]
 76%|███████▌  | 595/782 [01:35<00:30,  6.22it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.23it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.22it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.19it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.19it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.21it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.21it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.22it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.21it/s]
 82%|████████▏ | 645/782 [01:43<00:22,  6.22it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.22it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.22it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.23it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.22it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.22it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.28it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.94it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.93it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.87it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.13it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.95it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.60it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.05it/s]
 11%|█         | 17/157 [00:01<00:08, 16.34it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.55it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.70it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.78it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.83it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.88it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.89it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.92it/s]
 21%|██        | 33/157 [00:02<00:07, 16.97it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.00it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.02it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.01it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.00it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.99it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.95it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.91it/s]
 31%|███       | 49/157 [00:03<00:06, 16.91it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.95it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.98it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.98it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.01it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.02it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.00it/s]
 40%|████      | 63/157 [00:03<00:05, 16.99it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.98it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.00it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.02it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.02it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.02it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.02it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.00it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.94it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.95it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.97it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.99it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.99it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.96it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.96it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.99it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.96it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.95it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.93it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.94it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.96it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.94it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.96it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.95it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.96it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.00it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.00it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.97it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.93it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.93it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.94it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.95it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.94it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.96it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.99it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.00it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.98it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.95it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.96it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.93it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.94it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.95it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.96it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.99it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.01it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.00it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.98it/s]
100%|██████████| 157/157 [00:09<00:00, 16.49it/s]
--> Epoch Number : 17  | Training Loss : 0.1167  | Validation Loss : 0.1156  | Validation Accuracy : 96.05%
Training Epoch: 18

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:52,  1.89it/s]
  0%|          | 2/782 [00:00<04:03,  3.20it/s]
  0%|          | 3/782 [00:00<03:09,  4.11it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:28,  5.23it/s]
  1%|          | 6/782 [00:01<02:20,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 32/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:59,  6.23it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.23it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.24it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:58,  6.22it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.23it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.21it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 71/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 72/782 [00:11<01:54,  6.22it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.23it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.27it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.27it/s]
 13%|█▎        | 99/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.23it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.27it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.24it/s]
 21%|██        | 164/782 [00:26<01:38,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.21it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.22it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.21it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.22it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.22it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.22it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.20it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.19it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.23it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.18it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.19it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.21it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.22it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.22it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.22it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.19it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.20it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.22it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.22it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:46,  3.34it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.03it/s]
  3%|▎         | 5/157 [00:00<00:13, 11.00it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.94it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.22it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.92it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.59it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.00it/s]
 11%|█         | 17/157 [00:01<00:08, 16.30it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.47it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.60it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.70it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.78it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.82it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.89it/s]
 21%|██        | 33/157 [00:02<00:07, 16.92it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.92it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.95it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.96it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.95it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.95it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.93it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.93it/s]
 31%|███       | 49/157 [00:03<00:06, 16.95it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.95it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.95it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.95it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.96it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.97it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.97it/s]
 40%|████      | 63/157 [00:03<00:05, 16.94it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.96it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.96it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.95it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.96it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.96it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.98it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.97it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.97it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.98it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.95it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.97it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.96it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.93it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.94it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.95it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.94it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.94it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.96it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.98it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.99it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.95it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.93it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.94it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.91it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.92it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.91it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.93it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.95it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.01it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 17.00it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.99it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.97it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.97it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.94it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.95it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.93it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.93it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.93it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.89it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.89it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.93it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.96it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.97it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.95it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.96it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.96it/s]
100%|██████████| 157/157 [00:09<00:00, 16.46it/s]
--> Epoch Number : 18  | Training Loss : 0.1092  | Validation Loss : 0.1163  | Validation Accuracy : 96.05%
Training Epoch: 19

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:54,  1.89it/s]
  0%|          | 2/782 [00:00<04:04,  3.19it/s]
  0%|          | 3/782 [00:00<03:09,  4.11it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 16/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:02,  6.23it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:58,  6.29it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.29it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.29it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.27it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 105/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.27it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.27it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.22it/s]
 25%|██▌       | 196/782 [00:31<01:34,  6.22it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.23it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.23it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.27it/s]
 31%|███       | 240/782 [00:38<01:26,  6.27it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.23it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.23it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.27it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.27it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 268/782 [00:43<01:21,  6.28it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.27it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.27it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.27it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:04,  6.19it/s]
 49%|████▉     | 385/782 [01:01<01:04,  6.20it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.21it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.21it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.23it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.23it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.23it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.19it/s]
 58%|█████▊    | 453/782 [01:12<00:53,  6.21it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.20it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.20it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.21it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.22it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.20it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.28it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.28it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.29it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.28it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.28it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.29it/s]
 61%|██████    | 474/782 [01:16<00:48,  6.29it/s]
 61%|██████    | 475/782 [01:16<00:48,  6.30it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.30it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.31it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.30it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.30it/s]
 61%|██████▏   | 480/782 [01:17<00:47,  6.30it/s]
 62%|██████▏   | 481/782 [01:17<00:47,  6.30it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.30it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.30it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.30it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.29it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.29it/s]
 62%|██████▏   | 487/782 [01:18<00:46,  6.28it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.28it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.28it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.28it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.28it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.28it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.28it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.29it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.29it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.29it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.29it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.29it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.28it/s]
 65%|██████▍   | 506/782 [01:21<00:43,  6.28it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.28it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.28it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.29it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.29it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.29it/s]
 65%|██████▌   | 512/782 [01:22<00:42,  6.29it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.28it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.28it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.28it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.29it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.29it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.29it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.29it/s]
 67%|██████▋   | 525/782 [01:24<00:40,  6.28it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.28it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.29it/s]
 68%|██████▊   | 531/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.29it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.28it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.28it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.28it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.29it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.29it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.28it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.28it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.28it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.28it/s]
 70%|███████   | 550/782 [01:28<00:36,  6.28it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.28it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.28it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.28it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.28it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.28it/s]
 72%|███████▏  | 561/782 [01:29<00:35,  6.28it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.28it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.28it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.28it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.28it/s]
 74%|███████▎  | 575/782 [01:32<00:32,  6.28it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:33<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.28it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.28it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.28it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.28it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.28it/s]
 77%|███████▋  | 600/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.29it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.29it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.29it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.28it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.28it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 611/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.28it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.28it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.28it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.28it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.28it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.28it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.28it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.27it/s]
 81%|████████  | 630/782 [01:40<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.27it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.28it/s]
 82%|████████▏ | 644/782 [01:43<00:21,  6.28it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.20it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.22it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.22it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.21it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.22it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.22it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.21it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.19it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.20it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.22it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.21it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.20it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.22it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.21it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.22it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.23it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.23it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.28it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.27it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.27it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.28it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.28it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.29it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.29it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.30it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.07it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.66it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.66it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.67it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.99it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.75it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.37it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.87it/s]
 11%|█         | 17/157 [00:01<00:08, 16.25it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.53it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.67it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.73it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.78it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.86it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.92it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.96it/s]
 21%|██        | 33/157 [00:02<00:07, 16.97it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.03it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.06it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.05it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.01it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.95it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.93it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.93it/s]
 31%|███       | 49/157 [00:03<00:06, 16.89it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.92it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.99it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.04it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.06it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.02it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.00it/s]
 40%|████      | 63/157 [00:03<00:05, 16.98it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.97it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.00it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.01it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.05it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.05it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.08it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.09it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.06it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.03it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.01it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.95it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.96it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 17.00it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.04it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.07it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.07it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.06it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.06it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.04it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.01it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.98it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.97it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.97it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.00it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.04it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.06it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.09it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.05it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.03it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.97it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.88it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.85it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.86it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.90it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.75it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.84it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.87it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.91it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.92it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.93it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.95it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.95it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.99it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.01it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.96it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.91it/s]
100%|██████████| 157/157 [00:09<00:00, 16.48it/s]
--> Epoch Number : 19  | Training Loss : 0.1039  | Validation Loss : 0.1147  | Validation Accuracy : 96.14%
Training Epoch: 20

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:01,  1.85it/s]
  0%|          | 2/782 [00:00<04:09,  3.12it/s]
  0%|          | 3/782 [00:00<03:13,  4.04it/s]
  1%|          | 4/782 [00:01<02:45,  4.69it/s]
  1%|          | 5/782 [00:01<02:30,  5.16it/s]
  1%|          | 6/782 [00:01<02:21,  5.49it/s]
  1%|          | 7/782 [00:01<02:15,  5.73it/s]
  1%|          | 8/782 [00:01<02:11,  5.89it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:58,  6.29it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.27it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.27it/s]
 13%|█▎        | 99/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.25it/s]
 21%|██        | 164/782 [00:26<01:39,  6.23it/s]
 21%|██        | 165/782 [00:26<01:39,  6.20it/s]
 21%|██        | 166/782 [00:26<01:39,  6.20it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.22it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.28it/s]
 25%|██▌       | 198/782 [00:32<01:32,  6.28it/s]
 25%|██▌       | 199/782 [00:32<01:32,  6.28it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:26,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.22it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.21it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.20it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.21it/s]
 46%|████▌     | 359/782 [00:57<01:08,  6.20it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.22it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.20it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.21it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.27it/s]
 58%|█████▊    | 450/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.28it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:44,  6.22it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.21it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.22it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.23it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.21it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.22it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.20it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.20it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.21it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.22it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.27it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.28it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.28it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.28it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.28it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.28it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.28it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.28it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.28it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.29it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.28it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.28it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.28it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.27it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:46,  3.35it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.08it/s]
  3%|▎         | 5/157 [00:00<00:13, 11.07it/s]
  4%|▍         | 7/157 [00:00<00:11, 13.02it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.30it/s]
  7%|▋         | 11/157 [00:00<00:09, 15.06it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.73it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.18it/s]
 11%|█         | 17/157 [00:01<00:08, 16.43it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.60it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.72it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.80it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.86it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.89it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.93it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.93it/s]
 21%|██        | 33/157 [00:02<00:07, 16.95it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.96it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.00it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.02it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.99it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.98it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.99it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.02it/s]
 31%|███       | 49/157 [00:03<00:06, 16.99it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.00it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.99it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.02it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.02it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.97it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.93it/s]
 40%|████      | 63/157 [00:03<00:05, 16.97it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.98it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.98it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.97it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.97it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.98it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.00it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.00it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.99it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.00it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.99it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.99it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.96it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.95it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.99it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.00it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.00it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.01it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.02it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.99it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.99it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.97it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.98it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.01it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.03it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.03it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.02it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.99it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.99it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.00it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.96it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.97it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.98it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.00it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.00it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.02it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.00it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.98it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.98it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.94it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.96it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.01it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.04it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.05it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.04it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.97it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.91it/s]
100%|██████████| 157/157 [00:09<00:00, 16.53it/s]
Saved Model as CIFAR_20_end_hll.pt
--> Epoch Number : 20  | Training Loss : 0.0985  | Validation Loss : 0.1175  | Validation Accuracy : 96.12%
Training Epoch: 21

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:58,  1.87it/s]
  0%|          | 2/782 [00:00<04:05,  3.17it/s]
  0%|          | 3/782 [00:00<03:10,  4.09it/s]
  1%|          | 4/782 [00:01<02:43,  4.74it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.28it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 34/782 [00:05<01:58,  6.29it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.29it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.24it/s]
 11%|█         | 86/782 [00:14<01:51,  6.24it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:40,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.23it/s]
 21%|██        | 164/782 [00:26<01:39,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.23it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.22it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.23it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.23it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.22it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 271/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.23it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.23it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.23it/s]
 40%|████      | 314/782 [00:50<01:15,  6.23it/s]
 40%|████      | 315/782 [00:50<01:14,  6.23it/s]
 40%|████      | 316/782 [00:50<01:14,  6.23it/s]
 41%|████      | 317/782 [00:51<01:14,  6.23it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:13,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.23it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.23it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.23it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.22it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.21it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.22it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.22it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.23it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.21it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.21it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 589/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.22it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.23it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.22it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.24it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.23it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.09it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.69it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.70it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.73it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.09it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.90it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.63it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.09it/s]
 11%|█         | 17/157 [00:01<00:08, 16.38it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.58it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.70it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.76it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.83it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.85it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.90it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.95it/s]
 21%|██        | 33/157 [00:02<00:07, 16.98it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.01it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.02it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.03it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.00it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.02it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.98it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.97it/s]
 31%|███       | 49/157 [00:03<00:06, 16.97it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.00it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.01it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.02it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.01it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.00it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.02it/s]
 40%|████      | 63/157 [00:03<00:05, 17.00it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.98it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.99it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.01it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.01it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.04it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.05it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.96it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.96it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.94it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.94it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.96it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.97it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 17.00it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.02it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.01it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.96it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.95it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.94it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.93it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.91it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.93it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.96it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.98it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.99it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.99it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.00it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.96it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.97it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.96it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.93it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.93it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.94it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.95it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.95it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.95it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.93it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.95it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.93it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.92it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.94it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.96it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.97it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.98it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.95it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.92it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.96it/s]
100%|██████████| 157/157 [00:09<00:00, 16.48it/s]
--> Epoch Number : 21  | Training Loss : 0.0947  | Validation Loss : 0.1182  | Validation Accuracy : 96.0%
Training Epoch: 22

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:50,  1.90it/s]
  0%|          | 2/782 [00:00<04:02,  3.22it/s]
  0%|          | 3/782 [00:00<03:08,  4.14it/s]
  1%|          | 4/782 [00:01<02:42,  4.79it/s]
  1%|          | 5/782 [00:01<02:28,  5.24it/s]
  1%|          | 6/782 [00:01<02:19,  5.56it/s]
  1%|          | 7/782 [00:01<02:14,  5.78it/s]
  1%|          | 8/782 [00:01<02:10,  5.94it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.10it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.30it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.30it/s]
  2%|▏         | 18/782 [00:03<02:00,  6.31it/s]
  2%|▏         | 19/782 [00:03<02:00,  6.31it/s]
  3%|▎         | 20/782 [00:03<02:00,  6.31it/s]
  3%|▎         | 21/782 [00:03<02:00,  6.31it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.30it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.30it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.29it/s]
  4%|▎         | 28/782 [00:04<01:59,  6.29it/s]
  4%|▎         | 29/782 [00:04<01:59,  6.29it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.30it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.31it/s]
  4%|▍         | 32/782 [00:05<01:58,  6.31it/s]
  4%|▍         | 33/782 [00:05<01:58,  6.31it/s]
  4%|▍         | 34/782 [00:05<01:58,  6.30it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.30it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.30it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:57,  6.29it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.29it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:56,  6.29it/s]
  6%|▌         | 48/782 [00:07<01:56,  6.29it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.29it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 53/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 65/782 [00:10<01:53,  6.29it/s]
  8%|▊         | 66/782 [00:10<01:53,  6.28it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.29it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 73/782 [00:11<01:52,  6.29it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.28it/s]
 10%|█         | 79/782 [00:12<01:52,  6.28it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.28it/s]
 10%|█         | 82/782 [00:13<01:51,  6.28it/s]
 11%|█         | 83/782 [00:13<01:51,  6.28it/s]
 11%|█         | 84/782 [00:13<01:51,  6.28it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.23it/s]
 13%|█▎        | 98/782 [00:15<01:49,  6.23it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:18<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.23it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.27it/s]
 18%|█▊        | 137/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.27it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.27it/s]
 20%|██        | 157/782 [00:25<01:39,  6.27it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 205/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.28it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 217/782 [00:34<01:30,  6.28it/s]
 28%|██▊       | 218/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.27it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.27it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:38<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 249/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.23it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.23it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.20it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.21it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.19it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.20it/s]
 34%|███▍      | 265/782 [00:42<01:23,  6.22it/s]
 34%|███▍      | 266/782 [00:42<01:23,  6.22it/s]
 34%|███▍      | 267/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.21it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.22it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.23it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.22it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.21it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.20it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.22it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:50<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:14,  6.23it/s]
 41%|████      | 321/782 [00:51<01:13,  6.23it/s]
 41%|████      | 322/782 [00:51<01:14,  6.19it/s]
 41%|████▏     | 323/782 [00:51<01:14,  6.19it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.21it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 327/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.23it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.23it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.22it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.27it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.27it/s]
 46%|████▌     | 356/782 [00:57<01:07,  6.28it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.28it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.28it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.19it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.21it/s]
 50%|████▉     | 390/782 [01:02<01:03,  6.22it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.22it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 415/782 [01:06<00:59,  6.21it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.22it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.21it/s]
 54%|█████▍    | 421/782 [01:07<00:58,  6.22it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.22it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.21it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.22it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.17it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.19it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.22it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.08it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.67it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.68it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.69it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.03it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.82it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.54it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.97it/s]
 11%|█         | 17/157 [00:01<00:08, 16.26it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.40it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.52it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.63it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.71it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.76it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.80it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.86it/s]
 21%|██        | 33/157 [00:02<00:07, 16.92it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.95it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.95it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.88it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.85it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.84it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.87it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.84it/s]
 31%|███       | 49/157 [00:03<00:06, 16.89it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.90it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.93it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.91it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.93it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.94it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.95it/s]
 40%|████      | 63/157 [00:03<00:05, 16.94it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.94it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.94it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.95it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.97it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.95it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.96it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.95it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.95it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.98it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.96it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.96it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.96it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.93it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.90it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.89it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.91it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.95it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.96it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.96it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.98it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.98it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.95it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.95it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.93it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.94it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.93it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.93it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.96it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.96it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.98it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.95it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.94it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.94it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.92it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.92it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.91it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.95it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.98it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.98it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.99it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.98it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.98it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.97it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.96it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.97it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.95it/s]
100%|██████████| 157/157 [00:09<00:00, 16.43it/s]
--> Epoch Number : 22  | Training Loss : 0.0923  | Validation Loss : 0.1202  | Validation Accuracy : 96.06%
Training Epoch: 23

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:43,  1.94it/s]
  0%|          | 2/782 [00:00<03:59,  3.25it/s]
  0%|          | 3/782 [00:00<03:07,  4.15it/s]
  1%|          | 4/782 [00:00<02:42,  4.80it/s]
  1%|          | 5/782 [00:01<02:27,  5.25it/s]
  1%|          | 6/782 [00:01<02:19,  5.57it/s]
  1%|          | 7/782 [00:01<02:14,  5.78it/s]
  1%|          | 8/782 [00:01<02:10,  5.93it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 29/782 [00:04<01:59,  6.28it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.28it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.28it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.27it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:50,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.22it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.22it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.23it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.23it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.21it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.23it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.22it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.23it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:40,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:40,  6.19it/s]
 21%|██        | 161/782 [00:26<01:40,  6.19it/s]
 21%|██        | 162/782 [00:26<01:39,  6.21it/s]
 21%|██        | 163/782 [00:26<01:39,  6.22it/s]
 21%|██        | 164/782 [00:26<01:39,  6.23it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.23it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.27it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.27it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.27it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.27it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.27it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.27it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.27it/s]
 37%|███▋      | 287/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.27it/s]
 39%|███▉      | 306/782 [00:49<01:15,  6.27it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.27it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.27it/s]
 40%|████      | 314/782 [00:50<01:14,  6.27it/s]
 40%|████      | 315/782 [00:50<01:14,  6.27it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.27it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.22it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.22it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.21it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.22it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.23it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.22it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.22it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.23it/s]
 71%|███████▏  | 558/782 [01:29<00:36,  6.22it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.22it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.22it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.23it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.23it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.21it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.21it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.20it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.21it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.22it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.23it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.22it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.22it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.20it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.20it/s]
 76%|███████▌  | 595/782 [01:35<00:30,  6.21it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.22it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.22it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.22it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.22it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.19it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.20it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.21it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 620/782 [01:39<00:26,  6.21it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.20it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.21it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.22it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.22it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.21it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.22it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.21it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.22it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.23it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.27it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.28it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.28it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.28it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.28it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.28it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.29it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.28it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.28it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.28it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.28it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.28it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.28it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.28it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.23it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.28it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.27it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  2.94it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.43it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.43it/s]
  4%|▍         | 7/157 [00:00<00:12, 12.50it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.87it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.71it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.49it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.01it/s]
 11%|█         | 17/157 [00:01<00:08, 16.34it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.59it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.71it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.82it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.84it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.84it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.88it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.94it/s]
 21%|██        | 33/157 [00:02<00:07, 16.99it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.02it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.06it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.05it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.03it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.02it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.01it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.03it/s]
 31%|███       | 49/157 [00:03<00:06, 17.02it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.06it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.09it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.12it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.06it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.06it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.77it/s]
 40%|████      | 63/157 [00:03<00:05, 16.79it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.84it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.89it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.93it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.97it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.03it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.05it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.04it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.97it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.91it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.91it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.93it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.94it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.98it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.98it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.00it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.98it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.96it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.94it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.92it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.95it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.96it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.94it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.98it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.96it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.93it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.92it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.91it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.92it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.94it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.97it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.98it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.99it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.98it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.96it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.90it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.89it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.90it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.92it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.93it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.84it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.86it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.87it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.91it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.93it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.89it/s]
100%|██████████| 157/157 [00:09<00:00, 16.41it/s]
--> Epoch Number : 23  | Training Loss : 0.0841  | Validation Loss : 0.122  | Validation Accuracy : 96.03%
Training Epoch: 24

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:56,  1.87it/s]
  0%|          | 2/782 [00:00<04:05,  3.18it/s]
  0%|          | 3/782 [00:00<03:11,  4.08it/s]
  1%|          | 4/782 [00:01<02:44,  4.74it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.11it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.16it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.21it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.25it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.29it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<01:59,  6.28it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 53/782 [00:08<01:55,  6.30it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.30it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.31it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.30it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.29it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:54,  6.29it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.29it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.29it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.29it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.27it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.27it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.29it/s]
  9%|▉         | 72/782 [00:11<01:52,  6.28it/s]
  9%|▉         | 73/782 [00:12<01:52,  6.28it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:12<01:52,  6.28it/s]
 10%|█         | 80/782 [00:13<01:51,  6.28it/s]
 10%|█         | 81/782 [00:13<01:51,  6.28it/s]
 10%|█         | 82/782 [00:13<01:51,  6.27it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:50,  6.28it/s]
 11%|█         | 87/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.29it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.29it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.29it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.28it/s]
 13%|█▎        | 98/782 [00:15<01:48,  6.28it/s]
 13%|█▎        | 99/782 [00:16<01:48,  6.28it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.28it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.28it/s]
 13%|█▎        | 105/782 [00:17<01:47,  6.28it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.28it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.27it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 149/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:31,  6.23it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.22it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:30,  6.22it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.22it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.21it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.23it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.23it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.23it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.23it/s]
 35%|███▍      | 273/782 [00:43<01:22,  6.19it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.21it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:15,  6.27it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.27it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.27it/s]
 40%|████      | 313/782 [00:50<01:14,  6.27it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.27it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.23it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.27it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.22it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.22it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.21it/s]
 47%|████▋     | 371/782 [00:59<01:06,  6.21it/s]
 48%|████▊     | 372/782 [00:59<01:06,  6.19it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.22it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.21it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.19it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.19it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.20it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.21it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.22it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.22it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.22it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.22it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.22it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.20it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.21it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.23it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.22it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.22it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.19it/s]
 68%|██████▊   | 533/782 [01:25<00:40,  6.18it/s]
 68%|██████▊   | 534/782 [01:25<00:40,  6.18it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.19it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.20it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.22it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.21it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.22it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.22it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.22it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.22it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.21it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.22it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.28it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.28it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.22it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.22it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.22it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.22it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.22it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.23it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.26it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.26it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.25it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.93it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.92it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.88it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.98it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.85it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.58it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.05it/s]
 11%|█         | 17/157 [00:01<00:08, 16.33it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.54it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.64it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.72it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.73it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.81it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.88it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.95it/s]
 21%|██        | 33/157 [00:02<00:07, 16.98it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.99it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.00it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.98it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.97it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.98it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.00it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.01it/s]
 31%|███       | 49/157 [00:03<00:06, 17.03it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.05it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.05it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.06it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.03it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.00it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.02it/s]
 40%|████      | 63/157 [00:03<00:05, 17.00it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.00it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.02it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.01it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.04it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.06it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.05it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.04it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.03it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.89it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.91it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.98it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.95it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.96it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.96it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.97it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.99it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.00it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.97it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.00it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.00it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.98it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.99it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.00it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.01it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.00it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.98it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.98it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.01it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.01it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 17.00it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.01it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.99it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.95it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.95it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.93it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.95it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.97it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.99it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.96it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.99it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.00it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.02it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.06it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.02it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.98it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.01it/s]
100%|██████████| 157/157 [00:09<00:00, 16.51it/s]
--> Epoch Number : 24  | Training Loss : 0.0808  | Validation Loss : 0.1121  | Validation Accuracy : 96.41%
Training Epoch: 25

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:58,  1.87it/s]
  0%|          | 2/782 [00:00<04:06,  3.17it/s]
  0%|          | 3/782 [00:00<03:11,  4.06it/s]
  1%|          | 4/782 [00:01<02:44,  4.72it/s]
  1%|          | 5/782 [00:01<02:29,  5.19it/s]
  1%|          | 6/782 [00:01<02:20,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.23it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.24it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.24it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.23it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.23it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.23it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.23it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.23it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.22it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.22it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.27it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.23it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.23it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.21it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 446/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 447/782 [01:11<00:54,  6.18it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.20it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.21it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.21it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.21it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.22it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 458/782 [01:13<00:52,  6.22it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.23it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.22it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.23it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.27it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.22it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.23it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.23it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.23it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 701/782 [01:52<00:13,  6.21it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.22it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.22it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.21it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.22it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.22it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.22it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.21it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.22it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.22it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.21it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.21it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.22it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.24it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.20it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.22it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.30it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.95it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.94it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.90it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.17it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.90it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.59it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.05it/s]
 11%|█         | 17/157 [00:01<00:08, 16.31it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.45it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.56it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.64it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.69it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.71it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.75it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.81it/s]
 21%|██        | 33/157 [00:02<00:07, 16.86it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.91it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.91it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.91it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.92it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.90it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.88it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.87it/s]
 31%|███       | 49/157 [00:03<00:06, 16.89it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.92it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.88it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.87it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.90it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.85it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.86it/s]
 40%|████      | 63/157 [00:03<00:05, 16.86it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.87it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.91it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.93it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.89it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.87it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.88it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.87it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.81it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.82it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.85it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.87it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.89it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.87it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.74it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.76it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.79it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.81it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.82it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.83it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.84it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.83it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.80it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.78it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.80it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.80it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.76it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.77it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.77it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.81it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.80it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.79it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.76it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.76it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.78it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.79it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.79it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.80it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.82it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.77it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.79it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.78it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.78it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.81it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.81it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.80it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.79it/s]
100%|██████████| 157/157 [00:09<00:00, 16.36it/s]
Saved Model as CIFAR_25_end_hll.pt
--> Epoch Number : 25  | Training Loss : 0.0792  | Validation Loss : 0.1144  | Validation Accuracy : 96.4%
Training Epoch: 26

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:10,  1.82it/s]
  0%|          | 2/782 [00:00<04:11,  3.10it/s]
  0%|          | 3/782 [00:00<03:13,  4.03it/s]
  1%|          | 4/782 [00:01<02:45,  4.69it/s]
  1%|          | 5/782 [00:01<02:30,  5.16it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.73it/s]
  1%|          | 8/782 [00:01<02:11,  5.89it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.23it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 32/782 [00:05<02:00,  6.22it/s]
  4%|▍         | 33/782 [00:05<02:00,  6.22it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.23it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.22it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:13<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:51,  6.24it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:46,  6.22it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.27it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.23it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.27it/s]
 28%|██▊       | 218/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:22,  6.27it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.27it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.27it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.27it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.23it/s]
 40%|████      | 313/782 [00:50<01:15,  6.23it/s]
 40%|████      | 314/782 [00:50<01:15,  6.23it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:14,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.28it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.28it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 431/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.27it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.28it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.28it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.27it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.27it/s]
 58%|█████▊    | 450/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 456/782 [01:13<00:51,  6.27it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 475/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 481/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.27it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.27it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.28it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.28it/s]
 67%|██████▋   | 525/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.28it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.28it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.28it/s]
 68%|██████▊   | 531/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.27it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.23it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.23it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:53,  2.92it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.45it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.48it/s]
  4%|▍         | 7/157 [00:00<00:12, 12.45it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.74it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.67it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.30it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.82it/s]
 11%|█         | 17/157 [00:01<00:08, 16.10it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.36it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.52it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.61it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.69it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.75it/s]
 18%|█▊        | 29/157 [00:02<00:07, 16.81it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.87it/s]
 21%|██        | 33/157 [00:02<00:07, 16.91it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.91it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.91it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.93it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.91it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.92it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.90it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.93it/s]
 31%|███       | 49/157 [00:03<00:06, 16.95it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.97it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.97it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.98it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.98it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.93it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.93it/s]
 40%|████      | 63/157 [00:04<00:05, 16.92it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.92it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.93it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.96it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.99it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.96it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.94it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.93it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.94it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.92it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.92it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.94it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.94it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.88it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.89it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.93it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.95it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.96it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.94it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.90it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.93it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.95it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.97it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.00it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.02it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.02it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.04it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.02it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.97it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.96it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.96it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.99it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.00it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 17.01it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.99it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.98it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.95it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.93it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.92it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.95it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.99it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.02it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.05it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.08it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.09it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.99it/s]
100%|██████████| 157/157 [00:09<00:00, 16.42it/s]
--> Epoch Number : 26  | Training Loss : 0.0766  | Validation Loss : 0.1179  | Validation Accuracy : 96.12%
Training Epoch: 27

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:09,  1.82it/s]
  0%|          | 2/782 [00:00<04:10,  3.11it/s]
  0%|          | 3/782 [00:00<03:13,  4.03it/s]
  1%|          | 4/782 [00:01<02:45,  4.70it/s]
  1%|          | 5/782 [00:01<02:30,  5.17it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.29it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 41/782 [00:06<01:57,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.28it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.29it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:54,  6.28it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.27it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.27it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 73/782 [00:12<01:52,  6.28it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.29it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.27it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.27it/s]
 13%|█▎        | 99/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 105/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.23it/s]
 21%|██        | 163/782 [00:26<01:39,  6.23it/s]
 21%|██        | 164/782 [00:26<01:39,  6.23it/s]
 21%|██        | 165/782 [00:26<01:38,  6.23it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.23it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:14,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.21it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.21it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.22it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.23it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 595/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.23it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.24it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.22it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.11it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.75it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.75it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.73it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.99it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.88it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.61it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.11it/s]
 11%|█         | 17/157 [00:01<00:08, 16.31it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.54it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.72it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.79it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.85it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.90it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.96it/s]
 21%|██        | 33/157 [00:02<00:07, 17.00it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.98it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.99it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.02it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.98it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.93it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.86it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.84it/s]
 31%|███       | 49/157 [00:03<00:06, 16.88it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.92it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.92it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.93it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.98it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.98it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.95it/s]
 40%|████      | 63/157 [00:03<00:05, 16.92it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.90it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.91it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.94it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.96it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.97it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.99it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.96it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.92it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.93it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.92it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.89it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.93it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.96it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.94it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.96it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.96it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.93it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.89it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.85it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.84it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.86it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.86it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.83it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.75it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.76it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.76it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.76it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.81it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.84it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.84it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.82it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.81it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.80it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.80it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.80it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.80it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.81it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.82it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.81it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.83it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.83it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.81it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.84it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.87it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.88it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.85it/s]
100%|██████████| 157/157 [00:09<00:00, 16.41it/s]
--> Epoch Number : 27  | Training Loss : 0.0757  | Validation Loss : 0.1139  | Validation Accuracy : 96.38%
Training Epoch: 28

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:48,  1.91it/s]
  0%|          | 2/782 [00:00<04:03,  3.20it/s]
  0%|          | 3/782 [00:00<03:09,  4.12it/s]
  1%|          | 4/782 [00:01<02:42,  4.77it/s]
  1%|          | 5/782 [00:01<02:28,  5.23it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.27it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 477/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.22it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.22it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.22it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.22it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.22it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.22it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.22it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.22it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.23it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.22it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.21it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.22it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.21it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.22it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.23it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.23it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.21it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.22it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.22it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.19it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.19it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.21it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.22it/s]
 71%|███████▏  | 558/782 [01:29<00:36,  6.22it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.22it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.22it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.22it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.21it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.21it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.22it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.23it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.23it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.22it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.22it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.23it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 589/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.23it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.22it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.22it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.22it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.22it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.22it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.22it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.22it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.22it/s]
 79%|███████▊  | 614/782 [01:38<00:27,  6.22it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.22it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.21it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.21it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.23it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.23it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.22it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.22it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.22it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.21it/s]
 82%|████████▏ | 645/782 [01:43<00:22,  6.22it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.22it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.23it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.22it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.22it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:17,  6.22it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.22it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.22it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.23it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.22it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 701/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.23it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.23it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.23it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.22it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.21it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.21it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.21it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.22it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.22it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.22it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.22it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.22it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.23it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.23it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.23it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.17it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.19it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.21it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.22it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.22it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.22it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.03it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.58it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.61it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.59it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.97it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.81it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.51it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.04it/s]
 11%|█         | 17/157 [00:01<00:08, 16.40it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.61it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.69it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.75it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.79it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.85it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.90it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.95it/s]
 21%|██        | 33/157 [00:02<00:07, 17.00it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.04it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.03it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.02it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.02it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.02it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.02it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.02it/s]
 31%|███       | 49/157 [00:03<00:06, 17.05it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.08it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.07it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.06it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.05it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.03it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.03it/s]
 40%|████      | 63/157 [00:03<00:05, 17.03it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.02it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.04it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.05it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.03it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.03it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.03it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.03it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.04it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.06it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.05it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.05it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.03it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.04it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.03it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.04it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.04it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.07it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.04it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.02it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.03it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.02it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.04it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.04it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.06it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.05it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.04it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.02it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.02it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.03it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.06it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.07it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.06it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.06it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.02it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.01it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.99it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.01it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.02it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 17.02it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.00it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.02it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.01it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.00it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.97it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.90it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.91it/s]
100%|██████████| 157/157 [00:09<00:00, 16.51it/s]
--> Epoch Number : 28  | Training Loss : 0.0671  | Validation Loss : 0.1123  | Validation Accuracy : 96.36%
Training Epoch: 29

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:57,  1.87it/s]
  0%|          | 2/782 [00:00<04:07,  3.15it/s]
  0%|          | 3/782 [00:00<03:11,  4.06it/s]
  1%|          | 4/782 [00:01<02:44,  4.72it/s]
  1%|          | 5/782 [00:01<02:29,  5.18it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.05it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 20/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.23it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.22it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.22it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.23it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.23it/s]
  5%|▌         | 40/782 [00:06<01:59,  6.22it/s]
  5%|▌         | 41/782 [00:06<01:59,  6.21it/s]
  5%|▌         | 42/782 [00:07<01:59,  6.22it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.22it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 48/782 [00:08<01:58,  6.21it/s]
  6%|▋         | 49/782 [00:08<01:58,  6.20it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.22it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.22it/s]
  7%|▋         | 52/782 [00:08<01:58,  6.18it/s]
  7%|▋         | 53/782 [00:08<01:57,  6.19it/s]
  7%|▋         | 54/782 [00:09<01:57,  6.22it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.22it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.27it/s]
 13%|█▎        | 105/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.28it/s]
 14%|█▍        | 111/782 [00:18<01:46,  6.28it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.28it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 123/782 [00:20<01:44,  6.28it/s]
 16%|█▌        | 124/782 [00:20<01:44,  6.28it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.27it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.27it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.27it/s]
 18%|█▊        | 143/782 [00:23<01:41,  6.27it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.27it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.27it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.27it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.27it/s]
 30%|███       | 235/782 [00:37<01:27,  6.27it/s]
 30%|███       | 236/782 [00:38<01:27,  6.27it/s]
 30%|███       | 237/782 [00:38<01:26,  6.27it/s]
 30%|███       | 238/782 [00:38<01:26,  6.27it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.22it/s]
 31%|███       | 242/782 [00:39<01:26,  6.23it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:26,  6.23it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.21it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.20it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.21it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.21it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.21it/s]
 37%|███▋      | 290/782 [00:46<01:19,  6.21it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.23it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.21it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 296/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 297/782 [00:47<01:18,  6.21it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.22it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.22it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.22it/s]
 40%|████      | 314/782 [00:50<01:15,  6.22it/s]
 40%|████      | 315/782 [00:50<01:15,  6.22it/s]
 40%|████      | 316/782 [00:50<01:14,  6.23it/s]
 41%|████      | 317/782 [00:51<01:14,  6.23it/s]
 41%|████      | 318/782 [00:51<01:14,  6.23it/s]
 41%|████      | 319/782 [00:51<01:14,  6.23it/s]
 41%|████      | 320/782 [00:51<01:14,  6.23it/s]
 41%|████      | 321/782 [00:51<01:14,  6.21it/s]
 41%|████      | 322/782 [00:51<01:14,  6.21it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.22it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.27it/s]
 46%|████▋     | 362/782 [00:58<01:06,  6.27it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.28it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.28it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.28it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.28it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.28it/s]
 47%|████▋     | 368/782 [00:59<01:05,  6.28it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.27it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.27it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.27it/s]
 49%|████▊     | 381/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.27it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.27it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.27it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.27it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.27it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.27it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 456/782 [01:13<00:51,  6.27it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.27it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.27it/s]
 65%|██████▍   | 506/782 [01:21<00:43,  6.27it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.27it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.27it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.21it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.21it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.22it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.21it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.21it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.23it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.23it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.21it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 645/782 [01:43<00:22,  6.22it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.22it/s]
 86%|████████▋ | 676/782 [01:48<00:17,  6.22it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.23it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.22it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.22it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.23it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.23it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.23it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.23it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.22it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.21it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.22it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.22it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.21it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.20it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.21it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.22it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.17it/s]
 93%|█████████▎| 726/782 [01:56<00:09,  6.19it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.20it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.21it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.22it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.23it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.23it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.21it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.20it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.21it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.22it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.23it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.24it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.22it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.23it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.19it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.02it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.56it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.58it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.60it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.97it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.74it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.44it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.96it/s]
 11%|█         | 17/157 [00:01<00:08, 16.26it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.46it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.58it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.67it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.73it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.77it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.88it/s]
 21%|██        | 33/157 [00:02<00:07, 16.90it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.95it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.95it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.93it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.92it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.92it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.88it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.89it/s]
 31%|███       | 49/157 [00:03<00:06, 16.89it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.89it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.92it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.95it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.93it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.94it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.94it/s]
 40%|████      | 63/157 [00:04<00:05, 16.91it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.89it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.88it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.90it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.90it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.93it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.93it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.93it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.94it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.93it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.94it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.92it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.91it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.92it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.92it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.92it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.92it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.90it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.89it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.90it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.94it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.94it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.94it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.93it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.94it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.93it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.92it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.93it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.91it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.92it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.95it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.94it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.92it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.90it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.88it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.88it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.86it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.85it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.89it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.92it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.94it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.97it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.00it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.98it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.92it/s]
100%|██████████| 157/157 [00:09<00:00, 16.39it/s]
--> Epoch Number : 29  | Training Loss : 0.0645  | Validation Loss : 0.1122  | Validation Accuracy : 96.45%
Training Epoch: 30

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:44,  1.93it/s]
  0%|          | 2/782 [00:00<04:01,  3.23it/s]
  0%|          | 3/782 [00:00<03:08,  4.14it/s]
  1%|          | 4/782 [00:01<02:42,  4.78it/s]
  1%|          | 5/782 [00:01<02:28,  5.24it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.23it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:59,  6.19it/s]
  5%|▌         | 41/782 [00:06<01:59,  6.22it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.23it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 71/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.23it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:12<01:52,  6.22it/s]
 10%|█         | 80/782 [00:13<01:52,  6.22it/s]
 10%|█         | 81/782 [00:13<01:52,  6.22it/s]
 10%|█         | 82/782 [00:13<01:52,  6.23it/s]
 11%|█         | 83/782 [00:13<01:51,  6.24it/s]
 11%|█         | 84/782 [00:13<01:51,  6.24it/s]
 11%|█         | 85/782 [00:13<01:51,  6.24it/s]
 11%|█         | 86/782 [00:14<01:51,  6.22it/s]
 11%|█         | 87/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.23it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.23it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.27it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.27it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.27it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:38,  6.27it/s]
 21%|██        | 163/782 [00:26<01:38,  6.27it/s]
 21%|██        | 164/782 [00:26<01:38,  6.27it/s]
 21%|██        | 165/782 [00:26<01:38,  6.27it/s]
 21%|██        | 166/782 [00:26<01:38,  6.27it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.27it/s]
 21%|██▏       | 168/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 173/782 [00:28<01:36,  6.28it/s]
 22%|██▏       | 174/782 [00:28<01:36,  6.28it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.28it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.29it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.29it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.28it/s]
 23%|██▎       | 179/782 [00:28<01:35,  6.28it/s]
 23%|██▎       | 180/782 [00:29<01:35,  6.28it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.27it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.27it/s]
 24%|██▍       | 187/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.27it/s]
 25%|██▍       | 192/782 [00:31<01:33,  6.28it/s]
 25%|██▍       | 193/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.27it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.27it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.27it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.28it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.28it/s]
 27%|██▋       | 211/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 212/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.28it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.27it/s]
 28%|██▊       | 218/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.28it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.28it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.28it/s]
 29%|██▊       | 224/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.28it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.28it/s]
 30%|███       | 235/782 [00:37<01:27,  6.28it/s]
 30%|███       | 236/782 [00:38<01:27,  6.27it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.27it/s]
 31%|███       | 240/782 [00:38<01:26,  6.27it/s]
 31%|███       | 241/782 [00:38<01:26,  6.27it/s]
 31%|███       | 242/782 [00:39<01:26,  6.27it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.27it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.27it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.27it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.27it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.27it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 261/782 [00:42<01:22,  6.28it/s]
 34%|███▎      | 262/782 [00:42<01:22,  6.28it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.28it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.28it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.28it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 268/782 [00:43<01:21,  6.27it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.28it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.27it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.27it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.27it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.27it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.27it/s]
 37%|███▋      | 287/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.27it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.27it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.27it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.27it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.27it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.27it/s]
 39%|███▉      | 306/782 [00:49<01:15,  6.27it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.28it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.28it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.28it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.27it/s]
 40%|███▉      | 312/782 [00:50<01:14,  6.27it/s]
 40%|████      | 313/782 [00:50<01:14,  6.27it/s]
 40%|████      | 314/782 [00:50<01:14,  6.27it/s]
 40%|████      | 315/782 [00:50<01:14,  6.28it/s]
 40%|████      | 316/782 [00:50<01:14,  6.28it/s]
 41%|████      | 317/782 [00:50<01:14,  6.28it/s]
 41%|████      | 318/782 [00:51<01:13,  6.27it/s]
 41%|████      | 319/782 [00:51<01:13,  6.27it/s]
 41%|████      | 320/782 [00:51<01:13,  6.27it/s]
 41%|████      | 321/782 [00:51<01:13,  6.28it/s]
 41%|████      | 322/782 [00:51<01:13,  6.28it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.28it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.27it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.27it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 342/782 [00:54<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.28it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.23it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.22it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.22it/s]
 45%|████▌     | 352/782 [00:56<01:09,  6.23it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.27it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.27it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.28it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.28it/s]
 49%|████▊     | 381/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 386/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 387/782 [01:02<01:02,  6.28it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.28it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.28it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.28it/s]
 50%|█████     | 392/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.27it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.27it/s]
 52%|█████▏    | 406/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 411/782 [01:05<00:59,  6.28it/s]
 53%|█████▎    | 412/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 417/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.28it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.28it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.28it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.28it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.28it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.23it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.22it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.27it/s]
 58%|█████▊    | 450/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 456/782 [01:13<00:51,  6.27it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.28it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.21it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.23it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.22it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.23it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 511/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 525/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.28it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.28it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.28it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.28it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.28it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.28it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.28it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:36,  6.28it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 555/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 561/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.28it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 586/782 [01:33<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.28it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.28it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.28it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.27it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:41<00:23,  6.28it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.28it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.27it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:44<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.28it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:47<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.28it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.28it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:51<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:58<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.27it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 749/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.28it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.28it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.28it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.28it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.27it/s]
 97%|█████████▋| 755/782 [02:00<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.25it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.04it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.58it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.53it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.50it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.84it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.65it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.33it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.83it/s]
 11%|█         | 17/157 [00:01<00:08, 16.16it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.37it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.47it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.57it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.66it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.69it/s]
 18%|█▊        | 29/157 [00:02<00:07, 16.77it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.81it/s]
 21%|██        | 33/157 [00:02<00:07, 16.85it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.84it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.85it/s]
 25%|██▍       | 39/157 [00:02<00:07, 16.81it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.80it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.79it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.79it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.79it/s]
 31%|███       | 49/157 [00:03<00:06, 16.84it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.83it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.86it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.90it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.87it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.84it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.82it/s]
 40%|████      | 63/157 [00:04<00:05, 16.84it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.89it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.91it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.90it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.88it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.90it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.83it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.84it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.82it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.83it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.86it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.88it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.90it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.90it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.91it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.85it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.82it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.85it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.90it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.78it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.79it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.74it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.73it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.75it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.79it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.73it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.83it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.87it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.90it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.93it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.90it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.90it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.92it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.90it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.92it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.94it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.99it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.96it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.93it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.91it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.87it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.88it/s]
 94%|█████████▎| 147/157 [00:09<00:00, 16.89it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.93it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.94it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.98it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.99it/s]
100%|██████████| 157/157 [00:09<00:00, 16.33it/s]
Saved Model as CIFAR_30_end_hll.pt
--> Epoch Number : 30  | Training Loss : 0.0666  | Validation Loss : 0.111  | Validation Accuracy : 96.6%
Training Epoch: 31

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:44,  1.93it/s]
  0%|          | 2/782 [00:00<04:02,  3.22it/s]
  0%|          | 3/782 [00:00<03:08,  4.14it/s]
  1%|          | 4/782 [00:01<02:42,  4.78it/s]
  1%|          | 5/782 [00:01<02:28,  5.23it/s]
  1%|          | 6/782 [00:01<02:19,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.29it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.29it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.23it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.28it/s]
 10%|█         | 79/782 [00:12<01:51,  6.28it/s]
 10%|█         | 80/782 [00:13<01:51,  6.28it/s]
 10%|█         | 81/782 [00:13<01:51,  6.28it/s]
 10%|█         | 82/782 [00:13<01:51,  6.28it/s]
 11%|█         | 83/782 [00:13<01:51,  6.28it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:52,  6.16it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.19it/s]
 12%|█▏        | 90/782 [00:14<01:51,  6.21it/s]
 12%|█▏        | 91/782 [00:14<01:51,  6.22it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:15<01:49,  6.27it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.23it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.27it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.21it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.21it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.27it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 475/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.24it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.28it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.22it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.23it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.27it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.26it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.94it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.89it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.84it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.12it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.87it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.55it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.00it/s]
 11%|█         | 17/157 [00:01<00:08, 16.32it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.53it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.62it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.69it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.75it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.81it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.85it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.89it/s]
 21%|██        | 33/157 [00:02<00:07, 16.94it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.96it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.89it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.86it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.88it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.88it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.90it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.90it/s]
 31%|███       | 49/157 [00:03<00:06, 16.94it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.95it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.94it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.92it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.89it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.89it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.88it/s]
 40%|████      | 63/157 [00:03<00:05, 16.89it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.95it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.95it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.99it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.95it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.94it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.91it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.89it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.83it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.81it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.83it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.83it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.82it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.75it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.69it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.73it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.77it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.81it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.82it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.89it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.94it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.98it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.96it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.95it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.96it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.96it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.88it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.86it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.89it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.95it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.97it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.95it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.98it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.95it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.99it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.01it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.95it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.97it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.99it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.04it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.08it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.10it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.08it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.03it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.00it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.97it/s]
100%|██████████| 157/157 [00:09<00:00, 16.45it/s]
--> Epoch Number : 31  | Training Loss : 0.0631  | Validation Loss : 0.1077  | Validation Accuracy : 96.57%
Training Epoch: 32

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:48,  1.91it/s]
  0%|          | 2/782 [00:00<04:04,  3.20it/s]
  0%|          | 3/782 [00:00<03:09,  4.11it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:28,  5.22it/s]
  1%|          | 6/782 [00:01<02:20,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.03it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.29it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.30it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.28it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.29it/s]
  4%|▎         | 28/782 [00:04<01:59,  6.29it/s]
  4%|▎         | 29/782 [00:04<01:59,  6.29it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.30it/s]
  4%|▍         | 33/782 [00:05<01:58,  6.29it/s]
  4%|▍         | 34/782 [00:05<01:58,  6.30it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.29it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.28it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.29it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 52/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 53/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:54,  6.28it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 66/782 [00:10<01:53,  6.28it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.28it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 73/782 [00:11<01:52,  6.28it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.28it/s]
 10%|█         | 79/782 [00:12<01:52,  6.24it/s]
 10%|█         | 80/782 [00:13<01:52,  6.24it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.27it/s]
 13%|█▎        | 98/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.27it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.23it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.23it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.23it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.23it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.23it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.22it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.23it/s]
 20%|██        | 157/782 [00:25<01:40,  6.23it/s]
 20%|██        | 158/782 [00:25<01:40,  6.23it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.23it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:26,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.28it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.28it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.23it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.23it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.22it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.27it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 475/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.28it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.27it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.27it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:36,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.21it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.27it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:25,  6.28it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.28it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.28it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.28it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.28it/s]
 80%|███████▉  | 625/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.27it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.28it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.28it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.28it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.28it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.28it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.28it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.28it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.28it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.29it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.28it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.28it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.28it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.28it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.28it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.28it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.28it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.28it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 705/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.28it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.28it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.28it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.28it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.28it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.28it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.29it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.29it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.27it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.26it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.02it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.57it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.58it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.59it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.96it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.81it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.55it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.01it/s]
 11%|█         | 17/157 [00:01<00:08, 16.33it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.49it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.62it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.69it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.76it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.82it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.89it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.95it/s]
 21%|██        | 33/157 [00:02<00:07, 16.99it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.02it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.03it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.99it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.95it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.94it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.95it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.95it/s]
 31%|███       | 49/157 [00:03<00:06, 16.98it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.99it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.02it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.02it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.99it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.97it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.98it/s]
 40%|████      | 63/157 [00:03<00:05, 16.96it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.96it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.00it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.00it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.02it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.03it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.97it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.96it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.95it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.96it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.94it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.95it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.97it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 17.00it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.99it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.95it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.91it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.89it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.90it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.91it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.93it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.92it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.95it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.97it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.98it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.95it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.93it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.91it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.91it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.93it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.94it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.97it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.99it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.96it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.96it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.97it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.95it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.93it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.94it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.93it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.97it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.01it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.00it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.00it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.99it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.97it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.96it/s]
100%|██████████| 157/157 [00:09<00:00, 16.44it/s]
--> Epoch Number : 32  | Training Loss : 0.0595  | Validation Loss : 0.1104  | Validation Accuracy : 96.59%
Training Epoch: 33

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:52,  1.89it/s]
  0%|          | 2/782 [00:00<04:03,  3.20it/s]
  0%|          | 3/782 [00:00<03:09,  4.11it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:28,  5.22it/s]
  1%|          | 6/782 [00:01<02:20,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<01:59,  6.28it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.28it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.28it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.27it/s]
 10%|█         | 82/782 [00:13<01:51,  6.28it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.27it/s]
 13%|█▎        | 99/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:46,  6.28it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.27it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.27it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.28it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.27it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.27it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.27it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.27it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.27it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.27it/s]
 24%|██▍       | 187/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.27it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 199/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.20it/s]
 26%|██▌       | 203/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.22it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.27it/s]
 30%|███       | 235/782 [00:37<01:27,  6.27it/s]
 30%|███       | 236/782 [00:38<01:27,  6.27it/s]
 30%|███       | 237/782 [00:38<01:26,  6.27it/s]
 30%|███       | 238/782 [00:38<01:26,  6.27it/s]
 31%|███       | 239/782 [00:38<01:26,  6.27it/s]
 31%|███       | 240/782 [00:38<01:26,  6.27it/s]
 31%|███       | 241/782 [00:38<01:26,  6.27it/s]
 31%|███       | 242/782 [00:39<01:26,  6.27it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.27it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.27it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:18,  6.20it/s]
 38%|███▊      | 298/782 [00:47<01:18,  6.16it/s]
 38%|███▊      | 299/782 [00:48<01:18,  6.17it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.20it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.21it/s]
 39%|███▊      | 302/782 [00:48<01:17,  6.22it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.23it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.22it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.22it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.23it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.23it/s]
 41%|████      | 318/782 [00:51<01:14,  6.22it/s]
 41%|████      | 319/782 [00:51<01:14,  6.22it/s]
 41%|████      | 320/782 [00:51<01:14,  6.23it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 337/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.27it/s]
 46%|████▌     | 356/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.28it/s]
 46%|████▋     | 362/782 [00:58<01:06,  6.27it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 367/782 [00:58<01:06,  6.28it/s]
 47%|████▋     | 368/782 [00:59<01:05,  6.28it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.28it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.27it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.28it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.28it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.27it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.28it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.28it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.28it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.28it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.27it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.28it/s]
 49%|████▊     | 381/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.28it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.28it/s]
 49%|████▉     | 387/782 [01:02<01:02,  6.28it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.28it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.28it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.28it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.28it/s]
 50%|█████     | 392/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.27it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 431/782 [01:09<00:55,  6.28it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.27it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.27it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.27it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.27it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 486/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.28it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.29it/s]
 63%|██████▎   | 493/782 [01:19<00:45,  6.29it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.29it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.29it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.28it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.29it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.29it/s]
 64%|██████▍   | 499/782 [01:20<00:44,  6.30it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.29it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.28it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.28it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.28it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.27it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.28it/s]
 65%|██████▍   | 506/782 [01:21<00:43,  6.28it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.28it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 511/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.27it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.28it/s]
 69%|██████▊   | 536/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.28it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.28it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 586/782 [01:33<00:31,  6.28it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 611/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.28it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.28it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.29it/s]
 81%|████████▏ | 636/782 [01:41<00:23,  6.29it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.28it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.29it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.27it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:44<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.28it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 674/782 [01:47<00:17,  6.28it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.28it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.29it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 680/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:51<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.27it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.27it/s]
 95%|█████████▌| 743/782 [01:58<00:06,  6.27it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.27it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 749/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.27it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.19it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.25it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.11it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.76it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.78it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.80it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.09it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.99it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.68it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.18it/s]
 11%|█         | 17/157 [00:01<00:08, 16.49it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.72it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.82it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.89it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.93it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.99it/s]
 18%|█▊        | 29/157 [00:01<00:07, 17.05it/s]
 20%|█▉        | 31/157 [00:02<00:07, 17.08it/s]
 21%|██        | 33/157 [00:02<00:07, 17.10it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.12it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.13it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.11it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.09it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.08it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.10it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.11it/s]
 31%|███       | 49/157 [00:03<00:06, 17.15it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.18it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.22it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.22it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.13it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.08it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.08it/s]
 40%|████      | 63/157 [00:03<00:05, 17.10it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.13it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.16it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.17it/s]
 45%|████▌     | 71/157 [00:04<00:04, 17.20it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.19it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.16it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.15it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.13it/s]
 52%|█████▏    | 81/157 [00:04<00:04, 17.12it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.12it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.13it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.15it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.19it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.18it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.14it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.13it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.12it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.10it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.14it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.17it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.17it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.16it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.12it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.12it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.12it/s]
 73%|███████▎  | 115/157 [00:06<00:02, 17.08it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.11it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.11it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.12it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.11it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.12it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.14it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.13it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.14it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.13it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.13it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.09it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.00it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 17.01it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.98it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.02it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.05it/s]
 95%|█████████▍| 149/157 [00:08<00:00, 17.08it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.10it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.08it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.10it/s]
100%|██████████| 157/157 [00:09<00:00, 16.61it/s]
--> Epoch Number : 33  | Training Loss : 0.0585  | Validation Loss : 0.1098  | Validation Accuracy : 96.44%
Training Epoch: 34

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:59,  1.86it/s]
  0%|          | 2/782 [00:00<04:06,  3.17it/s]
  0%|          | 3/782 [00:00<03:10,  4.08it/s]
  1%|          | 4/782 [00:01<02:44,  4.74it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.23it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.27it/s]
 21%|██        | 165/782 [00:26<01:38,  6.27it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:26,  6.27it/s]
 30%|███       | 238/782 [00:38<01:26,  6.27it/s]
 31%|███       | 239/782 [00:38<01:26,  6.27it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.27it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.27it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.27it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.27it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.27it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.27it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.27it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.27it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.27it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.27it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.27it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.22it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.23it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.27it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.28it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.28it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.28it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.28it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.27it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.28it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.27it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.28it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.28it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.28it/s]
 67%|██████▋   | 525/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.28it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.28it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.22it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 589/782 [01:34<00:31,  6.21it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.21it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.22it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.23it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.21it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.21it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.22it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.27it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.17it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.83it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.85it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.83it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.15it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.95it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.67it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.14it/s]
 11%|█         | 17/157 [00:01<00:08, 16.38it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.57it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.73it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.78it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.81it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.87it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.88it/s]
 21%|██        | 33/157 [00:02<00:07, 16.91it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.95it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.00it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.01it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.99it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.98it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.01it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.02it/s]
 31%|███       | 49/157 [00:03<00:06, 17.01it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.03it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.04it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.06it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.04it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.99it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.91it/s]
 40%|████      | 63/157 [00:03<00:05, 16.92it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.96it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.98it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.97it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.00it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.02it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.00it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.96it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.95it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.93it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.95it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.99it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.98it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.02it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.04it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.01it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.97it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.97it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.93it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.96it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.98it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.98it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.98it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.00it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.99it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.98it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.96it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.96it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.94it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.97it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.00it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.00it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.03it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.01it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.98it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.93it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.93it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.91it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.88it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.95it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.03it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.06it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.06it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.03it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.00it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.98it/s]
100%|██████████| 157/157 [00:09<00:00, 16.47it/s]
--> Epoch Number : 34  | Training Loss : 0.055  | Validation Loss : 0.1134  | Validation Accuracy : 96.5%
Training Epoch: 35

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:02,  1.85it/s]
  0%|          | 2/782 [00:00<04:08,  3.14it/s]
  0%|          | 3/782 [00:00<03:12,  4.04it/s]
  1%|          | 4/782 [00:01<02:45,  4.70it/s]
  1%|          | 5/782 [00:01<02:30,  5.17it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:15,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.24it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.24it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:52,  6.23it/s]
 11%|█         | 84/782 [00:13<01:51,  6.24it/s]
 11%|█         | 85/782 [00:13<01:51,  6.24it/s]
 11%|█         | 86/782 [00:14<01:51,  6.24it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.23it/s]
 12%|█▏        | 90/782 [00:14<01:51,  6.22it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.23it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.20it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.21it/s]
 12%|█▏        | 96/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.22it/s]
 41%|████      | 318/782 [00:51<01:14,  6.23it/s]
 41%|████      | 319/782 [00:51<01:14,  6.23it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.27it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.27it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 400/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.27it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.27it/s]
 56%|█████▌    | 437/782 [01:10<00:54,  6.27it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.28it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.28it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.28it/s]
 58%|█████▊    | 456/782 [01:13<00:51,  6.28it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.28it/s]
 61%|██████    | 475/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.28it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.28it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.28it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.28it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.28it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.28it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.28it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.28it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.22it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.22it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.23it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.21it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.24it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.22it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.22it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.21it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.22it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.23it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.28it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.28it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:46,  3.38it/s]
  2%|▏         | 3/157 [00:00<00:18,  8.13it/s]
  3%|▎         | 5/157 [00:00<00:13, 11.10it/s]
  4%|▍         | 7/157 [00:00<00:11, 13.03it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.24it/s]
  7%|▋         | 11/157 [00:00<00:09, 15.00it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.65it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.11it/s]
 11%|█         | 17/157 [00:01<00:08, 16.36it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.51it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.72it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.81it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.83it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.86it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.86it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.86it/s]
 21%|██        | 33/157 [00:02<00:07, 16.89it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.92it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.97it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.01it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.01it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.88it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.89it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.92it/s]
 31%|███       | 49/157 [00:03<00:06, 16.93it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.84it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.76it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.83it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.87it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.90it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.81it/s]
 40%|████      | 63/157 [00:03<00:05, 16.84it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.84it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.85it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.86it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.88it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.94it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.98it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.97it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.96it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.89it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.91it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.91it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.92it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.92it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.96it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.95it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.96it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.00it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.98it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.94it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.92it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.92it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.93it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.92it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.92it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.94it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.93it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.96it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.95it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.93it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.93it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.92it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.86it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.86it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.90it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.94it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.95it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.96it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.91it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.90it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.94it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.92it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.94it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.97it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.99it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.93it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.93it/s]
100%|██████████| 157/157 [00:09<00:00, 16.47it/s]
Saved Model as CIFAR_35_end_hll.pt
--> Epoch Number : 35  | Training Loss : 0.0539  | Validation Loss : 0.1116  | Validation Accuracy : 96.49%
Training Epoch: 36

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:28,  1.74it/s]
  0%|          | 2/782 [00:00<04:17,  3.02it/s]
  0%|          | 3/782 [00:00<03:16,  3.96it/s]
  1%|          | 4/782 [00:01<02:47,  4.64it/s]
  1%|          | 5/782 [00:01<02:31,  5.13it/s]
  1%|          | 6/782 [00:01<02:21,  5.47it/s]
  1%|          | 7/782 [00:01<02:15,  5.72it/s]
  1%|          | 8/782 [00:01<02:11,  5.89it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:02<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.28it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.24it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.23it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.23it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.23it/s]
 21%|██        | 161/782 [00:26<01:39,  6.22it/s]
 21%|██        | 162/782 [00:26<01:40,  6.19it/s]
 21%|██        | 163/782 [00:26<01:39,  6.21it/s]
 21%|██        | 164/782 [00:26<01:39,  6.23it/s]
 21%|██        | 165/782 [00:26<01:39,  6.23it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.27it/s]
 22%|██▏       | 174/782 [00:28<01:36,  6.27it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.27it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.27it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.27it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.27it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.27it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.27it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.27it/s]
 27%|██▋       | 212/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.27it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.27it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.27it/s]
 31%|███       | 239/782 [00:38<01:26,  6.27it/s]
 31%|███       | 240/782 [00:38<01:26,  6.27it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.27it/s]
 31%|███       | 243/782 [00:39<01:26,  6.27it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.27it/s]
 34%|███▎      | 262/782 [00:42<01:22,  6.27it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.22it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.22it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.21it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.22it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.22it/s]
 59%|█████▊    | 458/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.22it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 496/782 [01:19<00:46,  6.22it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.21it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.23it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.23it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:32,  6.28it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.29it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.28it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.28it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.28it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.29it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.28it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.28it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.28it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.28it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.28it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.28it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.28it/s]
 77%|███████▋  | 600/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.28it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.28it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.28it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.28it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.28it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.28it/s]
 79%|███████▉  | 619/782 [01:39<00:25,  6.28it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.28it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.28it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.28it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.28it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.28it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.29it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.29it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.29it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.28it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.28it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.28it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.28it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.28it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.28it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.28it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.28it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.28it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.28it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.28it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.28it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.28it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.28it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.28it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.28it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.28it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.28it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.28it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.28it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.28it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.29it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.29it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.29it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.28it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.22it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.22it/s]
 93%|█████████▎| 726/782 [01:56<00:09,  6.22it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.22it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.27it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.23it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.23it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.18it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.27it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.27it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.12it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.68it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.64it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.62it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.87it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.60it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.30it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.84it/s]
 11%|█         | 17/157 [00:01<00:08, 16.05it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.25it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.34it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.48it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.58it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.65it/s]
 18%|█▊        | 29/157 [00:02<00:07, 16.70it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.77it/s]
 21%|██        | 33/157 [00:02<00:07, 16.80it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.86it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.89it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.90it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.88it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.87it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.87it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.86it/s]
 31%|███       | 49/157 [00:03<00:06, 16.83it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.80it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.82it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.81it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.84it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.83it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.79it/s]
 40%|████      | 63/157 [00:04<00:05, 16.80it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.81it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.83it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.85it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.88it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.91it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.89it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.89it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.86it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.86it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.83it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.82it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.83it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.84it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.85it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.88it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.88it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.88it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.79it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.75it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.78it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.81it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.83it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.86it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.87it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.87it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.88it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.89it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.86it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.85it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.87it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.86it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.90it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.91it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.88it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.87it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.90it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.89it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.91it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.88it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.87it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.89it/s]
 94%|█████████▎| 147/157 [00:09<00:00, 16.90it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.87it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.87it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.87it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.85it/s]
100%|██████████| 157/157 [00:09<00:00, 16.33it/s]
--> Epoch Number : 36  | Training Loss : 0.0529  | Validation Loss : 0.1098  | Validation Accuracy : 96.6%
Training Epoch: 37

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:48,  1.91it/s]
  0%|          | 2/782 [00:00<04:02,  3.22it/s]
  0%|          | 3/782 [00:00<03:09,  4.11it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:28,  5.22it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.94it/s]
  1%|          | 9/782 [00:01<02:08,  6.03it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 15/782 [00:02<02:01,  6.29it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.30it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.30it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.31it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.31it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.30it/s]
  3%|▎         | 21/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 28/782 [00:04<01:59,  6.28it/s]
  4%|▎         | 29/782 [00:04<01:59,  6.28it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.30it/s]
  4%|▍         | 33/782 [00:05<01:58,  6.30it/s]
  4%|▍         | 34/782 [00:05<01:58,  6.30it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.30it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.30it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.28it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 53/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 66/782 [00:10<01:53,  6.28it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.28it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 73/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.28it/s]
 11%|█         | 86/782 [00:14<01:50,  6.28it/s]
 11%|█         | 87/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.28it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.27it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.27it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.27it/s]
 27%|██▋       | 212/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.28it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 217/782 [00:34<01:30,  6.28it/s]
 28%|██▊       | 218/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.27it/s]
 30%|███       | 236/782 [00:38<01:27,  6.27it/s]
 30%|███       | 237/782 [00:38<01:26,  6.27it/s]
 30%|███       | 238/782 [00:38<01:26,  6.27it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.27it/s]
 31%|███       | 241/782 [00:38<01:26,  6.27it/s]
 31%|███       | 242/782 [00:38<01:26,  6.27it/s]
 31%|███       | 243/782 [00:39<01:25,  6.27it/s]
 31%|███       | 244/782 [00:39<01:25,  6.27it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.27it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.27it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.22it/s]
 36%|███▋      | 284/782 [00:45<01:20,  6.22it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.22it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:50<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:54<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.23it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.21it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.22it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.23it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.23it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.20it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.85it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.87it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.86it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.23it/s]
  7%|▋         | 11/157 [00:00<00:09, 15.07it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.75it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.25it/s]
 11%|█         | 17/157 [00:01<00:08, 16.57it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.70it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.77it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.87it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.93it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.94it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.96it/s]
 20%|█▉        | 31/157 [00:02<00:07, 17.02it/s]
 21%|██        | 33/157 [00:02<00:07, 17.06it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.06it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.07it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.04it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.04it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.02it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.02it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.00it/s]
 31%|███       | 49/157 [00:03<00:06, 17.00it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.01it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.03it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.03it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.03it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.01it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.01it/s]
 40%|████      | 63/157 [00:03<00:05, 16.98it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.01it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.06it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.12it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.09it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.06it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.03it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.05it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.05it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.05it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.05it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.07it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.09it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.06it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.02it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.02it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.04it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.07it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.06it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.08it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.06it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.04it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.97it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.96it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.98it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.98it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.01it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.03it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.03it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.95it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.97it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.97it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.95it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.02it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.04it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.04it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.00it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.94it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.98it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.97it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.97it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.99it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.07it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.11it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.14it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.10it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.06it/s]
100%|██████████| 157/157 [00:09<00:00, 16.54it/s]
--> Epoch Number : 37  | Training Loss : 0.0504  | Validation Loss : 0.1119  | Validation Accuracy : 96.53%
Training Epoch: 38

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:08,  1.82it/s]
  0%|          | 2/782 [00:00<04:10,  3.12it/s]
  0%|          | 3/782 [00:00<03:13,  4.03it/s]
  1%|          | 4/782 [00:01<02:45,  4.69it/s]
  1%|          | 5/782 [00:01<02:30,  5.17it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.29it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 28/782 [00:04<01:59,  6.29it/s]
  4%|▎         | 29/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.30it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.30it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.30it/s]
  4%|▍         | 33/782 [00:05<01:58,  6.30it/s]
  4%|▍         | 34/782 [00:05<01:58,  6.29it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.29it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 40/782 [00:06<01:57,  6.29it/s]
  5%|▌         | 41/782 [00:06<01:57,  6.29it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.28it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.28it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:52,  6.28it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.27it/s]
 10%|█         | 82/782 [00:13<01:51,  6.28it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.28it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:50,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 96/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:50,  6.23it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.23it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.23it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:15,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.23it/s]
 40%|████      | 316/782 [00:50<01:14,  6.23it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.27it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.27it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 337/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.28it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.27it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.27it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.27it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.28it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.28it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.27it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.27it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.27it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.28it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.28it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.28it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.27it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.27it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.27it/s]
 49%|████▊     | 381/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.27it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.27it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 400/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.27it/s]
 52%|█████▏    | 406/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.27it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.19it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.20it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.21it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.22it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.23it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.22it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.21it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.21it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.23it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.23it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.28it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.28it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.22it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.22it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 645/782 [01:43<00:22,  6.22it/s]
 83%|████████▎ | 646/782 [01:43<00:22,  6.16it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.19it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.15it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.17it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.20it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.23it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.21it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.22it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.28it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.29it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.29it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.29it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.29it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.30it/s]
 86%|████████▌ | 669/782 [01:47<00:17,  6.30it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.30it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.30it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.29it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.28it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.29it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.29it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.29it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.29it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.29it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.29it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.29it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.29it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.28it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.28it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.28it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.28it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.29it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.29it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.29it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.29it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.29it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.29it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.28it/s]
 91%|█████████ | 713/782 [01:54<00:10,  6.28it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.28it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.28it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.28it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.28it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.28it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.28it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.28it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.28it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.29it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.29it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.28it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.28it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.28it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.28it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.28it/s]
 94%|█████████▍| 738/782 [01:58<00:06,  6.29it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.29it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.29it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.29it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.29it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.29it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.28it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.28it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.29it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.28it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.28it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.28it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.28it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.27it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.29it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.29it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.28it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.29it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.29it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.29it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.26it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.26it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.27it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.27it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.27it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.26it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.03it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.65it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.67it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.68it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.02it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.91it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.67it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.19it/s]
 11%|█         | 17/157 [00:01<00:08, 16.46it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.66it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.80it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.85it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.90it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.97it/s]
 18%|█▊        | 29/157 [00:01<00:07, 17.01it/s]
 20%|█▉        | 31/157 [00:02<00:07, 17.01it/s]
 21%|██        | 33/157 [00:02<00:07, 17.04it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.09it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.08it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.05it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.03it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.02it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.03it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.05it/s]
 31%|███       | 49/157 [00:03<00:06, 17.08it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.11it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.12it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.09it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.05it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.05it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.04it/s]
 40%|████      | 63/157 [00:03<00:05, 17.05it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.04it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.07it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.05it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.08it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.07it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.01it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.00it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.00it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.97it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.99it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.94it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.93it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.97it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.98it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.95it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.95it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.96it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.96it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.01it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.05it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.06it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.07it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.04it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.01it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.00it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.99it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.00it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.04it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.04it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.07it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.03it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.00it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.94it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.89it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.90it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.92it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.93it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.96it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.99it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.05it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.05it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.99it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.99it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.01it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.00it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.01it/s]
100%|██████████| 157/157 [00:09<00:00, 16.50it/s]
--> Epoch Number : 38  | Training Loss : 0.0498  | Validation Loss : 0.1122  | Validation Accuracy : 96.6%
Training Epoch: 39

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:35,  1.98it/s]
  0%|          | 2/782 [00:00<03:57,  3.29it/s]
  0%|          | 3/782 [00:00<03:07,  4.16it/s]
  1%|          | 4/782 [00:00<02:42,  4.80it/s]
  1%|          | 5/782 [00:01<02:28,  5.24it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.93it/s]
  1%|          | 9/782 [00:01<02:08,  6.03it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.22it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 109/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.23it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.23it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.23it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.23it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.23it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:14,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.22it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.22it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 508/782 [01:21<00:44,  6.20it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.21it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.22it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.23it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.22it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.22it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.23it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.21it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.21it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.28it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.28it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.28it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.22it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.23it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.24it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.23it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.21it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.28it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.20it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.13it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.79it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.82it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.86it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.24it/s]
  7%|▋         | 11/157 [00:00<00:09, 15.07it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.81it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.22it/s]
 11%|█         | 17/157 [00:01<00:08, 16.56it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.73it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.86it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.92it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.93it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.99it/s]
 18%|█▊        | 29/157 [00:01<00:07, 17.08it/s]
 20%|█▉        | 31/157 [00:02<00:07, 17.14it/s]
 21%|██        | 33/157 [00:02<00:07, 17.15it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.15it/s]
 24%|██▎       | 37/157 [00:02<00:06, 17.16it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.14it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.15it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.13it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.16it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.16it/s]
 31%|███       | 49/157 [00:03<00:06, 17.17it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.17it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.19it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.22it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.17it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.13it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.12it/s]
 40%|████      | 63/157 [00:03<00:05, 17.14it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.19it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.17it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.13it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.16it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.17it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.15it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.16it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.16it/s]
 52%|█████▏    | 81/157 [00:04<00:04, 17.16it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.15it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.15it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.18it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.21it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.20it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.17it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.17it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.15it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.14it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.15it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.15it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.16it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.16it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.15it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.17it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.18it/s]
 73%|███████▎  | 115/157 [00:06<00:02, 17.16it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.15it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.10it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.10it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.13it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.14it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.15it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.12it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.11it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.09it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.09it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.07it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.05it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 17.05it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.01it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.05it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.07it/s]
 95%|█████████▍| 149/157 [00:08<00:00, 17.11it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.13it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.14it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.12it/s]
100%|██████████| 157/157 [00:09<00:00, 16.64it/s]
--> Epoch Number : 39  | Training Loss : 0.0468  | Validation Loss : 0.1106  | Validation Accuracy : 96.69%
Training Epoch: 40

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:55,  1.88it/s]
  0%|          | 2/782 [00:00<04:05,  3.18it/s]
  0%|          | 3/782 [00:00<03:10,  4.09it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 40/782 [00:06<01:59,  6.21it/s]
  5%|▌         | 41/782 [00:06<01:59,  6.23it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.24it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 54/782 [00:09<01:57,  6.22it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.22it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.21it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.22it/s]
  8%|▊         | 59/782 [00:09<01:56,  6.22it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.23it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.20it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.21it/s]
  8%|▊         | 65/782 [00:10<01:55,  6.22it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.23it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.23it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 77/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.23it/s]
 10%|█         | 79/782 [00:13<01:52,  6.23it/s]
 10%|█         | 80/782 [00:13<01:52,  6.23it/s]
 10%|█         | 81/782 [00:13<01:52,  6.23it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:51,  6.24it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 96/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.23it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.23it/s]
 17%|█▋        | 136/782 [00:22<01:44,  6.18it/s]
 18%|█▊        | 137/782 [00:22<01:44,  6.19it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.21it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.22it/s]
 21%|██        | 162/782 [00:26<01:39,  6.22it/s]
 21%|██        | 163/782 [00:26<01:39,  6.22it/s]
 21%|██        | 164/782 [00:26<01:39,  6.23it/s]
 21%|██        | 165/782 [00:26<01:39,  6.23it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 234/782 [00:37<01:28,  6.22it/s]
 30%|███       | 235/782 [00:38<01:28,  6.21it/s]
 30%|███       | 236/782 [00:38<01:27,  6.22it/s]
 30%|███       | 237/782 [00:38<01:27,  6.22it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:27,  6.23it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:42<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.21it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 271/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 272/782 [00:43<01:22,  6.21it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 280/782 [00:45<01:21,  6.18it/s]
 36%|███▌      | 281/782 [00:45<01:21,  6.18it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.20it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.22it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.23it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.23it/s]
 38%|███▊      | 297/782 [00:47<01:18,  6.21it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.22it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.23it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.22it/s]
 40%|████      | 313/782 [00:50<01:15,  6.23it/s]
 40%|████      | 314/782 [00:50<01:15,  6.23it/s]
 40%|████      | 315/782 [00:50<01:14,  6.23it/s]
 40%|████      | 316/782 [00:50<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:14,  6.23it/s]
 41%|████      | 321/782 [00:51<01:13,  6.23it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.23it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.22it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.23it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.23it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.21it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.21it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.21it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.21it/s]
 63%|██████▎   | 496/782 [01:19<00:46,  6.21it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.21it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.23it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.22it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.21it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.22it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.22it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.20it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.21it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.21it/s]
 68%|██████▊   | 533/782 [01:25<00:40,  6.21it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.21it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.20it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.19it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.20it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.21it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.21it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:36<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.23it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.23it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.23it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 620/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.22it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.22it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.22it/s]
 80%|████████  | 628/782 [01:41<00:24,  6.23it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.22it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.22it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.22it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.23it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:45<00:20,  6.18it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.19it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.20it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.22it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.22it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.21it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.22it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.23it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 670/782 [01:47<00:18,  6.22it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 678/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.23it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.22it/s]
 90%|████████▉ | 703/782 [01:53<00:12,  6.22it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.20it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.21it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.22it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.23it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.22it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.23it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:01<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.27it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.27it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.27it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.27it/s]
100%|██████████| 782/782 [02:05<00:00,  6.22it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.32it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.02it/s]
  3%|▎         | 5/157 [00:00<00:13, 11.01it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.97it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.23it/s]
  7%|▋         | 11/157 [00:00<00:09, 15.02it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.72it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.12it/s]
 11%|█         | 17/157 [00:01<00:08, 16.37it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.57it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.69it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.76it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.85it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.88it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.90it/s]
 21%|██        | 33/157 [00:02<00:07, 16.95it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.00it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.01it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.01it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.99it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.97it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.97it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.80it/s]
 31%|███       | 49/157 [00:03<00:06, 16.80it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.84it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.88it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.93it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.97it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.97it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.96it/s]
 40%|████      | 63/157 [00:03<00:05, 16.97it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.88it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.88it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.92it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.94it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.92it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.90it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.92it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.93it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.88it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.84it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.88it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.89it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.92it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.91it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.95it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.95it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.97it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.91it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.91it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.92it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.81it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.81it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.84it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.87it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.87it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.86it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.87it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.90it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.87it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.89it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.90it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.91it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.88it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.90it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.91it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.89it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.87it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.88it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.81it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.80it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.83it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.86it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.88it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.90it/s]
100%|██████████| 157/157 [00:09<00:00, 16.44it/s]
Saved Model as CIFAR_40_end_hll.pt
--> Epoch Number : 40  | Training Loss : 0.0477  | Validation Loss : 0.115  | Validation Accuracy : 96.62%
Training Epoch: 41

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:47,  1.92it/s]
  0%|          | 2/782 [00:00<04:01,  3.23it/s]
  0%|          | 3/782 [00:00<03:08,  4.13it/s]
  1%|          | 4/782 [00:01<02:43,  4.77it/s]
  1%|          | 5/782 [00:01<02:28,  5.22it/s]
  1%|          | 6/782 [00:01<02:20,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.22it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.23it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.23it/s]
  4%|▍         | 32/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.24it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.24it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.23it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.23it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:13<01:52,  6.24it/s]
 10%|█         | 80/782 [00:13<01:52,  6.24it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 96/782 [00:15<01:50,  6.18it/s]
 12%|█▏        | 97/782 [00:15<01:50,  6.18it/s]
 13%|█▎        | 98/782 [00:16<01:50,  6.21it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:40,  6.23it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.24it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.23it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.23it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.23it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.23it/s]
 30%|███       | 237/782 [00:38<01:27,  6.23it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.23it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 253/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:22,  6.21it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.22it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.23it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.23it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.23it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.22it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.22it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.23it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.22it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.22it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.22it/s]
 50%|█████     | 391/782 [01:02<01:03,  6.18it/s]
 50%|█████     | 392/782 [01:03<01:03,  6.18it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.19it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.22it/s]
 51%|█████     | 396/782 [01:03<01:02,  6.22it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.19it/s]
 55%|█████▌    | 434/782 [01:09<00:56,  6.18it/s]
 56%|█████▌    | 435/782 [01:10<00:56,  6.19it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.21it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.21it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.23it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.23it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.22it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.21it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.20it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.22it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.23it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.22it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.22it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.23it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.03it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.65it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.68it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.70it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.99it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.90it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.64it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.13it/s]
 11%|█         | 17/157 [00:01<00:08, 16.45it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.70it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.80it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.87it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.92it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.96it/s]
 18%|█▊        | 29/157 [00:01<00:07, 17.03it/s]
 20%|█▉        | 31/157 [00:02<00:07, 17.03it/s]
 21%|██        | 33/157 [00:02<00:07, 17.08it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.11it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.14it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.13it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.12it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.11it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.10it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.11it/s]
 31%|███       | 49/157 [00:03<00:06, 17.12it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.14it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.18it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.17it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.16it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.14it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.14it/s]
 40%|████      | 63/157 [00:03<00:05, 17.13it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.14it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.15it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.13it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.12it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.13it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.12it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.10it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.10it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.08it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.09it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.07it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.08it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.12it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.15it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.12it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.05it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.03it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.01it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.04it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.07it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.10it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.15it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.12it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.05it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.03it/s]
 73%|███████▎  | 115/157 [00:06<00:02, 17.04it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.05it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.05it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.03it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.07it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.06it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.09it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.09it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.01it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.04it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.03it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.02it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.94it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.97it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.03it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.09it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.13it/s]
 95%|█████████▍| 149/157 [00:08<00:00, 17.16it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.18it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.12it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.04it/s]
100%|██████████| 157/157 [00:09<00:00, 16.57it/s]
--> Epoch Number : 41  | Training Loss : 0.0467  | Validation Loss : 0.111  | Validation Accuracy : 96.64%
Training Epoch: 42

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:54,  1.89it/s]
  0%|          | 2/782 [00:00<04:04,  3.19it/s]
  0%|          | 3/782 [00:00<03:10,  4.09it/s]
  1%|          | 4/782 [00:01<02:43,  4.74it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.24it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.24it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.23it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.24it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:13<01:52,  6.23it/s]
 10%|█         | 80/782 [00:13<01:52,  6.23it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:52,  6.24it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 215/782 [00:34<01:31,  6.22it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.22it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:27,  6.23it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.23it/s]
 31%|███       | 242/782 [00:39<01:26,  6.23it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.23it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.23it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:15,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.23it/s]
 41%|████      | 322/782 [00:51<01:13,  6.23it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.23it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.23it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.23it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.23it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.22it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.03it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.59it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.63it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.67it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.04it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.77it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.49it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.01it/s]
 11%|█         | 17/157 [00:01<00:08, 16.33it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.55it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.69it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.78it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.86it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.85it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.88it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.91it/s]
 21%|██        | 33/157 [00:02<00:07, 16.98it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.00it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.01it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.04it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.03it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.03it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.01it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.97it/s]
 31%|███       | 49/157 [00:03<00:06, 17.00it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.04it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.02it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.01it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.06it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.06it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.03it/s]
 40%|████      | 63/157 [00:03<00:05, 17.03it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.01it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.99it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.04it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.05it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.03it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.02it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.02it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.01it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.01it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.01it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.02it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.04it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.05it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.02it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.01it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.97it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.96it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.93it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.89it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.96it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.97it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.99it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.03it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.03it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.98it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.94it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.94it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.97it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.00it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.99it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.00it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.03it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.99it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.97it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.97it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.98it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.01it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 17.00it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.00it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.03it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.07it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.06it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.05it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.05it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.02it/s]
100%|██████████| 157/157 [00:09<00:00, 16.48it/s]
--> Epoch Number : 42  | Training Loss : 0.0422  | Validation Loss : 0.113  | Validation Accuracy : 96.76%
Training Epoch: 43

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:53,  1.89it/s]
  0%|          | 2/782 [00:00<04:04,  3.19it/s]
  0%|          | 3/782 [00:00<03:11,  4.08it/s]
  1%|          | 4/782 [00:01<02:44,  4.72it/s]
  1%|          | 5/782 [00:01<02:29,  5.19it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:14,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.23it/s]
  3%|▎         | 27/782 [00:04<02:01,  6.23it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.23it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:56,  6.23it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.23it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.27it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:30,  6.19it/s]
 29%|██▊       | 223/782 [00:36<01:30,  6.20it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.21it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.19it/s]
 29%|██▉       | 228/782 [00:36<01:29,  6.19it/s]
 29%|██▉       | 229/782 [00:37<01:29,  6.20it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.21it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.20it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.21it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 234/782 [00:37<01:28,  6.23it/s]
 30%|███       | 235/782 [00:37<01:27,  6.23it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.21it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.21it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.20it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 271/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.27it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.27it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.27it/s]
 39%|███▉      | 306/782 [00:49<01:15,  6.27it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.27it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.27it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.27it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.27it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.27it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.27it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.27it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.27it/s]
 49%|████▊     | 381/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.27it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 400/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.27it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.27it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.27it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.27it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.27it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.27it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.28it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.27it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.22it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.22it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.22it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.22it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.22it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.28it/s]
 74%|███████▎  | 575/782 [01:32<00:32,  6.28it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.28it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.28it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.27it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.27it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.27it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.22it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.03it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.59it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.62it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.66it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.99it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.87it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.62it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.11it/s]
 11%|█         | 17/157 [00:01<00:08, 16.39it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.48it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.58it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.66it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.73it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.81it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.88it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.94it/s]
 21%|██        | 33/157 [00:02<00:07, 17.00it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.00it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.99it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.97it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.95it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.95it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.94it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.97it/s]
 31%|███       | 49/157 [00:03<00:06, 17.02it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.05it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.06it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.05it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.04it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.00it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.98it/s]
 40%|████      | 63/157 [00:03<00:05, 16.97it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.01it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.03it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.02it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.04it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.05it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.03it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.02it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.98it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.00it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.02it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.00it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.99it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.01it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.01it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.97it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.97it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.97it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.97it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.98it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.96it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.96it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.99it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.98it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.95it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.94it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.92it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.92it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.95it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.94it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.96it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.01it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.02it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.00it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.96it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.91it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.89it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.90it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.85it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.87it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.94it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.96it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.99it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.99it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.99it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.97it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.96it/s]
100%|██████████| 157/157 [00:09<00:00, 16.47it/s]
--> Epoch Number : 43  | Training Loss : 0.0398  | Validation Loss : 0.1155  | Validation Accuracy : 96.53%
Training Epoch: 44

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:11,  1.81it/s]
  0%|          | 2/782 [00:00<04:11,  3.11it/s]
  0%|          | 3/782 [00:00<03:12,  4.04it/s]
  1%|          | 4/782 [00:01<02:45,  4.71it/s]
  1%|          | 5/782 [00:01<02:29,  5.19it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.94it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.10it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 15/782 [00:02<02:01,  6.29it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.30it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.30it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.30it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:00,  6.30it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.31it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.31it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.30it/s]
  3%|▎         | 25/782 [00:04<01:59,  6.31it/s]
  3%|▎         | 26/782 [00:04<01:59,  6.30it/s]
  3%|▎         | 27/782 [00:04<01:59,  6.31it/s]
  4%|▎         | 28/782 [00:04<01:59,  6.30it/s]
  4%|▎         | 29/782 [00:04<01:59,  6.30it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.30it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.29it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.30it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.30it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.30it/s]
  5%|▍         | 39/782 [00:06<01:57,  6.30it/s]
  5%|▌         | 40/782 [00:06<01:57,  6.30it/s]
  5%|▌         | 41/782 [00:06<01:57,  6.29it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.30it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.30it/s]
  6%|▌         | 44/782 [00:07<01:56,  6.31it/s]
  6%|▌         | 45/782 [00:07<01:56,  6.31it/s]
  6%|▌         | 46/782 [00:07<01:56,  6.31it/s]
  6%|▌         | 47/782 [00:07<01:56,  6.31it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.30it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.30it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.30it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.30it/s]
  7%|▋         | 52/782 [00:08<01:55,  6.30it/s]
  7%|▋         | 53/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.30it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.30it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.29it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:54,  6.29it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.30it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.30it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.30it/s]
  8%|▊         | 64/782 [00:10<01:53,  6.30it/s]
  8%|▊         | 65/782 [00:10<01:53,  6.30it/s]
  8%|▊         | 66/782 [00:10<01:53,  6.29it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.28it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.29it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.29it/s]
  9%|▉         | 71/782 [00:11<01:52,  6.29it/s]
  9%|▉         | 72/782 [00:11<01:52,  6.29it/s]
  9%|▉         | 73/782 [00:11<01:52,  6.29it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.21it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.21it/s]
 28%|██▊       | 221/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.23it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.20it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.20it/s]
 29%|██▉       | 228/782 [00:36<01:29,  6.20it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.21it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 234/782 [00:37<01:28,  6.20it/s]
 30%|███       | 235/782 [00:37<01:28,  6.21it/s]
 30%|███       | 236/782 [00:38<01:27,  6.23it/s]
 30%|███       | 237/782 [00:38<01:27,  6.23it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:26,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.23it/s]
 31%|███       | 243/782 [00:39<01:26,  6.22it/s]
 31%|███       | 244/782 [00:39<01:26,  6.22it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.22it/s]
 31%|███▏      | 246/782 [00:39<01:26,  6.22it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.22it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.21it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.23it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.21it/s]
 33%|███▎      | 259/782 [00:41<01:24,  6.21it/s]
 33%|███▎      | 260/782 [00:41<01:24,  6.20it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.21it/s]
 34%|███▎      | 262/782 [00:42<01:24,  6.16it/s]
 34%|███▎      | 263/782 [00:42<01:24,  6.18it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.20it/s]
 34%|███▍      | 265/782 [00:42<01:23,  6.20it/s]
 34%|███▍      | 266/782 [00:42<01:23,  6.19it/s]
 34%|███▍      | 267/782 [00:43<01:23,  6.20it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.21it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.21it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 271/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.21it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.21it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.22it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.23it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.23it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.22it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.23it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.23it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 290/782 [00:46<01:19,  6.21it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.22it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.23it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.23it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.22it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.21it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.22it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:17,  6.22it/s]
 39%|███▊      | 303/782 [00:48<01:17,  6.22it/s]
 39%|███▉      | 304/782 [00:48<01:17,  6.21it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.20it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.20it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.20it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.20it/s]
 40%|███▉      | 309/782 [00:49<01:16,  6.21it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.22it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.22it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.22it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:15,  6.23it/s]
 40%|████      | 315/782 [00:50<01:14,  6.23it/s]
 40%|████      | 316/782 [00:50<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.27it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.27it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.27it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.27it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 359/782 [00:57<01:08,  6.21it/s]
 46%|████▌     | 360/782 [00:57<01:08,  6.19it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.19it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.20it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.21it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 365/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 366/782 [00:58<01:07,  6.21it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.20it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.21it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.21it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.20it/s]
 47%|████▋     | 371/782 [00:59<01:06,  6.21it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.22it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.28it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.22it/s]
 60%|██████    | 471/782 [01:15<00:50,  6.21it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.20it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.23it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.22it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.20it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.19it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.20it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.18it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.19it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.21it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.22it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.22it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.22it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.22it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.21it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.22it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.22it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.21it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.23it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.23it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.22it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.23it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.23it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.28it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.21it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.20it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.19it/s]
 76%|███████▌  | 595/782 [01:35<00:30,  6.20it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.22it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.22it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.21it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.22it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.23it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.23it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.23it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.23it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.18it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.78it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.77it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.73it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.05it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.80it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.51it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.99it/s]
 11%|█         | 17/157 [00:01<00:08, 16.32it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.51it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.60it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.66it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.69it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.74it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.77it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.80it/s]
 21%|██        | 33/157 [00:02<00:07, 16.85it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.89it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.89it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.89it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.91it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.91it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.91it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.90it/s]
 31%|███       | 49/157 [00:03<00:06, 16.90it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.92it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.94it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.94it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.95it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.94it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.92it/s]
 40%|████      | 63/157 [00:03<00:05, 16.82it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.83it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.86it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.89it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.87it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.90it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.90it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.88it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.81it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.79it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.80it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.82it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.84it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.89it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.91it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.92it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.92it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.86it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.86it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.86it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.84it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.86it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.88it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.89it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.90it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.91it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.87it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.86it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.83it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.85it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.87it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.92it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.91it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.92it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.87it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.83it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.82it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.79it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.83it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.80it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.82it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.85it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.91it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.92it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.89it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.87it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.85it/s]
100%|██████████| 157/157 [00:09<00:00, 16.40it/s]
--> Epoch Number : 44  | Training Loss : 0.0385  | Validation Loss : 0.1115  | Validation Accuracy : 96.86%
Training Epoch: 45

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:06,  1.83it/s]
  0%|          | 2/782 [00:00<04:09,  3.13it/s]
  0%|          | 3/782 [00:00<03:12,  4.05it/s]
  1%|          | 4/782 [00:01<02:45,  4.72it/s]
  1%|          | 5/782 [00:01<02:30,  5.18it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.73it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.05it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.24it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.23it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.24it/s]
 21%|██        | 164/782 [00:26<01:39,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.21it/s]
 36%|███▌      | 278/782 [00:44<01:21,  6.21it/s]
 36%|███▌      | 279/782 [00:45<01:21,  6.20it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.21it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.22it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.27it/s]
 40%|███▉      | 312/782 [00:50<01:14,  6.28it/s]
 40%|████      | 313/782 [00:50<01:14,  6.27it/s]
 40%|████      | 314/782 [00:50<01:14,  6.27it/s]
 40%|████      | 315/782 [00:50<01:14,  6.27it/s]
 40%|████      | 316/782 [00:50<01:14,  6.27it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.27it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.27it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.27it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.28it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.27it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.27it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.27it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.27it/s]
 49%|████▉     | 387/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.22it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.23it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.23it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.22it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.16it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.84it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.83it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.82it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.10it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.94it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.64it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.08it/s]
 11%|█         | 17/157 [00:01<00:08, 16.37it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.57it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.73it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.78it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.84it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.86it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.91it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.90it/s]
 21%|██        | 33/157 [00:02<00:07, 16.93it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.92it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.96it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.94it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.94it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.94it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.96it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.98it/s]
 31%|███       | 49/157 [00:03<00:06, 16.99it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.99it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.99it/s]
 35%|███▌      | 55/157 [00:03<00:06, 17.00it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.97it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.96it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.93it/s]
 40%|████      | 63/157 [00:03<00:05, 16.94it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.96it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.97it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.96it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.98it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.01it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.96it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.95it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.94it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.97it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.97it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.97it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.00it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.99it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.99it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.00it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.94it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.94it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.95it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.96it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.97it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.00it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.01it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.03it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.03it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.01it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.00it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.01it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.99it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.01it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.98it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.92it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.93it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.94it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.94it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.92it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.91it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.94it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.98it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.96it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.97it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.01it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.01it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.00it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.97it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.95it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.94it/s]
100%|██████████| 157/157 [00:09<00:00, 16.49it/s]
Saved Model as CIFAR_45_end_hll.pt
--> Epoch Number : 45  | Training Loss : 0.0397  | Validation Loss : 0.1125  | Validation Accuracy : 96.89%
Training Epoch: 46

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:03,  1.85it/s]
  0%|          | 2/782 [00:00<04:08,  3.14it/s]
  0%|          | 3/782 [00:00<03:12,  4.05it/s]
  1%|          | 4/782 [00:01<02:45,  4.70it/s]
  1%|          | 5/782 [00:01<02:30,  5.17it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.10it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.24it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.24it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.23it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.22it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 96/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 109/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 110/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.23it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.22it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.23it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:41,  6.21it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.22it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.23it/s]
 21%|██        | 163/782 [00:26<01:39,  6.23it/s]
 21%|██        | 164/782 [00:26<01:39,  6.22it/s]
 21%|██        | 165/782 [00:26<01:39,  6.22it/s]
 21%|██        | 166/782 [00:26<01:39,  6.21it/s]
 21%|██▏       | 167/782 [00:27<01:39,  6.20it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 172/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.22it/s]
 24%|██▎       | 184/782 [00:29<01:36,  6.22it/s]
 24%|██▎       | 185/782 [00:30<01:36,  6.21it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.21it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.21it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 190/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 191/782 [00:30<01:35,  6.21it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.23it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 203/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.22it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.20it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.22it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 209/782 [00:33<01:32,  6.21it/s]
 27%|██▋       | 210/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.21it/s]
 27%|██▋       | 215/782 [00:34<01:31,  6.21it/s]
 28%|██▊       | 216/782 [00:34<01:31,  6.21it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 221/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 222/782 [00:35<01:30,  6.21it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.22it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.20it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.20it/s]
 29%|██▉       | 228/782 [00:36<01:29,  6.20it/s]
 29%|██▉       | 229/782 [00:37<01:29,  6.21it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.21it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 234/782 [00:37<01:28,  6.22it/s]
 30%|███       | 235/782 [00:38<01:27,  6.23it/s]
 30%|███       | 236/782 [00:38<01:27,  6.23it/s]
 30%|███       | 237/782 [00:38<01:27,  6.23it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:26,  6.24it/s]
 31%|███       | 240/782 [00:38<01:27,  6.22it/s]
 31%|███       | 241/782 [00:39<01:27,  6.21it/s]
 31%|███       | 242/782 [00:39<01:26,  6.22it/s]
 31%|███       | 243/782 [00:39<01:26,  6.23it/s]
 31%|███       | 244/782 [00:39<01:26,  6.23it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.23it/s]
 31%|███▏      | 246/782 [00:39<01:26,  6.23it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 260/782 [00:42<01:23,  6.22it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.22it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.22it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 266/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:20,  6.22it/s]
 36%|███▋      | 285/782 [00:46<01:20,  6.21it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.21it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:47<01:18,  6.23it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.22it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.22it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.21it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.22it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.23it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.22it/s]
 40%|███▉      | 309/782 [00:49<01:16,  6.22it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.21it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.22it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.22it/s]
 40%|████      | 313/782 [00:50<01:15,  6.23it/s]
 40%|████      | 314/782 [00:50<01:15,  6.23it/s]
 40%|████      | 315/782 [00:50<01:15,  6.23it/s]
 40%|████      | 316/782 [00:51<01:14,  6.21it/s]
 41%|████      | 317/782 [00:51<01:14,  6.22it/s]
 41%|████      | 318/782 [00:51<01:14,  6.23it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 340/782 [00:54<01:11,  6.22it/s]
 44%|████▎     | 341/782 [00:55<01:10,  6.23it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.21it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.22it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.22it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.22it/s]
 45%|████▌     | 352/782 [00:56<01:09,  6.22it/s]
 45%|████▌     | 353/782 [00:56<01:09,  6.21it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.21it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.23it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.23it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.21it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.21it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.22it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 391/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 422/782 [01:08<00:57,  6.21it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.21it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.21it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.20it/s]
 55%|█████▍    | 428/782 [01:09<00:56,  6.21it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.22it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 447/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.22it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.22it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.22it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.22it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:16<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.22it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:20<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.22it/s]
 64%|██████▍   | 503/782 [01:21<00:44,  6.22it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 522/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.20it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.20it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.20it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.21it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.22it/s]
 68%|██████▊   | 528/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 534/782 [01:26<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 578/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:36<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.21it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.21it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.22it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.23it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.23it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.23it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:41<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.23it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.22it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:45<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:46<00:19,  6.23it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.20it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.20it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.21it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.23it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.23it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.22it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.22it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.23it/s]
 87%|████████▋ | 684/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.23it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 701/782 [01:52<00:13,  6.21it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.23it/s]
 90%|████████▉ | 703/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 728/782 [01:57<00:08,  6.22it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.22it/s]
 94%|█████████▍| 734/782 [01:58<00:07,  6.21it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.22it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.22it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.24it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.23it/s]
 96%|█████████▋| 753/782 [02:01<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.22it/s]
 97%|█████████▋| 759/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.22it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.21it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.22it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.21it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.21it/s]
 98%|█████████▊| 765/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.19it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.22it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.13it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.76it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.77it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.77it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.04it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.92it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.60it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.06it/s]
 11%|█         | 17/157 [00:01<00:08, 16.40it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.63it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.73it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.79it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.85it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.90it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.93it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.97it/s]
 21%|██        | 33/157 [00:02<00:07, 16.99it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.03it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.06it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.00it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.00it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.97it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.95it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.98it/s]
 31%|███       | 49/157 [00:03<00:06, 17.01it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.06it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.05it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.07it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.03it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.00it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.99it/s]
 40%|████      | 63/157 [00:03<00:05, 16.99it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.01it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.04it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.04it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.05it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.04it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.01it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.98it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.91it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.92it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.92it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.94it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.96it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.99it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.99it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.97it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.95it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.92it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.93it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.94it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.92it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.90it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.92it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.93it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.94it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.93it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.91it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.91it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.92it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.93it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.91it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.89it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.87it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.87it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.89it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.87it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.86it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.89it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.91it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.88it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.90it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.89it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.89it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.89it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.90it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.85it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.86it/s]
100%|██████████| 157/157 [00:09<00:00, 16.47it/s]
--> Epoch Number : 46  | Training Loss : 0.0358  | Validation Loss : 0.1097  | Validation Accuracy : 96.69%
Training Epoch: 47

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:15,  1.79it/s]
  0%|          | 2/782 [00:00<04:13,  3.08it/s]
  0%|          | 3/782 [00:00<03:14,  4.00it/s]
  1%|          | 4/782 [00:01<02:46,  4.68it/s]
  1%|          | 5/782 [00:01<02:30,  5.16it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:14,  5.74it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 15/782 [00:02<02:01,  6.29it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.30it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.30it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.30it/s]
  3%|▎         | 20/782 [00:03<02:00,  6.30it/s]
  3%|▎         | 21/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.27it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.27it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.28it/s]
 10%|█         | 79/782 [00:12<01:52,  6.28it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.27it/s]
 10%|█         | 82/782 [00:13<01:51,  6.28it/s]
 11%|█         | 83/782 [00:13<01:51,  6.28it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:50,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 92/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.27it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.27it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:46,  6.28it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 117/782 [00:19<01:45,  6.28it/s]
 15%|█▌        | 118/782 [00:19<01:45,  6.28it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.28it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.28it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.28it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.28it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.27it/s]
 17%|█▋        | 130/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.28it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.27it/s]
 18%|█▊        | 143/782 [00:23<01:41,  6.27it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 149/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.27it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.27it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.27it/s]
 21%|██        | 161/782 [00:26<01:39,  6.27it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.27it/s]
 21%|██        | 164/782 [00:26<01:38,  6.27it/s]
 21%|██        | 165/782 [00:26<01:38,  6.28it/s]
 21%|██        | 166/782 [00:26<01:38,  6.28it/s]
 21%|██▏       | 167/782 [00:27<01:37,  6.28it/s]
 21%|██▏       | 168/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.28it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.29it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.29it/s]
 22%|██▏       | 173/782 [00:27<01:36,  6.28it/s]
 22%|██▏       | 174/782 [00:28<01:36,  6.28it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.28it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.27it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.27it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.27it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.27it/s]
 24%|██▍       | 187/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.27it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.27it/s]
 25%|██▍       | 193/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 215/782 [00:34<01:31,  6.23it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.28it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.29it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.29it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.28it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.28it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:38<01:26,  6.27it/s]
 31%|███       | 243/782 [00:39<01:25,  6.28it/s]
 31%|███       | 244/782 [00:39<01:25,  6.29it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.29it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.29it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.28it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.28it/s]
 32%|███▏      | 249/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.28it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.28it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.28it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.27it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.27it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 261/782 [00:42<01:22,  6.28it/s]
 34%|███▎      | 262/782 [00:42<01:22,  6.29it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.29it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.28it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 267/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.27it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.27it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.28it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.28it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.28it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.27it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.27it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.28it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.28it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.28it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.28it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.27it/s]
 39%|███▉      | 306/782 [00:49<01:15,  6.27it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.28it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.28it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 311/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 312/782 [00:50<01:14,  6.27it/s]
 40%|████      | 313/782 [00:50<01:14,  6.27it/s]
 40%|████      | 314/782 [00:50<01:14,  6.27it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.27it/s]
 41%|████      | 317/782 [00:50<01:14,  6.27it/s]
 41%|████      | 318/782 [00:51<01:14,  6.27it/s]
 41%|████      | 319/782 [00:51<01:13,  6.27it/s]
 41%|████      | 320/782 [00:51<01:13,  6.28it/s]
 41%|████      | 321/782 [00:51<01:13,  6.28it/s]
 41%|████      | 322/782 [00:51<01:13,  6.27it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.27it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.27it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.27it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.27it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 336/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 337/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.28it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.28it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 342/782 [00:54<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.27it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.28it/s]
 45%|████▍     | 349/782 [00:56<01:08,  6.28it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.27it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.28it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.28it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.28it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.28it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.28it/s]
 46%|████▌     | 356/782 [00:57<01:07,  6.28it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.28it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:57<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:06,  6.22it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.23it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 392/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 400/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.27it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 411/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 417/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.20it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.21it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.23it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 436/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.27it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.28it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.28it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.27it/s]
 57%|█████▋    | 442/782 [01:10<00:54,  6.28it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.28it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.27it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 480/782 [01:16<00:48,  6.28it/s]
 62%|██████▏   | 481/782 [01:17<00:47,  6.28it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 486/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.28it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.28it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.28it/s]
 63%|██████▎   | 493/782 [01:19<00:45,  6.28it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.28it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.28it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.28it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.28it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.28it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.28it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.28it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 511/782 [01:21<00:43,  6.28it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.28it/s]
 68%|██████▊   | 530/782 [01:24<00:40,  6.28it/s]
 68%|██████▊   | 531/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.28it/s]
 69%|██████▊   | 536/782 [01:25<00:39,  6.28it/s]
 69%|██████▊   | 537/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:27<00:37,  6.28it/s]
 70%|███████   | 550/782 [01:28<00:36,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 561/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:31<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 586/782 [01:33<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.27it/s]
 81%|████████  | 630/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 649/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.28it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.29it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.29it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.29it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:46<00:18,  6.28it/s]
 86%|████████▌ | 669/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.29it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:47<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.28it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.29it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:50<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:51<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 705/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:10,  6.28it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.28it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.28it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:55<00:09,  6.28it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.27it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:57<00:07,  6.28it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.27it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.28it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.28it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.28it/s]
 95%|█████████▌| 743/782 [01:58<00:06,  6.28it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.28it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.27it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 749/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:01<00:03,  6.27it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 768/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.26it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 774/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.27it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.25it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:46,  3.34it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.08it/s]
  3%|▎         | 5/157 [00:00<00:13, 11.07it/s]
  4%|▍         | 7/157 [00:00<00:11, 13.03it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.29it/s]
  7%|▋         | 11/157 [00:00<00:09, 15.05it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.69it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.13it/s]
 11%|█         | 17/157 [00:01<00:08, 16.46it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.67it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.78it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.81it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.83it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.86it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.89it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.90it/s]
 21%|██        | 33/157 [00:02<00:07, 16.96it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.97it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.97it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.98it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.96it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.96it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.95it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.92it/s]
 31%|███       | 49/157 [00:03<00:06, 16.94it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.95it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.97it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.98it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.99it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.97it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.98it/s]
 40%|████      | 63/157 [00:03<00:05, 16.95it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.94it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.92it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.92it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.91it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.93it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.95it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.96it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.97it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.99it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.97it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.95it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.95it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.94it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.95it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.96it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.97it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.94it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.96it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.94it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.94it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.95it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.93it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.94it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.94it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.94it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.93it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.94it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.92it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.94it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.96it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.97it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.95it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.92it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.90it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.86it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.85it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.83it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.78it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.83it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.81it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.84it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.86it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.86it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.88it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.87it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.88it/s]
100%|██████████| 157/157 [00:09<00:00, 16.49it/s]
--> Epoch Number : 47  | Training Loss : 0.0363  | Validation Loss : 0.1124  | Validation Accuracy : 96.68%
Training Epoch: 48

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:54,  1.88it/s]
  0%|          | 2/782 [00:00<04:06,  3.16it/s]
  0%|          | 3/782 [00:00<03:11,  4.07it/s]
  1%|          | 4/782 [00:01<02:44,  4.72it/s]
  1%|          | 5/782 [00:01<02:29,  5.18it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:14,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.05it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.24it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.23it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.23it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.21it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.20it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.20it/s]
 19%|█▉        | 147/782 [00:23<01:42,  6.21it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.23it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.22it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 178/782 [00:28<01:37,  6.21it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:36,  6.22it/s]
 24%|██▎       | 185/782 [00:30<01:36,  6.22it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.21it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.21it/s]
 24%|██▍       | 190/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.22it/s]
 25%|██▍       | 192/782 [00:31<01:35,  6.21it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.20it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.20it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.22it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.23it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 210/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:38<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:42<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:13,  6.21it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.21it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.22it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.22it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.22it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 458/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.23it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.23it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.22it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.23it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 527/782 [01:24<00:41,  6.19it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.21it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.21it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.21it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.20it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.20it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.21it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.22it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.22it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.18it/s]
 85%|████████▍ | 664/782 [01:46<00:19,  6.18it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.20it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.22it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.23it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.23it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.22it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.93it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.93it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.89it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.15it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.95it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.66it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.11it/s]
 11%|█         | 17/157 [00:01<00:08, 16.39it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.63it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.73it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.81it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.83it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.89it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.94it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.95it/s]
 21%|██        | 33/157 [00:02<00:07, 16.98it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.01it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.03it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.03it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.01it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.99it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.87it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.88it/s]
 31%|███       | 49/157 [00:03<00:06, 16.90it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.93it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.95it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.98it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.00it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.99it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.00it/s]
 40%|████      | 63/157 [00:03<00:05, 17.00it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.98it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.00it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.01it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.03it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.05it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.06it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.06it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.08it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.02it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.98it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.00it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.03it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.05it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.10it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.06it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.03it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.00it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.95it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.94it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.93it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.95it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.97it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.03it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.06it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.00it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.96it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.94it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.92it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.95it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.97it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.01it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.05it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.00it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.96it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.92it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.89it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.86it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.85it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.86it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.93it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.98it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.95it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.91it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.91it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.92it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.88it/s]
100%|██████████| 157/157 [00:09<00:00, 16.48it/s]
--> Epoch Number : 48  | Training Loss : 0.0367  | Validation Loss : 0.1113  | Validation Accuracy : 96.76%
Training Epoch: 49

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:40,  1.95it/s]
  0%|          | 2/782 [00:00<04:00,  3.24it/s]
  0%|          | 3/782 [00:00<03:07,  4.15it/s]
  1%|          | 4/782 [00:00<02:42,  4.79it/s]
  1%|          | 5/782 [00:01<02:28,  5.24it/s]
  1%|          | 6/782 [00:01<02:19,  5.56it/s]
  1%|          | 7/782 [00:01<02:14,  5.78it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:12<01:52,  6.23it/s]
 10%|█         | 80/782 [00:13<01:52,  6.24it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:52,  6.23it/s]
 11%|█         | 84/782 [00:13<01:52,  6.22it/s]
 11%|█         | 85/782 [00:13<01:51,  6.23it/s]
 11%|█         | 86/782 [00:14<01:51,  6.24it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.23it/s]
 13%|█▎        | 98/782 [00:16<01:50,  6.19it/s]
 13%|█▎        | 99/782 [00:16<01:50,  6.21it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.21it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.23it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.23it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.23it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.20it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.27it/s]
 20%|██        | 158/782 [00:25<01:39,  6.27it/s]
 20%|██        | 159/782 [00:25<01:39,  6.27it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.20it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.27it/s]
 30%|███       | 236/782 [00:38<01:27,  6.27it/s]
 30%|███       | 237/782 [00:38<01:26,  6.27it/s]
 30%|███       | 238/782 [00:38<01:26,  6.27it/s]
 31%|███       | 239/782 [00:38<01:26,  6.27it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.23it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.23it/s]
 57%|█████▋    | 442/782 [01:11<00:55,  6.18it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.17it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.19it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.20it/s]
 57%|█████▋    | 446/782 [01:11<00:54,  6.21it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.22it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.23it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.22it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.22it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.23it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.23it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:44,  6.22it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.19it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.19it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.20it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.21it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.23it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.23it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.23it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.23it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.21it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.20it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.19it/s]
 82%|████████▏ | 639/782 [01:42<00:23,  6.20it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.21it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.22it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.27it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.27it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.27it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.20it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.24it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.27it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.25it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.92it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.92it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.87it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.17it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.94it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.60it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.04it/s]
 11%|█         | 17/157 [00:01<00:08, 16.29it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.47it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.58it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.66it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.69it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.76it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.83it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.80it/s]
 21%|██        | 33/157 [00:02<00:07, 16.70it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.57it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.66it/s]
 25%|██▍       | 39/157 [00:02<00:07, 16.74it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.78it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.79it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.80it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.87it/s]
 31%|███       | 49/157 [00:03<00:06, 16.90it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.87it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.85it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.86it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.87it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.87it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.86it/s]
 40%|████      | 63/157 [00:03<00:05, 16.87it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.88it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.85it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.85it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.86it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.85it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.86it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.86it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.88it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.89it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.87it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.88it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.86it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.82it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.79it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.80it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.78it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.79it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.82it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.86it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.90it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.87it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.83it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.86it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.88it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.88it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.80it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.80it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.81it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.78it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.80it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.79it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.79it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.81it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.81it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.77it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.78it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.80it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.81it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.83it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.81it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.85it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.88it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.89it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.90it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.86it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.84it/s]
100%|██████████| 157/157 [00:09<00:00, 16.37it/s]
--> Epoch Number : 49  | Training Loss : 0.0356  | Validation Loss : 0.1121  | Validation Accuracy : 96.77%
Training Epoch: 50

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:47,  1.92it/s]
  0%|          | 2/782 [00:00<04:02,  3.21it/s]
  0%|          | 3/782 [00:00<03:08,  4.12it/s]
  1%|          | 4/782 [00:01<02:42,  4.77it/s]
  1%|          | 5/782 [00:01<02:28,  5.23it/s]
  1%|          | 6/782 [00:01<02:19,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.93it/s]
  1%|          | 9/782 [00:01<02:08,  6.03it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<01:59,  6.28it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:59,  6.22it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.23it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.22it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:58,  6.22it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.23it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.22it/s]
  7%|▋         | 52/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.23it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.22it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 77/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:52,  6.21it/s]
 11%|█         | 84/782 [00:13<01:52,  6.21it/s]
 11%|█         | 85/782 [00:13<01:52,  6.17it/s]
 11%|█         | 86/782 [00:14<01:52,  6.18it/s]
 11%|█         | 87/782 [00:14<01:52,  6.20it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.22it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.23it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.23it/s]
 19%|█▉        | 147/782 [00:23<01:42,  6.22it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.23it/s]
 20%|██        | 157/782 [00:25<01:40,  6.23it/s]
 20%|██        | 158/782 [00:25<01:40,  6.23it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.23it/s]
 21%|██        | 163/782 [00:26<01:39,  6.22it/s]
 21%|██        | 164/782 [00:26<01:39,  6.22it/s]
 21%|██        | 165/782 [00:26<01:39,  6.23it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.27it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.27it/s]
 25%|██▍       | 193/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.27it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.27it/s]
 34%|███▎      | 262/782 [00:42<01:22,  6.27it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 341/782 [00:54<01:11,  6.18it/s]
 44%|████▎     | 342/782 [00:55<01:11,  6.19it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.19it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.20it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.21it/s]
 44%|████▍     | 346/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.23it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.23it/s]
 45%|████▌     | 352/782 [00:56<01:09,  6.22it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.22it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.27it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.22it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.18it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.20it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.20it/s]
 55%|█████▌    | 434/782 [01:09<00:56,  6.21it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.21it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.23it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.20it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 502/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.23it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:44,  6.22it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.22it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.28it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.28it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.28it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:36,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.28it/s]
 74%|███████▎  | 575/782 [01:32<00:32,  6.28it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.28it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.28it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.28it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.28it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.28it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 600/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.27it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.28it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.28it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.22it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.22it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.17it/s]
 86%|████████▋ | 676/782 [01:48<00:17,  6.19it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.20it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.20it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.19it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.20it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.21it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.22it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.18it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.15it/s]
 90%|████████▉ | 701/782 [01:52<00:13,  6.16it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.19it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.21it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.21it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.22it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.07it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.66it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.68it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.70it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.05it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.88it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.61it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.09it/s]
 11%|█         | 17/157 [00:01<00:08, 16.33it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.53it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.64it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.70it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.78it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.85it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.91it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.95it/s]
 21%|██        | 33/157 [00:02<00:07, 17.00it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.01it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.99it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.96it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.95it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.96it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.96it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.98it/s]
 31%|███       | 49/157 [00:03<00:06, 17.02it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.04it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.03it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.99it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.99it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.97it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.98it/s]
 40%|████      | 63/157 [00:03<00:05, 17.00it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.00it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.02it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.02it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.00it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.99it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.99it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.97it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.96it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.99it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.01it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.03it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.03it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.01it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.98it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.99it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.99it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.99it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.00it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.01it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.01it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.01it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.02it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.03it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.03it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.01it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.00it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.96it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.97it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.99it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 17.00it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.00it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.99it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.98it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.01it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.96it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.92it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.92it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.96it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.91it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.90it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.91it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.94it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.95it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.92it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.88it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.88it/s]
100%|██████████| 157/157 [00:09<00:00, 16.45it/s]
Saved Model as CIFAR_50_end_hll.pt
--> Epoch Number : 50  | Training Loss : 0.0333  | Validation Loss : 0.1139  | Validation Accuracy : 96.72%
Training Epoch: 51

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:02,  1.85it/s]
  0%|          | 2/782 [00:00<04:08,  3.14it/s]
  0%|          | 3/782 [00:00<03:11,  4.07it/s]
  1%|          | 4/782 [00:01<02:44,  4.72it/s]
  1%|          | 5/782 [00:01<02:29,  5.19it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.23it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.23it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.23it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.27it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:32,  6.22it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.22it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.27it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.27it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.27it/s]
 31%|███       | 241/782 [00:38<01:26,  6.27it/s]
 31%|███       | 242/782 [00:39<01:26,  6.27it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.27it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.21it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.21it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.22it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.22it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.23it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.23it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.23it/s]
 40%|████      | 313/782 [00:50<01:15,  6.23it/s]
 40%|████      | 314/782 [00:50<01:15,  6.22it/s]
 40%|████      | 315/782 [00:50<01:14,  6.23it/s]
 40%|████      | 316/782 [00:50<01:15,  6.20it/s]
 41%|████      | 317/782 [00:51<01:14,  6.22it/s]
 41%|████      | 318/782 [00:51<01:14,  6.22it/s]
 41%|████      | 319/782 [00:51<01:14,  6.23it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.28it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.28it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.27it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.27it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.27it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.27it/s]
 46%|████▋     | 362/782 [00:58<01:06,  6.27it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.27it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.27it/s]
 49%|████▊     | 381/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.22it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.23it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.22it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.22it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.22it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.21it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.22it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.22it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.21it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.22it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.22it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.23it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.22it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.21it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.23it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.23it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.21it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.21it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:46,  6.19it/s]
 64%|██████▎   | 497/782 [01:19<00:46,  6.18it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.20it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.23it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.27it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.27it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.27it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 589/782 [01:34<00:31,  6.21it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.20it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.20it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.22it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.18it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.19it/s]
 77%|███████▋  | 602/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.22it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.23it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.23it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.23it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:53,  2.93it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.44it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.45it/s]
  4%|▍         | 7/157 [00:00<00:12, 12.50it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.84it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.78it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.50it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.97it/s]
 11%|█         | 17/157 [00:01<00:08, 16.27it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.52it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.65it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.72it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.73it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.77it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.90it/s]
 21%|██        | 33/157 [00:02<00:07, 16.92it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.93it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.01it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.98it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.95it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.94it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.93it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.96it/s]
 31%|███       | 49/157 [00:03<00:06, 16.98it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.98it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.99it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.01it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.05it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.02it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.94it/s]
 40%|████      | 63/157 [00:04<00:05, 16.93it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.93it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.96it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.95it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.95it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.97it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.99it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.99it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.96it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.94it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.90it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.93it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.91it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.95it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.95it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.97it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.92it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.89it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.83it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.81it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.80it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.82it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.87it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.93it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.97it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.96it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.92it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.91it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.89it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.89it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.89it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.90it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.93it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.00it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 17.01it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.97it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.95it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.88it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.86it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.84it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.87it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.88it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.95it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.98it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.94it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.93it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.88it/s]
100%|██████████| 157/157 [00:09<00:00, 16.40it/s]
--> Epoch Number : 51  | Training Loss : 0.0338  | Validation Loss : 0.1145  | Validation Accuracy : 96.59%
Training Epoch: 52

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:54,  1.88it/s]
  0%|          | 2/782 [00:00<04:04,  3.19it/s]
  0%|          | 3/782 [00:00<03:10,  4.08it/s]
  1%|          | 4/782 [00:01<02:44,  4.73it/s]
  1%|          | 5/782 [00:01<02:29,  5.19it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:11,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:01,  6.20it/s]
  4%|▎         | 28/782 [00:04<02:02,  6.17it/s]
  4%|▎         | 29/782 [00:05<02:01,  6.19it/s]
  4%|▍         | 30/782 [00:05<02:01,  6.21it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.23it/s]
  4%|▍         | 32/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.23it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.22it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.23it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.24it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.23it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.23it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.23it/s]
 21%|██        | 164/782 [00:26<01:39,  6.23it/s]
 21%|██        | 165/782 [00:26<01:39,  6.23it/s]
 21%|██        | 166/782 [00:26<01:38,  6.23it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 172/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 173/782 [00:28<01:38,  6.21it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.22it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 178/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.23it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.23it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.23it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.21it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.22it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.22it/s]
 86%|████████▌ | 670/782 [01:47<00:18,  6.22it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.22it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.21it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.20it/s]
 86%|████████▋ | 676/782 [01:48<00:17,  6.21it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.21it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.22it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.21it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.22it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.22it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.27it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.18it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.21it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.21it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.22it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.26it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.11it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.64it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.65it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.65it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.95it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.78it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.46it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.93it/s]
 11%|█         | 17/157 [00:01<00:08, 16.28it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.52it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.68it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.75it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.73it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.76it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.78it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.79it/s]
 21%|██        | 33/157 [00:02<00:07, 16.81it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.83it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.87it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.93it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.93it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.86it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.84it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.84it/s]
 31%|███       | 49/157 [00:03<00:06, 16.86it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.88it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.92it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.93it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.93it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.93it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.92it/s]
 40%|████      | 63/157 [00:03<00:05, 16.94it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.89it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.92it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.95it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.98it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.95it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.92it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.91it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.89it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.88it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.75it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.76it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.74it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.77it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.80it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.81it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.86it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.88it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.93it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.94it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.92it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.89it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.86it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.87it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.88it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.85it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.86it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.90it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.89it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.88it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.89it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.92it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.95it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.96it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.92it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.91it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.87it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.86it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.86it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.89it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.91it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.96it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.97it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.00it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.96it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.92it/s]
100%|██████████| 157/157 [00:09<00:00, 16.39it/s]
--> Epoch Number : 52  | Training Loss : 0.0336  | Validation Loss : 0.1138  | Validation Accuracy : 96.72%
Training Epoch: 53

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:10,  1.81it/s]
  0%|          | 2/782 [00:00<04:10,  3.11it/s]
  0%|          | 3/782 [00:00<03:13,  4.03it/s]
  1%|          | 4/782 [00:01<02:45,  4.70it/s]
  1%|          | 5/782 [00:01<02:30,  5.17it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:11,  5.91it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.23it/s]
  3%|▎         | 20/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.29it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.30it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 47/782 [00:07<01:56,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:50,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.27it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:45,  6.19it/s]
 17%|█▋        | 131/782 [00:21<01:45,  6.17it/s]
 17%|█▋        | 132/782 [00:21<01:45,  6.17it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.18it/s]
 17%|█▋        | 134/782 [00:21<01:44,  6.20it/s]
 17%|█▋        | 135/782 [00:21<01:44,  6.21it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.23it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.23it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.24it/s]
 21%|██        | 164/782 [00:26<01:39,  6.23it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.20it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.21it/s]
 24%|██▍       | 190/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.23it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.28it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.28it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.27it/s]
 27%|██▋       | 212/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.27it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.28it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.28it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.28it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.27it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.27it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.27it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.27it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.27it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.27it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.27it/s]
 39%|███▉      | 306/782 [00:49<01:15,  6.27it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.27it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.27it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 337/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.23it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.27it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.28it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.28it/s]
 67%|██████▋   | 525/782 [01:24<00:40,  6.28it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.28it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.28it/s]
 68%|██████▊   | 531/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.28it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.28it/s]
 70%|███████   | 550/782 [01:28<00:36,  6.28it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.27it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.28it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:09,  6.22it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.22it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.22it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.23it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.21it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.88it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.90it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.90it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.19it/s]
  7%|▋         | 11/157 [00:00<00:09, 15.00it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.65it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.07it/s]
 11%|█         | 17/157 [00:01<00:08, 16.39it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.66it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.74it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.82it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.86it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.85it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.90it/s]
 21%|██        | 33/157 [00:02<00:07, 16.92it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.98it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.03it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.99it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.99it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.99it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.97it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.95it/s]
 31%|███       | 49/157 [00:03<00:06, 16.96it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.97it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.03it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.05it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.01it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.00it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.97it/s]
 40%|████      | 63/157 [00:03<00:05, 16.96it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.96it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.95it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.96it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.00it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.99it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.95it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.97it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.98it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.97it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.94it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.94it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.97it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.98it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.94it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.00it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.94it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.94it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.93it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.92it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.90it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.93it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.98it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.99it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.98it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.96it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.96it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.95it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.90it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.89it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.91it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.95it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.96it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.97it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.95it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.96it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.96it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.92it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.91it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.92it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.94it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.97it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.00it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.97it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.93it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.90it/s]
100%|██████████| 157/157 [00:09<00:00, 16.49it/s]
--> Epoch Number : 53  | Training Loss : 0.0297  | Validation Loss : 0.1167  | Validation Accuracy : 96.65%
Training Epoch: 54

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:42,  1.94it/s]
  0%|          | 2/782 [00:00<03:59,  3.25it/s]
  0%|          | 3/782 [00:00<03:08,  4.14it/s]
  1%|          | 4/782 [00:01<02:42,  4.78it/s]
  1%|          | 5/782 [00:01<02:28,  5.23it/s]
  1%|          | 6/782 [00:01<02:19,  5.56it/s]
  1%|          | 7/782 [00:01<02:14,  5.78it/s]
  1%|          | 8/782 [00:01<02:10,  5.93it/s]
  1%|          | 9/782 [00:01<02:08,  6.04it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.30it/s]
  3%|▎         | 20/782 [00:03<02:00,  6.30it/s]
  3%|▎         | 21/782 [00:03<02:00,  6.30it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.30it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.30it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.27it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.27it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.23it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.22it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:52,  6.20it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.22it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.28it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.28it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.28it/s]
 62%|██████▏   | 481/782 [01:17<00:47,  6.28it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.28it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.28it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.29it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.28it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.27it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.27it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 525/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.27it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.27it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:32,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.27it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.28it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.27it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.28it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.28it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.26it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.26it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.26it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.05it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.64it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.68it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.60it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.87it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.69it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.37it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.83it/s]
 11%|█         | 17/157 [00:01<00:08, 16.11it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.39it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.54it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.66it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.69it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.70it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.68it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.74it/s]
 21%|██        | 33/157 [00:02<00:07, 16.76it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.67it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.72it/s]
 25%|██▍       | 39/157 [00:02<00:07, 16.76it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.76it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.77it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.76it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.76it/s]
 31%|███       | 49/157 [00:03<00:06, 16.75it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.78it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.81it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.79it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.83it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.87it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.89it/s]
 40%|████      | 63/157 [00:04<00:05, 16.90it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.87it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.92it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.90it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.88it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.87it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.85it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.82it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.86it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.88it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.90it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.87it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.87it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.88it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.91it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.91it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.92it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.91it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.91it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.91it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.89it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.88it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.90it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.90it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.85it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.86it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.88it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.87it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.89it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.89it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.88it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.86it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.83it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.84it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.81it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.78it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.77it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.78it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.84it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.85it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.89it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.92it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.92it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.96it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.97it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.93it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.88it/s]
100%|██████████| 157/157 [00:09<00:00, 16.36it/s]
--> Epoch Number : 54  | Training Loss : 0.0304  | Validation Loss : 0.1185  | Validation Accuracy : 96.78%
Training Epoch: 55

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:58,  1.87it/s]
  0%|          | 2/782 [00:00<04:06,  3.17it/s]
  0%|          | 3/782 [00:00<03:11,  4.07it/s]
  1%|          | 4/782 [00:01<02:44,  4.72it/s]
  1%|          | 5/782 [00:01<02:29,  5.19it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.23it/s]
 20%|██        | 160/782 [00:25<01:39,  6.23it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.23it/s]
 21%|██        | 164/782 [00:26<01:39,  6.23it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.27it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.27it/s]
 24%|██▍       | 187/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.27it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.27it/s]
 25%|██▍       | 193/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.23it/s]
 31%|███       | 243/782 [00:39<01:26,  6.23it/s]
 31%|███       | 244/782 [00:39<01:26,  6.23it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.23it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 259/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.22it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.27it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.27it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.27it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.27it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.27it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.23it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.27it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.28it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.27it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  2.98it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.49it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.53it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.54it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.90it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.75it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.50it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.94it/s]
 11%|█         | 17/157 [00:01<00:08, 16.28it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.52it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.68it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.69it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.69it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.74it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.79it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.83it/s]
 21%|██        | 33/157 [00:02<00:07, 16.90it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.96it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.99it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.00it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.95it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.91it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.92it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.90it/s]
 31%|███       | 49/157 [00:03<00:06, 16.90it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.88it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.89it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.91it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.89it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.91it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.90it/s]
 40%|████      | 63/157 [00:04<00:05, 16.87it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.86it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.87it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.87it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.88it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.90it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.91it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.91it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.90it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.90it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.92it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.93it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.94it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.96it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.93it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.92it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.92it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.88it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.89it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.92it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.89it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.90it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.90it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.90it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.91it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.90it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.88it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.87it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.85it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.91it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.94it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.94it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.94it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.96it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.97it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.97it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.95it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.95it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.95it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.97it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.99it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.02it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.01it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.02it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.00it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.95it/s]
100%|██████████| 157/157 [00:09<00:00, 16.39it/s]
Saved Model as CIFAR_55_end_hll.pt
--> Epoch Number : 55  | Training Loss : 0.0324  | Validation Loss : 0.1157  | Validation Accuracy : 96.67%
Training Epoch: 56

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:57,  1.87it/s]
  0%|          | 2/782 [00:00<04:05,  3.18it/s]
  0%|          | 3/782 [00:00<03:09,  4.10it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:28,  5.22it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 71/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 72/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.22it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.23it/s]
 10%|█         | 79/782 [00:13<01:52,  6.23it/s]
 10%|█         | 80/782 [00:13<01:52,  6.22it/s]
 10%|█         | 81/782 [00:13<01:52,  6.22it/s]
 10%|█         | 82/782 [00:13<01:52,  6.22it/s]
 11%|█         | 83/782 [00:13<01:52,  6.22it/s]
 11%|█         | 84/782 [00:13<01:52,  6.23it/s]
 11%|█         | 85/782 [00:13<01:51,  6.24it/s]
 11%|█         | 86/782 [00:14<01:51,  6.22it/s]
 11%|█         | 87/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.22it/s]
 12%|█▏        | 90/782 [00:14<01:51,  6.22it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.23it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.23it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.22it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 109/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.22it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.21it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.23it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.21it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.22it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.23it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:45,  6.22it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.27it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.19it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.20it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.20it/s]
 39%|███▊      | 302/782 [00:48<01:17,  6.20it/s]
 39%|███▊      | 303/782 [00:48<01:17,  6.21it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 305/782 [00:49<01:17,  6.19it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.20it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.21it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.22it/s]
 40%|███▉      | 309/782 [00:49<01:16,  6.21it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.23it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.22it/s]
 40%|████      | 313/782 [00:50<01:15,  6.22it/s]
 40%|████      | 314/782 [00:50<01:15,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.27it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.27it/s]
 41%|████      | 321/782 [00:51<01:13,  6.27it/s]
 41%|████      | 322/782 [00:51<01:13,  6.28it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.28it/s]
 41%|████▏     | 324/782 [00:52<01:12,  6.28it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.27it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.27it/s]
 58%|█████▊    | 450/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.27it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.27it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.27it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.28it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.28it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.27it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.28it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.28it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.28it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.21it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.85it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.86it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.63it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.86it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.70it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.45it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.93it/s]
 11%|█         | 17/157 [00:01<00:08, 16.26it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.51it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.66it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.72it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.76it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.81it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.86it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.89it/s]
 21%|██        | 33/157 [00:02<00:07, 16.89it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.96it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.02it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.02it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.98it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.92it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.96it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.97it/s]
 31%|███       | 49/157 [00:03<00:06, 16.97it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.97it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.95it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.95it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.95it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.97it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.85it/s]
 40%|████      | 63/157 [00:03<00:05, 16.86it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.86it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.88it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.84it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.86it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.88it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.91it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.89it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.77it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.82it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.62it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.69it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.59it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.63it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.77it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.74it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.84it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.84it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.90it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.81it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.81it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.89it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.90it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.99it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.99it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.97it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.92it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.94it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.98it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.96it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.00it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.01it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.06it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.08it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 17.07it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.07it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.99it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.98it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.99it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.98it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.99it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.06it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.10it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.10it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.13it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.15it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.12it/s]
100%|██████████| 157/157 [00:09<00:00, 16.44it/s]
--> Epoch Number : 56  | Training Loss : 0.0301  | Validation Loss : 0.117  | Validation Accuracy : 96.8%
Training Epoch: 57

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:47,  1.91it/s]
  0%|          | 2/782 [00:00<04:02,  3.22it/s]
  0%|          | 3/782 [00:00<03:09,  4.10it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:15,  5.73it/s]
  1%|          | 8/782 [00:01<02:11,  5.89it/s]
  1%|          | 9/782 [00:01<02:08,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.05it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.09it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.24it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.23it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.23it/s]
 10%|█         | 80/782 [00:13<01:52,  6.24it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.23it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.21it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 134/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 135/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:43,  6.21it/s]
 18%|█▊        | 142/782 [00:23<01:43,  6.21it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.21it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.21it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.22it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.22it/s]
 19%|█▉        | 147/782 [00:23<01:42,  6.21it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 151/782 [00:24<01:42,  6.17it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.18it/s]
 20%|█▉        | 153/782 [00:24<01:41,  6.21it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.27it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.22it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.27it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.19it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.20it/s]
 55%|█████▍    | 428/782 [01:08<00:57,  6.20it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.21it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.23it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.20it/s]
 72%|███████▏  | 564/782 [01:30<00:35,  6.20it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.21it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.22it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.21it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.19it/s]
 73%|███████▎  | 571/782 [01:31<00:34,  6.20it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.21it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.22it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.21it/s]
 76%|███████▌  | 595/782 [01:35<00:30,  6.22it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.18it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.18it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.20it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 602/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.20it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.21it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.21it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.22it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.22it/s]
 78%|███████▊  | 608/782 [01:37<00:28,  6.20it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.21it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.22it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.23it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.22it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.81it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.78it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.76it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.07it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.86it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.55it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.98it/s]
 11%|█         | 17/157 [00:01<00:08, 16.26it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.47it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.60it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.66it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.68it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.74it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.78it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.79it/s]
 21%|██        | 33/157 [00:02<00:07, 16.83it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.87it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.91it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.91it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.90it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.90it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.86it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.87it/s]
 31%|███       | 49/157 [00:03<00:06, 16.86it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.85it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.86it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.89it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.91it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.93it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.92it/s]
 40%|████      | 63/157 [00:03<00:05, 16.92it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.92it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.91it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.90it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.87it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.89it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.90it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.89it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.88it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.91it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.91it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.91it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.90it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.92it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.93it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.91it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.89it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.87it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.88it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.88it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.87it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.88it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.88it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.82it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.84it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.81it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.73it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.78it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.80it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.62it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.59it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.68it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.71it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.76it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.71it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.75it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.80it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.81it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.76it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.77it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.81it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.83it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.84it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.85it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.87it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.91it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.92it/s]
100%|██████████| 157/157 [00:09<00:00, 16.38it/s]
--> Epoch Number : 57  | Training Loss : 0.03  | Validation Loss : 0.1123  | Validation Accuracy : 96.87%
Training Epoch: 58

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:51,  1.90it/s]
  0%|          | 2/782 [00:00<04:04,  3.20it/s]
  0%|          | 3/782 [00:00<03:11,  4.08it/s]
  1%|          | 4/782 [00:01<02:44,  4.73it/s]
  1%|          | 5/782 [00:01<02:29,  5.19it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:14,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.10it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.23it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.23it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.23it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.23it/s]
  3%|▎         | 27/782 [00:04<02:01,  6.21it/s]
  4%|▎         | 28/782 [00:04<02:01,  6.21it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.23it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 32/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 33/782 [00:05<02:00,  6.23it/s]
  4%|▍         | 34/782 [00:05<02:00,  6.22it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.23it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.22it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.23it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.24it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:59,  6.21it/s]
  5%|▌         | 41/782 [00:06<01:59,  6.22it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.23it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.22it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.21it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.22it/s]
  7%|▋         | 52/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.20it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.22it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.23it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 65/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 71/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 72/782 [00:11<01:54,  6.22it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.22it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 77/782 [00:12<01:53,  6.22it/s]
 10%|▉         | 78/782 [00:12<01:53,  6.22it/s]
 10%|█         | 79/782 [00:13<01:52,  6.23it/s]
 10%|█         | 80/782 [00:13<01:52,  6.24it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:14<01:51,  6.23it/s]
 11%|█         | 86/782 [00:14<01:51,  6.22it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.27it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.23it/s]
 36%|███▌      | 278/782 [00:44<01:21,  6.21it/s]
 36%|███▌      | 279/782 [00:45<01:21,  6.21it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.21it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.23it/s]
 40%|████      | 316/782 [00:50<01:14,  6.23it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.23it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.22it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.23it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 340/782 [00:54<01:11,  6.22it/s]
 44%|████▎     | 341/782 [00:54<01:11,  6.17it/s]
 44%|████▎     | 342/782 [00:55<01:11,  6.19it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.21it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.27it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 531/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.27it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.27it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.28it/s]
 70%|███████   | 550/782 [01:28<00:36,  6.28it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.28it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.28it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.28it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.28it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.28it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.28it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:21,  6.28it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.27it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  2.97it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.56it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.58it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.64it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.98it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.85it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.53it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.97it/s]
 11%|█         | 17/157 [00:01<00:08, 16.25it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.52it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.63it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.71it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.87it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.89it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.93it/s]
 21%|██        | 33/157 [00:02<00:07, 16.93it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.92it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.97it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.97it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.92it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.92it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.95it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.98it/s]
 31%|███       | 49/157 [00:03<00:06, 16.98it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.00it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.00it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.01it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.00it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.99it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.98it/s]
 40%|████      | 63/157 [00:03<00:05, 17.00it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.01it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.99it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.99it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.98it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.99it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.97it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.93it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.94it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.95it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.99it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.00it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.99it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.01it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.02it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.00it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.98it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.95it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.95it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.97it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.98it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.01it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.03it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.03it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.02it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.01it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.01it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.01it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.99it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.01it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.00it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.99it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.98it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.98it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.95it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.96it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.95it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.96it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.99it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.98it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.99it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.00it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.98it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.01it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.03it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.03it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.01it/s]
100%|██████████| 157/157 [00:09<00:00, 16.45it/s]
--> Epoch Number : 58  | Training Loss : 0.0298  | Validation Loss : 0.1173  | Validation Accuracy : 96.98%
Training Epoch: 59

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:58,  1.86it/s]
  0%|          | 2/782 [00:00<04:05,  3.17it/s]
  0%|          | 3/782 [00:00<03:10,  4.09it/s]
  1%|          | 4/782 [00:01<02:44,  4.74it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.93it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.10it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.30it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.29it/s]
  4%|▎         | 28/782 [00:04<01:59,  6.29it/s]
  4%|▎         | 29/782 [00:04<01:59,  6.29it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 34/782 [00:05<01:58,  6.29it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:57,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.28it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 46/782 [00:07<01:56,  6.30it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 53/782 [00:08<01:55,  6.29it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.27it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.28it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:51,  6.28it/s]
 10%|█         | 81/782 [00:13<01:51,  6.29it/s]
 10%|█         | 82/782 [00:13<01:51,  6.28it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:50,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.27it/s]
 18%|█▊        | 143/782 [00:23<01:41,  6.27it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.27it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.27it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:38<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.27it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.27it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 292/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 293/782 [00:47<01:17,  6.28it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.27it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.27it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:50<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:14,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.27it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.27it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 340/782 [00:54<01:11,  6.21it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.22it/s]
 44%|████▎     | 342/782 [00:54<01:10,  6.23it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 346/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 347/782 [00:55<01:10,  6.21it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.21it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.22it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.21it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.22it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.22it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.22it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.27it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.27it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.27it/s]
 52%|█████▏    | 406/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:59,  6.18it/s]
 53%|█████▎    | 417/782 [01:06<00:58,  6.19it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.20it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.19it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.19it/s]
 54%|█████▍    | 421/782 [01:07<00:58,  6.21it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.22it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.22it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.19it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.18it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.19it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.20it/s]
 56%|█████▋    | 440/782 [01:10<00:55,  6.22it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.21it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.21it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.21it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.21it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.22it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.22it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 477/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.23it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.18it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.19it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.20it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.21it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:44,  6.22it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.21it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.22it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.23it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.28it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.28it/s]
 67%|██████▋   | 525/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 533/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.22it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.23it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.23it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.21it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.22it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.22it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.22it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.21it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.21it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.23it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.16it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.17it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.18it/s]
 78%|███████▊  | 608/782 [01:37<00:28,  6.20it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.21it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.21it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.21it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.21it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.17it/s]
 79%|███████▊  | 614/782 [01:38<00:27,  6.19it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.20it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.22it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.21it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.22it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.23it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.23it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.21it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.22it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.22it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.22it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.23it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.22it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.23it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.18it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.18it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.18it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.21it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.22it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.22it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.22it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.22it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.22it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 701/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.23it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.27it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.27it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.24it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.20it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.19it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.19it/s]
 96%|█████████▌| 751/782 [02:00<00:05,  6.18it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.19it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.21it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.18it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.18it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.16it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.19it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.21it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.21it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.20it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.22it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.17it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.19it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.16it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.18it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.22it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.22it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.21it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  2.97it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.53it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.55it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.61it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.93it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.80it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.50it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.01it/s]
 11%|█         | 17/157 [00:01<00:08, 16.30it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.43it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.57it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.69it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.75it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.80it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.87it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.90it/s]
 21%|██        | 33/157 [00:02<00:07, 16.92it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.92it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.97it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.00it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.00it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.99it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.99it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.99it/s]
 31%|███       | 49/157 [00:03<00:06, 16.99it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.01it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.03it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.98it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.99it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.00it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.98it/s]
 40%|████      | 63/157 [00:03<00:05, 16.96it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.96it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.75it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.66it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.74it/s]
 46%|████▋     | 73/157 [00:04<00:05, 16.79it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.85it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.90it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.91it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.94it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.99it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.02it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.02it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 17.00it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.98it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.01it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.04it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 17.01it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.02it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.04it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.04it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.04it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.05it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.05it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.06it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.06it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.00it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.96it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.94it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.94it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.87it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.91it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.95it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.94it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.95it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.94it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.97it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.97it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.90it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.91it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.96it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.98it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.98it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.99it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.98it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.93it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.93it/s]
100%|██████████| 157/157 [00:09<00:00, 16.44it/s]
--> Epoch Number : 59  | Training Loss : 0.0261  | Validation Loss : 0.1109  | Validation Accuracy : 96.86%
Training Epoch: 60

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:47,  1.91it/s]
  0%|          | 2/782 [00:00<04:02,  3.22it/s]
  0%|          | 3/782 [00:00<03:08,  4.12it/s]
  1%|          | 4/782 [00:01<02:42,  4.77it/s]
  1%|          | 5/782 [00:01<02:28,  5.24it/s]
  1%|          | 6/782 [00:01<02:19,  5.56it/s]
  1%|          | 7/782 [00:01<02:13,  5.78it/s]
  1%|          | 8/782 [00:01<02:10,  5.93it/s]
  1%|          | 9/782 [00:01<02:08,  6.03it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.11it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.29it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.30it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.31it/s]
  3%|▎         | 20/782 [00:03<02:00,  6.30it/s]
  3%|▎         | 21/782 [00:03<02:00,  6.30it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.30it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.30it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 105/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.22it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.22it/s]
 16%|█▌        | 122/782 [00:19<01:46,  6.21it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.21it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.21it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.21it/s]
 18%|█▊        | 141/782 [00:22<01:43,  6.20it/s]
 18%|█▊        | 142/782 [00:23<01:43,  6.20it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.22it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.22it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.23it/s]
 20%|██        | 157/782 [00:25<01:40,  6.22it/s]
 20%|██        | 158/782 [00:25<01:40,  6.22it/s]
 20%|██        | 159/782 [00:25<01:39,  6.23it/s]
 20%|██        | 160/782 [00:25<01:40,  6.22it/s]
 21%|██        | 161/782 [00:26<01:39,  6.22it/s]
 21%|██        | 162/782 [00:26<01:39,  6.21it/s]
 21%|██        | 163/782 [00:26<01:39,  6.22it/s]
 21%|██        | 164/782 [00:26<01:39,  6.23it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:38,  6.21it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.22it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 178/782 [00:28<01:37,  6.21it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.22it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.23it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 253/782 [00:40<01:25,  6.18it/s]
 32%|███▏      | 254/782 [00:41<01:25,  6.18it/s]
 33%|███▎      | 255/782 [00:41<01:25,  6.18it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.20it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.22it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.21it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 265/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 271/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 272/782 [00:43<01:22,  6.21it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.21it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.23it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.22it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.22it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 290/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 291/782 [00:46<01:19,  6.21it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.23it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:18,  6.19it/s]
 38%|███▊      | 299/782 [00:48<01:18,  6.19it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.19it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.18it/s]
 39%|███▊      | 302/782 [00:48<01:17,  6.19it/s]
 39%|███▊      | 303/782 [00:48<01:17,  6.19it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.21it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.23it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.23it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.23it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.21it/s]
 40%|████      | 313/782 [00:50<01:15,  6.21it/s]
 40%|████      | 314/782 [00:50<01:15,  6.18it/s]
 40%|████      | 315/782 [00:50<01:15,  6.20it/s]
 40%|████      | 316/782 [00:50<01:15,  6.21it/s]
 41%|████      | 317/782 [00:51<01:14,  6.22it/s]
 41%|████      | 318/782 [00:51<01:14,  6.22it/s]
 41%|████      | 319/782 [00:51<01:14,  6.23it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 377/782 [01:00<01:05,  6.21it/s]
 48%|████▊     | 378/782 [01:00<01:05,  6.21it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.22it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 396/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.22it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.22it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.23it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.22it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.22it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.22it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.23it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.22it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.22it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.22it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.23it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.22it/s]
 67%|██████▋   | 522/782 [01:23<00:42,  6.18it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.20it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.21it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.20it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.21it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.22it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.19it/s]
 69%|██████▉   | 540/782 [01:26<00:39,  6.20it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.21it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.21it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.20it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.21it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.20it/s]
 70%|██████▉   | 546/782 [01:27<00:38,  6.19it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.21it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.22it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.21it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.18it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.20it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.21it/s]
 71%|███████▏  | 558/782 [01:29<00:36,  6.22it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.21it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.22it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.22it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.22it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.22it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.23it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.22it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.22it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 595/782 [01:35<00:30,  6.22it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.22it/s]
 76%|███████▋  | 597/782 [01:36<00:29,  6.23it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.22it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.20it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.21it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.22it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.23it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.21it/s]
 79%|███████▉  | 620/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.22it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.22it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.23it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.22it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.23it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.23it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.22it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.21it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.22it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.21it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.21it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.22it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.23it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.23it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.23it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.22it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.22it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.23it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.23it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 728/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.22it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.23it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.23it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.23it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.22it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.22it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:01<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.23it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.21it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.23it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.22it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.22it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.22it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.22it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.22it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.14it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.78it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.79it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.75it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.05it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.86it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.56it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.97it/s]
 11%|█         | 17/157 [00:01<00:08, 16.22it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.45it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.58it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.62it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.67it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.73it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.81it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.86it/s]
 21%|██        | 33/157 [00:02<00:07, 16.88it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.90it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.94it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.93it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.85it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.86it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.85it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.85it/s]
 31%|███       | 49/157 [00:03<00:06, 16.87it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.87it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.91it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.95it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.95it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.89it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.90it/s]
 40%|████      | 63/157 [00:03<00:05, 16.90it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.91it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.91it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.91it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.91it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.94it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.95it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.93it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.95it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.94it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.96it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.93it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.93it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.92it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.91it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.90it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.88it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.91it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.91it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.92it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.94it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.95it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.93it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.89it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.88it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.88it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.87it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.89it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.92it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.95it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.97it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.97it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.97it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.96it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.91it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.87it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.88it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.86it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.88it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.91it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.96it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.98it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.96it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.98it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.96it/s]
100%|██████████| 157/157 [00:09<00:00, 16.40it/s]
Saved Model as CIFAR_60_end_hll.pt
--> Epoch Number : 60  | Training Loss : 0.0267  | Validation Loss : 0.1149  | Validation Accuracy : 96.72%
Training Epoch: 61

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:19,  1.78it/s]
  0%|          | 2/782 [00:00<04:15,  3.05it/s]
  0%|          | 3/782 [00:00<03:15,  3.98it/s]
  1%|          | 4/782 [00:01<02:47,  4.65it/s]
  1%|          | 5/782 [00:01<02:31,  5.13it/s]
  1%|          | 6/782 [00:01<02:21,  5.47it/s]
  1%|          | 7/782 [00:01<02:15,  5.71it/s]
  1%|          | 8/782 [00:01<02:11,  5.88it/s]
  1%|          | 9/782 [00:01<02:09,  5.96it/s]
  1%|▏         | 10/782 [00:02<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.29it/s]
  5%|▌         | 40/782 [00:06<01:57,  6.29it/s]
  5%|▌         | 41/782 [00:06<01:57,  6.29it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.29it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.27it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.23it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.23it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:20,  6.21it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 290/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.23it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.23it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.23it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.22it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.21it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.21it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.21it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.21it/s]
 47%|████▋     | 371/782 [00:59<01:06,  6.21it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.22it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 377/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.22it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 400/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.27it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 412/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.27it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.28it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.23it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.21it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.22it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.22it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 475/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.27it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.21it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.28it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.28it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.27it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.27it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.28it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.28it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.28it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.28it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.28it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.28it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.28it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.28it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.28it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.28it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.28it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.28it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.28it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.28it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.28it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.22it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.21it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.22it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.28it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.28it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.29it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.28it/s]
 82%|████████▏ | 644/782 [01:43<00:21,  6.28it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.28it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.29it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.29it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.29it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.29it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.28it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.29it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.29it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.29it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.29it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.28it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.28it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.28it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.28it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.28it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.28it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.28it/s]
 91%|█████████ | 713/782 [01:54<00:10,  6.28it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.28it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.28it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.28it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.29it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.29it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.28it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.29it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.29it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.29it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.30it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.30it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.29it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.28it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.23it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.26it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.27it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.27it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.28it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.28it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.28it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.29it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.29it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.27it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  2.97it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.52it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.53it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.56it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.86it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.75it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.47it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.97it/s]
 11%|█         | 17/157 [00:01<00:08, 16.26it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.48it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.54it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.65it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.74it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.77it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.83it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.86it/s]
 21%|██        | 33/157 [00:02<00:07, 16.89it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.88it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.90it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.88it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.90it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.89it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.90it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.90it/s]
 31%|███       | 49/157 [00:03<00:06, 16.90it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.90it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.93it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.92it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.90it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.87it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.87it/s]
 40%|████      | 63/157 [00:04<00:05, 16.88it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.87it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.87it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.90it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.92it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.94it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.92it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.89it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.90it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.90it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.85it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.84it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.87it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.88it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.86it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.87it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.87it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.90it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.91it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.91it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.94it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.95it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.90it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.88it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.88it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.88it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.89it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.86it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.92it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.93it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.94it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.93it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.93it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.91it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.91it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.89it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.90it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.88it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.88it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.90it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.92it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.92it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.94it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.95it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.92it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.92it/s]
100%|██████████| 157/157 [00:09<00:00, 16.39it/s]
--> Epoch Number : 61  | Training Loss : 0.0255  | Validation Loss : 0.1132  | Validation Accuracy : 96.88%
Training Epoch: 62

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:29,  1.74it/s]
  0%|          | 2/782 [00:00<04:18,  3.01it/s]
  0%|          | 3/782 [00:00<03:18,  3.93it/s]
  1%|          | 4/782 [00:01<02:48,  4.61it/s]
  1%|          | 5/782 [00:01<02:32,  5.10it/s]
  1%|          | 6/782 [00:01<02:22,  5.45it/s]
  1%|          | 7/782 [00:01<02:16,  5.69it/s]
  1%|          | 8/782 [00:01<02:11,  5.87it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:02<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.30it/s]
  4%|▍         | 32/782 [00:05<01:58,  6.30it/s]
  4%|▍         | 33/782 [00:05<01:58,  6.30it/s]
  4%|▍         | 34/782 [00:05<01:58,  6.30it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.29it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 39/782 [00:06<01:57,  6.30it/s]
  5%|▌         | 40/782 [00:06<01:57,  6.30it/s]
  5%|▌         | 41/782 [00:06<01:57,  6.29it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.28it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.29it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.29it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.29it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.27it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.27it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.28it/s]
 10%|█         | 79/782 [00:13<01:51,  6.28it/s]
 10%|█         | 80/782 [00:13<01:51,  6.28it/s]
 10%|█         | 81/782 [00:13<01:51,  6.28it/s]
 10%|█         | 82/782 [00:13<01:51,  6.29it/s]
 11%|█         | 83/782 [00:13<01:51,  6.29it/s]
 11%|█         | 84/782 [00:13<01:51,  6.28it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.29it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 117/782 [00:19<01:45,  6.28it/s]
 15%|█▌        | 118/782 [00:19<01:45,  6.29it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.29it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.29it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.28it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.28it/s]
 17%|█▋        | 136/782 [00:22<01:42,  6.28it/s]
 18%|█▊        | 137/782 [00:22<01:42,  6.28it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.28it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.27it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.27it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.27it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.27it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 172/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 178/782 [00:28<01:37,  6.21it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.22it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.27it/s]
 25%|██▍       | 193/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.28it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.28it/s]
 25%|██▌       | 199/782 [00:32<01:32,  6.28it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.28it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.27it/s]
 27%|██▋       | 212/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.28it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.29it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.28it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.28it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.27it/s]
 28%|██▊       | 218/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.28it/s]
 29%|██▊       | 224/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.28it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.28it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.28it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.28it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.28it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.27it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:26,  6.27it/s]
 30%|███       | 238/782 [00:38<01:26,  6.27it/s]
 31%|███       | 239/782 [00:38<01:26,  6.27it/s]
 31%|███       | 240/782 [00:38<01:26,  6.27it/s]
 31%|███       | 241/782 [00:38<01:26,  6.27it/s]
 31%|███       | 242/782 [00:39<01:26,  6.27it/s]
 31%|███       | 243/782 [00:39<01:25,  6.27it/s]
 31%|███       | 244/782 [00:39<01:25,  6.27it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.27it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.28it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 249/782 [00:40<01:24,  6.28it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.28it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.28it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.27it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.27it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 261/782 [00:42<01:22,  6.28it/s]
 34%|███▎      | 262/782 [00:42<01:22,  6.28it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.28it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.27it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 268/782 [00:43<01:21,  6.27it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.27it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.27it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.27it/s]
 36%|███▌      | 281/782 [00:45<01:19,  6.27it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 292/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.27it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.27it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.27it/s]
 40%|███▉      | 312/782 [00:50<01:14,  6.27it/s]
 40%|████      | 313/782 [00:50<01:14,  6.27it/s]
 40%|████      | 314/782 [00:50<01:14,  6.27it/s]
 40%|████      | 315/782 [00:50<01:14,  6.28it/s]
 40%|████      | 316/782 [00:50<01:14,  6.28it/s]
 41%|████      | 317/782 [00:50<01:13,  6.28it/s]
 41%|████      | 318/782 [00:51<01:13,  6.28it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:54<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.27it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.27it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.27it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.27it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 400/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.27it/s]
 52%|█████▏    | 406/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 412/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.28it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 417/782 [01:06<00:58,  6.27it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.27it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.27it/s]
 57%|█████▋    | 442/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 461/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.28it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.28it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.28it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.28it/s]
 62%|██████▏   | 481/782 [01:17<00:47,  6.28it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.29it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.29it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.28it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.28it/s]
 62%|██████▏   | 486/782 [01:17<00:47,  6.28it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.28it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.28it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.28it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.28it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.27it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 511/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.28it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.27it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.28it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.28it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.28it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.28it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.28it/s]
 67%|██████▋   | 525/782 [01:24<00:40,  6.28it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.28it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.28it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 531/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.27it/s]
 69%|██████▊   | 536/782 [01:25<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 561/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:32,  6.28it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.30it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.30it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.29it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 580/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 586/782 [01:33<00:31,  6.28it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.28it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.28it/s]
 76%|███████▌  | 594/782 [01:35<00:29,  6.28it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.27it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.28it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.28it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 605/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 611/782 [01:37<00:27,  6.28it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.28it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.28it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.28it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.28it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:25,  6.28it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.28it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.28it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.28it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.28it/s]
 81%|████████  | 630/782 [01:40<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.28it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.28it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.28it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.28it/s]
 81%|████████▏ | 636/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.28it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:47<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.28it/s]
 87%|████████▋ | 680/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.28it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.28it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.29it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.29it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.29it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.29it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.29it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.29it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.29it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.29it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.29it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.29it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.28it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:51<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.28it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.28it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.28it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.28it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 705/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.28it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 718/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:55<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.28it/s]
 95%|█████████▌| 743/782 [01:58<00:06,  6.27it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.27it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.27it/s]
 97%|█████████▋| 755/782 [02:00<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.19it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.20it/s]
 98%|█████████▊| 768/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.25it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<01:05,  2.38it/s]
  2%|▏         | 3/157 [00:00<00:23,  6.49it/s]
  3%|▎         | 5/157 [00:00<00:15,  9.51it/s]
  4%|▍         | 7/157 [00:00<00:12, 11.67it/s]
  6%|▌         | 9/157 [00:00<00:11, 13.23it/s]
  7%|▋         | 11/157 [00:01<00:10, 14.28it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.13it/s]
 10%|▉         | 15/157 [00:01<00:09, 15.75it/s]
 11%|█         | 17/157 [00:01<00:08, 16.14it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.36it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.49it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.62it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.69it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.65it/s]
 18%|█▊        | 29/157 [00:02<00:07, 16.73it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.79it/s]
 21%|██        | 33/157 [00:02<00:07, 16.89it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.96it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.03it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.07it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.05it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.99it/s]
 29%|██▊       | 45/157 [00:03<00:06, 16.96it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.96it/s]
 31%|███       | 49/157 [00:03<00:06, 16.95it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.94it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.97it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.01it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.08it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.08it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.02it/s]
 40%|████      | 63/157 [00:04<00:05, 16.98it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.95it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.92it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.92it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.95it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.88it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.89it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.93it/s]
 50%|█████     | 79/157 [00:05<00:04, 16.93it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.92it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.90it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.89it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.88it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.89it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.93it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.94it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.91it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.90it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.90it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.90it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.90it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.91it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.90it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.91it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.95it/s]
 72%|███████▏  | 113/157 [00:07<00:02, 16.99it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.01it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.99it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.00it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.98it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.97it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.92it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.89it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.89it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.87it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.89it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.91it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.94it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.94it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.92it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.94it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.91it/s]
 94%|█████████▎| 147/157 [00:09<00:00, 16.90it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.90it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.87it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.89it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.82it/s]
100%|██████████| 157/157 [00:09<00:00, 16.26it/s]
--> Epoch Number : 62  | Training Loss : 0.0267  | Validation Loss : 0.1155  | Validation Accuracy : 96.85%
Training Epoch: 63

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:51,  1.90it/s]
  0%|          | 2/782 [00:00<04:04,  3.18it/s]
  0%|          | 3/782 [00:00<03:10,  4.09it/s]
  1%|          | 4/782 [00:01<02:44,  4.74it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:52,  6.23it/s]
 11%|█         | 83/782 [00:13<01:52,  6.23it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.22it/s]
 12%|█▏        | 90/782 [00:14<01:51,  6.22it/s]
 12%|█▏        | 91/782 [00:14<01:51,  6.22it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.22it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.24it/s]
 21%|██        | 164/782 [00:26<01:39,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.23it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.23it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.27it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 247/782 [00:39<01:26,  6.22it/s]
 32%|███▏      | 248/782 [00:40<01:26,  6.21it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.20it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.21it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.23it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 259/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.22it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.22it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.22it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.22it/s]
 34%|███▍      | 265/782 [00:42<01:23,  6.21it/s]
 34%|███▍      | 266/782 [00:42<01:23,  6.21it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.22it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 346/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.23it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.22it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.21it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.23it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.23it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.21it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.22it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.21it/s]
 47%|████▋     | 371/782 [00:59<01:06,  6.22it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.23it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.21it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.22it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 392/782 [01:03<01:03,  6.17it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.18it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.20it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 396/782 [01:03<01:02,  6.22it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.21it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.21it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.22it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.22it/s]
 52%|█████▏    | 404/782 [01:05<01:01,  6.18it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.19it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.19it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.20it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.21it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.22it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.18it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.18it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.18it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.20it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.21it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.22it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.22it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 446/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 447/782 [01:11<00:54,  6.20it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.22it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.21it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.22it/s]
 59%|█████▊    | 458/782 [01:13<00:52,  6.20it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.22it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.22it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.23it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:20<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.21it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.22it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 522/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.21it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 533/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.22it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:36<00:29,  6.27it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.22it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.27it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.23it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.06it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.63it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.59it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.58it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.87it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.72it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.45it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.93it/s]
 11%|█         | 17/157 [00:01<00:08, 16.23it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.41it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.52it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.66it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.71it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.74it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.79it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.85it/s]
 21%|██        | 33/157 [00:02<00:07, 16.88it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.89it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.89it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.94it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.94it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.89it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.87it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.89it/s]
 31%|███       | 49/157 [00:03<00:06, 16.89it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.91it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.89it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.89it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.84it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.84it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.86it/s]
 40%|████      | 63/157 [00:04<00:05, 16.85it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.82it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.83it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.86it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.90it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.87it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.85it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.84it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.84it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.84it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.84it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.82it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.81it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.77it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.80it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.81it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.81it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.79it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.82it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.85it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.86it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.83it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.82it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.82it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.82it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.86it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.87it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.86it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.86it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.85it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.86it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.83it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.81it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.80it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.80it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.83it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.87it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.89it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.91it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.89it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.90it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.87it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.85it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.83it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.83it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.82it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.82it/s]
100%|██████████| 157/157 [00:09<00:00, 16.34it/s]
--> Epoch Number : 63  | Training Loss : 0.0247  | Validation Loss : 0.1124  | Validation Accuracy : 96.94%
Training Epoch: 64

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:00,  1.86it/s]
  0%|          | 2/782 [00:00<04:07,  3.16it/s]
  0%|          | 3/782 [00:00<03:11,  4.06it/s]
  1%|          | 4/782 [00:01<02:44,  4.72it/s]
  1%|          | 5/782 [00:01<02:29,  5.19it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:11,  5.91it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.27it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.27it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.23it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:38,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.23it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.27it/s]
 41%|████      | 321/782 [00:51<01:13,  6.27it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.23it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.22it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.27it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.27it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.28it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.28it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.28it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.28it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.28it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.27it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.27it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.27it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.28it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.27it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.26it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.07it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.70it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.71it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.69it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.94it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.87it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.59it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.08it/s]
 11%|█         | 17/157 [00:01<00:08, 16.35it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.60it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.66it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.73it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.65it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.76it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.90it/s]
 21%|██        | 33/157 [00:02<00:07, 16.94it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.94it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.96it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.96it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.97it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.98it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.99it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.00it/s]
 31%|███       | 49/157 [00:03<00:06, 17.03it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.01it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.99it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.98it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.00it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.98it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.96it/s]
 40%|████      | 63/157 [00:03<00:05, 16.95it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.95it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.98it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.98it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.99it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.99it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.01it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.00it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.00it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.99it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.99it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.98it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.99it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 17.00it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.01it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.01it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.01it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.00it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.99it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.00it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.99it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.98it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.97it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.93it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.96it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.98it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.98it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.98it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.99it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.98it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.00it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.95it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.92it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.96it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.97it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.96it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.97it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.99it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.97it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.95it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.94it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.96it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.00it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.01it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.83it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.81it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.82it/s]
100%|██████████| 157/157 [00:09<00:00, 16.45it/s]
--> Epoch Number : 64  | Training Loss : 0.0246  | Validation Loss : 0.112  | Validation Accuracy : 96.99%
Training Epoch: 65

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:54,  1.89it/s]
  0%|          | 2/782 [00:00<04:04,  3.19it/s]
  0%|          | 3/782 [00:00<03:09,  4.11it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:28,  5.23it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.78it/s]
  1%|          | 8/782 [00:01<02:10,  5.93it/s]
  1%|          | 9/782 [00:01<02:08,  6.03it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.29it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.22it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.24it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.22it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.21it/s]
  6%|▌         | 46/782 [00:07<01:58,  6.22it/s]
  6%|▌         | 47/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.22it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.22it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.24it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.23it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.23it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 303/782 [00:48<01:17,  6.22it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.21it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.22it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.23it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.23it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.22it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 327/782 [00:52<01:13,  6.21it/s]
 42%|████▏     | 328/782 [00:52<01:13,  6.21it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.21it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.21it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.21it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.21it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.21it/s]
 43%|████▎     | 334/782 [00:53<01:12,  6.21it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.21it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.21it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.21it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 340/782 [00:54<01:11,  6.19it/s]
 44%|████▎     | 341/782 [00:54<01:11,  6.21it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.21it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.21it/s]
 44%|████▍     | 346/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.22it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.22it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.23it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.16it/s]
 48%|████▊     | 377/782 [01:00<01:05,  6.19it/s]
 48%|████▊     | 378/782 [01:00<01:05,  6.20it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.22it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.20it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.19it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.20it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.23it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.23it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.23it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.22it/s]
 59%|█████▊    | 458/782 [01:13<00:52,  6.22it/s]
 59%|█████▊    | 459/782 [01:13<00:52,  6.21it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.20it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.22it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.20it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.21it/s]
 60%|██████    | 471/782 [01:15<00:50,  6.22it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.22it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.21it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.20it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.20it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.21it/s]
 61%|██████    | 477/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.22it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.22it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.21it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.18it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.20it/s]
 62%|██████▏   | 484/782 [01:17<00:48,  6.21it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.22it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.22it/s]
 63%|██████▎   | 490/782 [01:18<00:47,  6.19it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.21it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 496/782 [01:19<00:46,  6.21it/s]
 64%|██████▎   | 497/782 [01:20<00:45,  6.20it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.23it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.22it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.21it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.20it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 508/782 [01:21<00:44,  6.23it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.23it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.21it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.20it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.21it/s]
 66%|██████▌   | 515/782 [01:22<00:43,  6.20it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.20it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.21it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.21it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.21it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.20it/s]
 67%|██████▋   | 521/782 [01:23<00:42,  6.19it/s]
 67%|██████▋   | 522/782 [01:24<00:41,  6.20it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.21it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.22it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 533/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.22it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.21it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.20it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.20it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.21it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.21it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.20it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.21it/s]
 70%|██████▉   | 547/782 [01:28<00:37,  6.22it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.23it/s]
 71%|███████   | 552/782 [01:28<00:37,  6.21it/s]
 71%|███████   | 553/782 [01:29<00:36,  6.22it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.21it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.21it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.22it/s]
 71%|███████▏  | 558/782 [01:29<00:36,  6.22it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:32<00:33,  6.21it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.22it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.23it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 578/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.23it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.22it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.23it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.23it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:36<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:41<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.22it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.18it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.19it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.20it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.21it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.22it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.22it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:45<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.23it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:17,  6.23it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 678/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.22it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.23it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.22it/s]
 93%|█████████▎| 728/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.23it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.22it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.22it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.22it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.23it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.23it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:01<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 759/782 [02:02<00:03,  6.27it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.27it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.28it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.22it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.02it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.52it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.53it/s]
  4%|▍         | 7/157 [00:00<00:12, 12.47it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.81it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.62it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.37it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.81it/s]
 11%|█         | 17/157 [00:01<00:08, 16.04it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.34it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.49it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.60it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.66it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.73it/s]
 18%|█▊        | 29/157 [00:02<00:07, 16.80it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.84it/s]
 21%|██        | 33/157 [00:02<00:07, 16.90it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.95it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.93it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.94it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.88it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.87it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.87it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.88it/s]
 31%|███       | 49/157 [00:03<00:06, 16.89it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.88it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.90it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.91it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.87it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.86it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.86it/s]
 40%|████      | 63/157 [00:04<00:05, 16.82it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.85it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.89it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.91it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.91it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.90it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.86it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.85it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.82it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.82it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.81it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.83it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.86it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.91it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.92it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.92it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.91it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.92it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.89it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.87it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.86it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.87it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.86it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.87it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.86it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.84it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.86it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.82it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.85it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.86it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.88it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.88it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.91it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.90it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.83it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.82it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.84it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.83it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.83it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.81it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.83it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.92it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.91it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.93it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.95it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.93it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.91it/s]
100%|██████████| 157/157 [00:09<00:00, 16.36it/s]
Saved Model as CIFAR_65_end_hll.pt
--> Epoch Number : 65  | Training Loss : 0.0262  | Validation Loss : 0.1114  | Validation Accuracy : 96.84%
Training Epoch: 66

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:02,  1.85it/s]
  0%|          | 2/782 [00:00<04:07,  3.15it/s]
  0%|          | 3/782 [00:00<03:11,  4.06it/s]
  1%|          | 4/782 [00:01<02:45,  4.71it/s]
  1%|          | 5/782 [00:01<02:30,  5.18it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:14,  5.74it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:02,  6.23it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 190/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.23it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.23it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.21it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 234/782 [00:37<01:28,  6.23it/s]
 30%|███       | 235/782 [00:37<01:27,  6.23it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.23it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.23it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.23it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.23it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.22it/s]
 40%|███▉      | 309/782 [00:49<01:16,  6.22it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:13,  6.20it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.20it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.21it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.22it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 334/782 [00:53<01:12,  6.22it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.21it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.22it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.22it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.22it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.22it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.23it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.27it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.22it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.22it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.22it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.22it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.23it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.23it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.23it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.23it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.28it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.22it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.22it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.32it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.03it/s]
  3%|▎         | 5/157 [00:00<00:13, 11.02it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.99it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.26it/s]
  7%|▋         | 11/157 [00:00<00:09, 15.02it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.70it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.09it/s]
 11%|█         | 17/157 [00:01<00:08, 16.31it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.46it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.56it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.63it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.71it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.76it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.85it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.93it/s]
 21%|██        | 33/157 [00:02<00:07, 16.87it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.87it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.89it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.90it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.91it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.93it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.94it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.98it/s]
 31%|███       | 49/157 [00:03<00:06, 17.02it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.00it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.01it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.03it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.02it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.99it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.96it/s]
 40%|████      | 63/157 [00:03<00:05, 16.96it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.98it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.97it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.98it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.98it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.99it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.97it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.96it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.95it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.94it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.97it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.96it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.95it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.96it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.96it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.98it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.95it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.93it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.96it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.97it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.95it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.93it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.96it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.99it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.96it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.92it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.92it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.95it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.93it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.92it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.92it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.92it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.96it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.92it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.87it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.87it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.89it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.91it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.90it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.87it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.90it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.92it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.93it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.92it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.92it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.95it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.93it/s]
100%|██████████| 157/157 [00:09<00:00, 16.46it/s]
--> Epoch Number : 66  | Training Loss : 0.0238  | Validation Loss : 0.1129  | Validation Accuracy : 97.09%
Training Epoch: 67

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:46,  1.92it/s]
  0%|          | 2/782 [00:00<04:00,  3.24it/s]
  0%|          | 3/782 [00:00<03:08,  4.14it/s]
  1%|          | 4/782 [00:01<02:42,  4.78it/s]
  1%|          | 5/782 [00:01<02:28,  5.23it/s]
  1%|          | 6/782 [00:01<02:20,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.27it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.27it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.27it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 105/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.28it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.27it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.28it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.28it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.27it/s]
 15%|█▌        | 118/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.27it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.27it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.27it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.27it/s]
 17%|█▋        | 130/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 131/782 [00:21<01:43,  6.28it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.28it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.27it/s]
 18%|█▊        | 137/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.28it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.28it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.27it/s]
 18%|█▊        | 143/782 [00:23<01:41,  6.27it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.27it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.28it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.28it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.28it/s]
 19%|█▉        | 148/782 [00:23<01:40,  6.28it/s]
 19%|█▉        | 149/782 [00:24<01:40,  6.28it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.28it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.28it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.27it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.28it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.28it/s]
 20%|█▉        | 155/782 [00:25<01:39,  6.27it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.27it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:38,  6.27it/s]
 21%|██        | 162/782 [00:26<01:38,  6.27it/s]
 21%|██        | 163/782 [00:26<01:38,  6.27it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 190/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.23it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:28,  6.20it/s]
 30%|███       | 236/782 [00:38<01:27,  6.22it/s]
 30%|███       | 237/782 [00:38<01:27,  6.22it/s]
 30%|███       | 238/782 [00:38<01:27,  6.22it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.22it/s]
 31%|███       | 243/782 [00:39<01:26,  6.22it/s]
 31%|███       | 244/782 [00:39<01:26,  6.23it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 259/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:23,  6.20it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.22it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.22it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 271/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 272/782 [00:43<01:22,  6.21it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 275/782 [00:44<01:22,  6.17it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.18it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.21it/s]
 36%|███▌      | 278/782 [00:44<01:21,  6.22it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.23it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.20it/s]
 41%|████      | 319/782 [00:51<01:14,  6.22it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.23it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.27it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.27it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.27it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.27it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.23it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.23it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.28it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.28it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.28it/s]
 82%|████████▏ | 644/782 [01:43<00:21,  6.28it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.28it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.28it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.27it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:10,  6.28it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.28it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.24it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  2.96it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.50it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.50it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.56it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.92it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.76it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.41it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.93it/s]
 11%|█         | 17/157 [00:01<00:08, 16.29it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.51it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.64it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.75it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.83it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.85it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.92it/s]
 21%|██        | 33/157 [00:02<00:07, 16.96it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.00it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.00it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.00it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.95it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.92it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.94it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.91it/s]
 31%|███       | 49/157 [00:03<00:06, 16.90it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.92it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.92it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.93it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.96it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.96it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.02it/s]
 40%|████      | 63/157 [00:03<00:05, 17.03it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.04it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.02it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.01it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.02it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.02it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.02it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.04it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.07it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.08it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.05it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.04it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.05it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.05it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.06it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.04it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.03it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.05it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.05it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.02it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.04it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.02it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.04it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.02it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.00it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.97it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.01it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.03it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.02it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.02it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.02it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.00it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.99it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.99it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.02it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.04it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.03it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.03it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.02it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.99it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.00it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.00it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.03it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.06it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.11it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.11it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.09it/s]
100%|██████████| 157/157 [00:09<00:00, 16.46it/s]
--> Epoch Number : 67  | Training Loss : 0.0222  | Validation Loss : 0.1118  | Validation Accuracy : 97.02%
Training Epoch: 68

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:19,  1.78it/s]
  0%|          | 2/782 [00:00<04:14,  3.06it/s]
  0%|          | 3/782 [00:00<03:15,  3.99it/s]
  1%|          | 4/782 [00:01<02:46,  4.66it/s]
  1%|          | 5/782 [00:01<02:31,  5.13it/s]
  1%|          | 6/782 [00:01<02:21,  5.47it/s]
  1%|          | 7/782 [00:01<02:15,  5.71it/s]
  1%|          | 8/782 [00:01<02:11,  5.87it/s]
  1%|          | 9/782 [00:01<02:09,  5.96it/s]
  1%|▏         | 10/782 [00:02<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.22it/s]
 10%|█         | 82/782 [00:13<01:52,  6.22it/s]
 11%|█         | 83/782 [00:13<01:52,  6.22it/s]
 11%|█         | 84/782 [00:13<01:52,  6.23it/s]
 11%|█         | 85/782 [00:13<01:51,  6.23it/s]
 11%|█         | 86/782 [00:14<01:51,  6.23it/s]
 11%|█         | 87/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.23it/s]
 12%|█▏        | 90/782 [00:14<01:51,  6.23it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.23it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.22it/s]
 16%|█▋        | 128/782 [00:20<01:45,  6.21it/s]
 16%|█▋        | 129/782 [00:21<01:45,  6.21it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:22<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.20it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.21it/s]
 20%|█▉        | 153/782 [00:24<01:41,  6.22it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.23it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:40,  6.22it/s]
 20%|██        | 160/782 [00:26<01:39,  6.22it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.24it/s]
 21%|██        | 164/782 [00:26<01:39,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.23it/s]
 21%|██        | 166/782 [00:26<01:38,  6.23it/s]
 21%|██▏       | 167/782 [00:27<01:39,  6.21it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 178/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.21it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.22it/s]
 24%|██▎       | 184/782 [00:29<01:36,  6.23it/s]
 24%|██▎       | 185/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.23it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.22it/s]
 25%|██▌       | 196/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.23it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.23it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.23it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.22it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 210/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 216/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.23it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:38<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.23it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:39<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.22it/s]
 31%|███       | 244/782 [00:39<01:26,  6.22it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.21it/s]
 31%|███▏      | 246/782 [00:39<01:26,  6.23it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 253/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.21it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:42<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 265/782 [00:42<01:23,  6.22it/s]
 34%|███▍      | 266/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.23it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.22it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:51<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.23it/s]
 41%|████      | 318/782 [00:51<01:14,  6.22it/s]
 41%|████      | 319/782 [00:51<01:14,  6.23it/s]
 41%|████      | 320/782 [00:51<01:14,  6.23it/s]
 41%|████      | 321/782 [00:51<01:13,  6.23it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.23it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 327/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.23it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.22it/s]
 43%|████▎     | 335/782 [00:54<01:12,  6.19it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.20it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.21it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.20it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.20it/s]
 43%|████▎     | 340/782 [00:54<01:11,  6.21it/s]
 44%|████▎     | 341/782 [00:55<01:10,  6.21it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 346/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 347/782 [00:56<01:09,  6.22it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.22it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.23it/s]
 48%|████▊     | 372/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.20it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.21it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.21it/s]
 48%|████▊     | 377/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.23it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.23it/s]
 54%|█████▍    | 421/782 [01:07<00:58,  6.22it/s]
 54%|█████▍    | 422/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:09<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.19it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.20it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 447/782 [01:12<00:53,  6.22it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.22it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:16<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:20<00:45,  6.20it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.22it/s]
 64%|██████▍   | 503/782 [01:21<00:44,  6.22it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.23it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.23it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:36<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.21it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.22it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.22it/s]
 78%|███████▊  | 609/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:41<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:42<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.23it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.23it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:45<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:46<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.23it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.23it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:01<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.22it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.28it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.01it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.99it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.94it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.19it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.94it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.59it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.07it/s]
 11%|█         | 17/157 [00:01<00:08, 16.34it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.52it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.64it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.73it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.75it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.78it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.80it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.85it/s]
 21%|██        | 33/157 [00:02<00:07, 16.89it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.93it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.95it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.91it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.94it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.88it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.88it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.91it/s]
 31%|███       | 49/157 [00:03<00:06, 16.91it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.92it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.91it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.90it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.91it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.94it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.93it/s]
 40%|████      | 63/157 [00:03<00:05, 16.92it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.93it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.94it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.95it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.96it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.92it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.92it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.89it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.81it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.82it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.73it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.75it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.81it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.88it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.84it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.87it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.88it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.89it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.85it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.85it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.79it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.79it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.74it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.76it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.80it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.80it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.81it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.83it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.83it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.83it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.83it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.84it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.86it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.89it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.89it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.90it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.91it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.91it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.88it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.86it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.84it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.86it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.88it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.91it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.88it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.86it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.87it/s]
100%|██████████| 157/157 [00:09<00:00, 16.41it/s]
--> Epoch Number : 68  | Training Loss : 0.0224  | Validation Loss : 0.1136  | Validation Accuracy : 96.99%
Training Epoch: 69

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:49,  1.91it/s]
  0%|          | 2/782 [00:00<04:04,  3.19it/s]
  0%|          | 3/782 [00:00<03:09,  4.11it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.29it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.23it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.23it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.24it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.24it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.27it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.27it/s]
 21%|██        | 165/782 [00:26<01:38,  6.27it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.27it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.27it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.27it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.27it/s]
 46%|████▌     | 356/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.27it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.27it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.27it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.27it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.27it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.22it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.23it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.95it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.94it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.92it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.18it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.98it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.65it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.05it/s]
 11%|█         | 17/157 [00:01<00:08, 16.34it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.58it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.68it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.75it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.83it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.89it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.91it/s]
 21%|██        | 33/157 [00:02<00:07, 16.95it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.02it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.03it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.02it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.02it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.00it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.02it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.01it/s]
 31%|███       | 49/157 [00:03<00:06, 17.04it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.07it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.08it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.06it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.05it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.98it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.95it/s]
 40%|████      | 63/157 [00:03<00:05, 16.97it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.00it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.00it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.01it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.02it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.04it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.00it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.95it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.94it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.97it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.97it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.97it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.00it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.96it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.97it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.93it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.87it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.86it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.89it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.90it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.88it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.85it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.85it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.84it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.79it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.82it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.81it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.81it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.87it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.88it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.88it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.88it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.78it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.79it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.76it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.71it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.58it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.61it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.69it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.67it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.67it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.67it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.73it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.77it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.76it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.70it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.72it/s]
100%|██████████| 157/157 [00:09<00:00, 16.41it/s]
--> Epoch Number : 69  | Training Loss : 0.023  | Validation Loss : 0.1146  | Validation Accuracy : 96.98%
Training Epoch: 70

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:07,  1.83it/s]
  0%|          | 2/782 [00:00<04:09,  3.12it/s]
  0%|          | 3/782 [00:00<03:13,  4.03it/s]
  1%|          | 4/782 [00:01<02:45,  4.69it/s]
  1%|          | 5/782 [00:01<02:30,  5.16it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.91it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.24it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.27it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:38,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.27it/s]
 21%|██        | 165/782 [00:26<01:38,  6.27it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.22it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.23it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.19it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.20it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.21it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.22it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.22it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.22it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.27it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.27it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.27it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.28it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.27it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.27it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.27it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.27it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.28it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.28it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.28it/s]
 91%|█████████ | 713/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.28it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.28it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.28it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.28it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.27it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.27it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.27it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.27it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.27it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.04it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.61it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.61it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.61it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.98it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.79it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.47it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.97it/s]
 11%|█         | 17/157 [00:01<00:08, 16.23it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.40it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.54it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.62it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.70it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.73it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.78it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.84it/s]
 21%|██        | 33/157 [00:02<00:07, 16.88it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.87it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.91it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.92it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.94it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.90it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.87it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.87it/s]
 31%|███       | 49/157 [00:03<00:06, 16.88it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.88it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.86it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.88it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.89it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.92it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.92it/s]
 40%|████      | 63/157 [00:04<00:05, 16.90it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.93it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.93it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.91it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.87it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.86it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.87it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.89it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.90it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.88it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.90it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.90it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.90it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.91it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.93it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.92it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.90it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.89it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.89it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.87it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.86it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.84it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.83it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.78it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.83it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.89it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.91it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.91it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.90it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.89it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.89it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.89it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.87it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.87it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.88it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.87it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.85it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.82it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.81it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.81it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.85it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.88it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.92it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.95it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.93it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.94it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.90it/s]
100%|██████████| 157/157 [00:09<00:00, 16.38it/s]
Saved Model as CIFAR_70_end_hll.pt
--> Epoch Number : 70  | Training Loss : 0.0222  | Validation Loss : 0.1162  | Validation Accuracy : 96.92%
Training Epoch: 71

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:46,  1.92it/s]
  0%|          | 2/782 [00:00<04:03,  3.21it/s]
  0%|          | 3/782 [00:00<03:09,  4.10it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:28,  5.22it/s]
  1%|          | 6/782 [00:01<02:20,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.27it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.27it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.27it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.27it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.23it/s]
 30%|███       | 236/782 [00:38<01:27,  6.23it/s]
 30%|███       | 237/782 [00:38<01:27,  6.23it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:26,  6.18it/s]
 32%|███▏      | 248/782 [00:40<01:26,  6.18it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.20it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.22it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.22it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 431/782 [01:09<00:55,  6.28it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.27it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.27it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.28it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.28it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.28it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.28it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.28it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.28it/s]
 57%|█████▋    | 449/782 [01:12<00:52,  6.29it/s]
 58%|█████▊    | 450/782 [01:12<00:52,  6.28it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.27it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.27it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.27it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.27it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.28it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.28it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.22it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.22it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.04it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.55it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.55it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.58it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.94it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.73it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.44it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.90it/s]
 11%|█         | 17/157 [00:01<00:08, 16.22it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.43it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.54it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.55it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.64it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.71it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.80it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.87it/s]
 21%|██        | 33/157 [00:02<00:07, 16.87it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.88it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.85it/s]
 25%|██▍       | 39/157 [00:02<00:07, 16.84it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.82it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.85it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.85it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.86it/s]
 31%|███       | 49/157 [00:03<00:06, 16.89it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.86it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.89it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.93it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.91it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.93it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.91it/s]
 40%|████      | 63/157 [00:04<00:05, 16.91it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.90it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.87it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.83it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.83it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.88it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.87it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.87it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.87it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.89it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.89it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.88it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.89it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.86it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.89it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.86it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.85it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.84it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.82it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.80it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.83it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.82it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.82it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.85it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.85it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.86it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.88it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.87it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.88it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.88it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.85it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.84it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.87it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.87it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.75it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.78it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.75it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.74it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.72it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.70it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.75it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.81it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.83it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.88it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.90it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.84it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.84it/s]
100%|██████████| 157/157 [00:09<00:00, 16.33it/s]
--> Epoch Number : 71  | Training Loss : 0.0206  | Validation Loss : 0.1149  | Validation Accuracy : 97.01%
Training Epoch: 72

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:55,  1.88it/s]
  0%|          | 2/782 [00:00<04:05,  3.18it/s]
  0%|          | 3/782 [00:00<03:10,  4.08it/s]
  1%|          | 4/782 [00:01<02:44,  4.74it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:52,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.27it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.27it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.27it/s]
 21%|██        | 162/782 [00:26<01:38,  6.27it/s]
 21%|██        | 163/782 [00:26<01:38,  6.27it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.27it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.27it/s]
 30%|██▉       | 231/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.27it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.27it/s]
 30%|███       | 235/782 [00:37<01:27,  6.27it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.27it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.27it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.27it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:09,  6.21it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.21it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 400/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.27it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.27it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.27it/s]
 57%|█████▋    | 442/782 [01:10<00:54,  6.27it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.27it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.27it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 481/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.27it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 517/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.27it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.27it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.27it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.27it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.22it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.28it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.27it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.23it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.23it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.26it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.98it/s]
  3%|▎         | 5/157 [00:00<00:13, 11.01it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.96it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.24it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.95it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.60it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.09it/s]
 11%|█         | 17/157 [00:01<00:08, 16.34it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.49it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.63it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.68it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.74it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.78it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.77it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.84it/s]
 21%|██        | 33/157 [00:02<00:07, 16.88it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.92it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.94it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.94it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.95it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.93it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.91it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.90it/s]
 31%|███       | 49/157 [00:03<00:06, 16.88it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.89it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.90it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.92it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.93it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.95it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.96it/s]
 40%|████      | 63/157 [00:03<00:05, 16.93it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.89it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.87it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.90it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.90it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.93it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.94it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.94it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.91it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.92it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.94it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.92it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.88it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.89it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.86it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.90it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.91it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.90it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.95it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.97it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.97it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.92it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.91it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.91it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.90it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.87it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.89it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.91it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.91it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.92it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.94it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.95it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.95it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.92it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.89it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.88it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.85it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.86it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.88it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.90it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.93it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.95it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.92it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.92it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.92it/s]
100%|██████████| 157/157 [00:09<00:00, 16.44it/s]
--> Epoch Number : 72  | Training Loss : 0.0219  | Validation Loss : 0.1183  | Validation Accuracy : 96.89%
Training Epoch: 73

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:52,  1.90it/s]
  0%|          | 2/782 [00:00<04:03,  3.20it/s]
  0%|          | 3/782 [00:00<03:09,  4.12it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.93it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 17/782 [00:03<02:03,  6.19it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.21it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.23it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.23it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.24it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:26,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:20,  6.22it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.23it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.20it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.21it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.21it/s]
 37%|███▋      | 290/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.22it/s]
 37%|███▋      | 292/782 [00:47<01:19,  6.20it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.21it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.23it/s]
 38%|███▊      | 297/782 [00:47<01:18,  6.18it/s]
 38%|███▊      | 298/782 [00:48<01:18,  6.19it/s]
 38%|███▊      | 299/782 [00:48<01:18,  6.19it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.19it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.20it/s]
 39%|███▊      | 302/782 [00:48<01:17,  6.21it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.23it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.23it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.23it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.19it/s]
 40%|████      | 314/782 [00:50<01:15,  6.20it/s]
 40%|████      | 315/782 [00:50<01:15,  6.21it/s]
 40%|████      | 316/782 [00:50<01:14,  6.22it/s]
 41%|████      | 317/782 [00:51<01:14,  6.23it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.22it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.23it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.23it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.23it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.21it/s]
 47%|████▋     | 365/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.23it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 377/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.22it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.22it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.20it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.23it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.23it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.22it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.21it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.21it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.21it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.21it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.21it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.22it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.27it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.22it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.20it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.21it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.21it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.22it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.22it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.23it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.23it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.24it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.23it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.22it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.22it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.20it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.20it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.20it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.21it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.22it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.27it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.27it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.27it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.28it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.27it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.26it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  3.00it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.54it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.56it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.60it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.96it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.69it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.40it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.93it/s]
 11%|█         | 17/157 [00:01<00:08, 16.26it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.45it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.59it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.70it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.80it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.82it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.86it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.91it/s]
 21%|██        | 33/157 [00:02<00:07, 16.96it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.73it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.58it/s]
 25%|██▍       | 39/157 [00:02<00:07, 16.35it/s]
 26%|██▌       | 41/157 [00:02<00:07, 16.55it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.66it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.76it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.79it/s]
 31%|███       | 49/157 [00:03<00:06, 16.87it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.90it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.98it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.02it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.02it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.08it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.07it/s]
 40%|████      | 63/157 [00:04<00:05, 17.06it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.93it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.89it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.87it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.87it/s]
 46%|████▋     | 73/157 [00:04<00:05, 16.78it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.78it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.84it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.89it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.88it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.92it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.94it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.91it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.73it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.77it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.87it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.91it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.72it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.74it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.85it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.93it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.94it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.96it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.00it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.03it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.04it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.01it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.02it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.05it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.06it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.03it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.05it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.08it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.08it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 17.07it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.05it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.02it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.03it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.93it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.88it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.95it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.00it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.03it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.05it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.06it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.97it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.95it/s]
100%|██████████| 157/157 [00:09<00:00, 16.39it/s]
--> Epoch Number : 73  | Training Loss : 0.0204  | Validation Loss : 0.1141  | Validation Accuracy : 96.95%
Training Epoch: 74

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:57,  1.87it/s]
  0%|          | 2/782 [00:00<04:07,  3.15it/s]
  0%|          | 3/782 [00:00<03:11,  4.06it/s]
  1%|          | 4/782 [00:01<02:45,  4.69it/s]
  1%|          | 5/782 [00:01<02:30,  5.17it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.28it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:56,  6.29it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.22it/s]
 15%|█▍        | 116/782 [00:18<01:47,  6.22it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.21it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.23it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.23it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:40,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.23it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.21it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.22it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.23it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.23it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.23it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.23it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 620/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.21it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.22it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.23it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.22it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.24it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.22it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.22it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.23it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.23it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:13,  6.23it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.21it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.22it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.23it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.21it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.22it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.23it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.23it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.21it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.22it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.22it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.22it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.22it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.03it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.60it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.60it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.62it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.92it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.72it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.41it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.90it/s]
 11%|█         | 17/157 [00:01<00:08, 16.22it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.47it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.61it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.71it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.80it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.83it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.86it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.85it/s]
 21%|██        | 33/157 [00:02<00:07, 16.89it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.89it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.90it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.89it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.90it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.92it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.89it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.89it/s]
 31%|███       | 49/157 [00:03<00:06, 16.88it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.90it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.89it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.90it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.90it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.88it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.87it/s]
 40%|████      | 63/157 [00:04<00:05, 16.87it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.88it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.93it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.94it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.98it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.98it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.97it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.95it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.92it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.88it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.88it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.91it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.91it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.94it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.94it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.96it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.96it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.95it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.91it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.91it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.92it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.95it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.94it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.95it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.89it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.89it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.87it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.89it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.94it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.96it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.96it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.95it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.96it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.98it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.93it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.82it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.82it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.83it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.88it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.92it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.96it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.98it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.99it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.98it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.95it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.90it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.90it/s]
100%|██████████| 157/157 [00:09<00:00, 16.39it/s]
--> Epoch Number : 74  | Training Loss : 0.0209  | Validation Loss : 0.1155  | Validation Accuracy : 97.02%
Training Epoch: 75

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:56,  1.88it/s]
  0%|          | 2/782 [00:00<04:05,  3.17it/s]
  0%|          | 3/782 [00:00<03:10,  4.09it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 54/782 [00:08<01:55,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.22it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 112/782 [00:18<01:48,  6.20it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.20it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.22it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.23it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.22it/s]
 16%|█▌        | 122/782 [00:19<01:46,  6.17it/s]
 16%|█▌        | 123/782 [00:20<01:46,  6.18it/s]
 16%|█▌        | 124/782 [00:20<01:46,  6.20it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.23it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.23it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.27it/s]
 20%|██        | 160/782 [00:25<01:39,  6.27it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.23it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.23it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.21it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 190/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 191/782 [00:30<01:35,  6.21it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.22it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.23it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.22it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.20it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.21it/s]
 27%|██▋       | 209/782 [00:33<01:32,  6.22it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.23it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 228/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.23it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:27,  6.23it/s]
 31%|███       | 240/782 [00:38<01:27,  6.23it/s]
 31%|███       | 241/782 [00:38<01:26,  6.23it/s]
 31%|███       | 242/782 [00:39<01:26,  6.22it/s]
 31%|███       | 243/782 [00:39<01:26,  6.23it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.23it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.23it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 290/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:03,  6.18it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.19it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.22it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.21it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.21it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.21it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.22it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.22it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.23it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.23it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.22it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.23it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.17it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.81it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.78it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.66it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.98it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.78it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.45it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.87it/s]
 11%|█         | 17/157 [00:01<00:08, 16.19it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.36it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.48it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.57it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.69it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.78it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.82it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.78it/s]
 21%|██        | 33/157 [00:02<00:07, 16.81it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.86it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.90it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.90it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.80it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.85it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.92it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.94it/s]
 31%|███       | 49/157 [00:03<00:06, 16.89it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.87it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.89it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.92it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.92it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.94it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.91it/s]
 40%|████      | 63/157 [00:03<00:05, 16.92it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.92it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.92it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.92it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.87it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.84it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.84it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.82it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.80it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.81it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.84it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.84it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.88it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.83it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.86it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.83it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.77it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.72it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.79it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.82it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.87it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.87it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.87it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.85it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.86it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.84it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.87it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.92it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.98it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.00it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.98it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.98it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.97it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.92it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.92it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.94it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.96it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.98it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.97it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.97it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.94it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.97it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.98it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.98it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.00it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.00it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.99it/s]
100%|██████████| 157/157 [00:09<00:00, 16.38it/s]
Saved Model as CIFAR_75_end_hll.pt
--> Epoch Number : 75  | Training Loss : 0.0199  | Validation Loss : 0.1147  | Validation Accuracy : 96.99%
Training Epoch: 76

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:45,  1.93it/s]
  0%|          | 2/782 [00:00<04:00,  3.24it/s]
  0%|          | 3/782 [00:00<03:08,  4.13it/s]
  1%|          | 4/782 [00:01<02:42,  4.78it/s]
  1%|          | 5/782 [00:01<02:28,  5.24it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.78it/s]
  1%|          | 8/782 [00:01<02:10,  5.94it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.23it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.23it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:53,  6.23it/s]
 10%|█         | 79/782 [00:12<01:52,  6.24it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:52,  6.19it/s]
 11%|█         | 84/782 [00:13<01:52,  6.19it/s]
 11%|█         | 85/782 [00:13<01:52,  6.19it/s]
 11%|█         | 86/782 [00:14<01:52,  6.21it/s]
 11%|█         | 87/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.27it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.23it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 109/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.23it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.23it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.21it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.21it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.23it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.23it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.21it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.21it/s]
 17%|█▋        | 134/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.22it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 141/782 [00:22<01:43,  6.20it/s]
 18%|█▊        | 142/782 [00:23<01:43,  6.21it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.21it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.21it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.23it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:40,  6.23it/s]
 20%|██        | 160/782 [00:25<01:39,  6.23it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.23it/s]
 21%|██        | 163/782 [00:26<01:39,  6.23it/s]
 21%|██        | 164/782 [00:26<01:39,  6.23it/s]
 21%|██        | 165/782 [00:26<01:39,  6.23it/s]
 21%|██        | 166/782 [00:26<01:38,  6.23it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.22it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.23it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:14,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.19it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.21it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.23it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.20it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.18it/s]
 85%|████████▍ | 664/782 [01:46<00:19,  6.20it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.21it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.21it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.23it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.15it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.78it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.75it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.69it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.00it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.77it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.46it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.91it/s]
 11%|█         | 17/157 [00:01<00:08, 16.18it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.29it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.48it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.59it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.66it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.76it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.86it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.90it/s]
 21%|██        | 33/157 [00:02<00:07, 16.89it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.86it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.85it/s]
 25%|██▍       | 39/157 [00:02<00:07, 16.83it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.82it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.83it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.83it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.85it/s]
 31%|███       | 49/157 [00:03<00:06, 16.89it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.89it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.87it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.85it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.87it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.85it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.86it/s]
 40%|████      | 63/157 [00:04<00:05, 16.86it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.86it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.87it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.86it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.81it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.81it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.82it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.77it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.78it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.82it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.83it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.87it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.90it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.91it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.92it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.88it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.86it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.84it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.84it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.79it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.79it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.77it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.75it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.75it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.75it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.73it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.75it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.79it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.83it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.86it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.86it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.87it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.81it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.84it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.81it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.82it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.86it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.90it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.86it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.82it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.82it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.81it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.83it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.80it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.81it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.86it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.91it/s]
100%|██████████| 157/157 [00:09<00:00, 16.36it/s]
--> Epoch Number : 76  | Training Loss : 0.021  | Validation Loss : 0.1119  | Validation Accuracy : 97.06%
Training Epoch: 77

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:04,  1.84it/s]
  0%|          | 2/782 [00:00<04:08,  3.14it/s]
  0%|          | 3/782 [00:00<03:12,  4.05it/s]
  1%|          | 4/782 [00:01<02:45,  4.71it/s]
  1%|          | 5/782 [00:01<02:30,  5.18it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:15,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.22it/s]
  7%|▋         | 52/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:13<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.27it/s]
 10%|█         | 82/782 [00:13<01:51,  6.27it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.28it/s]
 11%|█         | 85/782 [00:13<01:50,  6.28it/s]
 11%|█         | 86/782 [00:14<01:50,  6.28it/s]
 11%|█         | 87/782 [00:14<01:50,  6.29it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.28it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.29it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 92/782 [00:15<01:49,  6.28it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 105/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.27it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.27it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.27it/s]
 31%|███       | 242/782 [00:39<01:26,  6.27it/s]
 31%|███       | 243/782 [00:39<01:25,  6.27it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:14,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.21it/s]
 43%|████▎     | 340/782 [00:54<01:11,  6.22it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.27it/s]
 46%|████▌     | 356/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.21it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.27it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.27it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.27it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.27it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.27it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.27it/s]
 59%|█████▉    | 462/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.28it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.28it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:15<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.27it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.27it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.27it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.27it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:35<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.22it/s]
 78%|███████▊  | 608/782 [01:37<00:28,  6.15it/s]
 78%|███████▊  | 609/782 [01:37<00:28,  6.17it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.20it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.22it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.21it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.19it/s]
 79%|███████▊  | 614/782 [01:38<00:27,  6.20it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.22it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.23it/s]
 79%|███████▉  | 617/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.22it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.23it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.28it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.29it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.28it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.28it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.27it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.28it/s]
 82%|████████▏ | 644/782 [01:43<00:21,  6.28it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.28it/s]
 83%|████████▎ | 648/782 [01:43<00:21,  6.29it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.29it/s]
 83%|████████▎ | 650/782 [01:44<00:20,  6.29it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.30it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.30it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.29it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.29it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.28it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.28it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.28it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.28it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.28it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 667/782 [01:46<00:18,  6.28it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.28it/s]
 86%|████████▌ | 669/782 [01:47<00:17,  6.29it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.29it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.28it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.28it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.28it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:50<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.28it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.28it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:58<00:06,  6.27it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.27it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 761/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.27it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.27it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.26it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.26it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.31it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.01it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.98it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.91it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.20it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.96it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.63it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.07it/s]
 11%|█         | 17/157 [00:01<00:08, 16.33it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.51it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.63it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.69it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.74it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.77it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.82it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.87it/s]
 21%|██        | 33/157 [00:02<00:07, 16.90it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.92it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.95it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.93it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.91it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.89it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.87it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.87it/s]
 31%|███       | 49/157 [00:03<00:06, 16.87it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.89it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.91it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.93it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.92it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.91it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.90it/s]
 40%|████      | 63/157 [00:03<00:05, 16.91it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.90it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.92it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.91it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.93it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.91it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.88it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.87it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.88it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.89it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.88it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.91it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.94it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.93it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.92it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.89it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.88it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.88it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.89it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.89it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.91it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.93it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.83it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.82it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.81it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.80it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.81it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.80it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.83it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.85it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.87it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.88it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.90it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.91it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.92it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.91it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.92it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.91it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.84it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.83it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.85it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.91it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.93it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.92it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.91it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.87it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.84it/s]
100%|██████████| 157/157 [00:09<00:00, 16.42it/s]
--> Epoch Number : 77  | Training Loss : 0.0204  | Validation Loss : 0.115  | Validation Accuracy : 96.99%
Training Epoch: 78

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:07,  1.83it/s]
  0%|          | 2/782 [00:00<04:10,  3.12it/s]
  0%|          | 3/782 [00:00<03:12,  4.04it/s]
  1%|          | 4/782 [00:01<02:45,  4.71it/s]
  1%|          | 5/782 [00:01<02:30,  5.16it/s]
  1%|          | 6/782 [00:01<02:21,  5.49it/s]
  1%|          | 7/782 [00:01<02:15,  5.73it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 20/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.23it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.23it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.24it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.23it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.23it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.23it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:04,  6.20it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.21it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.22it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.23it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.22it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.19it/s]
 67%|██████▋   | 521/782 [01:23<00:42,  6.20it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.21it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.23it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.22it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.22it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.27it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.24it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.22it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.22it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.21it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.21it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.22it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:51,  3.04it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.57it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.58it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.61it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.93it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.74it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.46it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.96it/s]
 11%|█         | 17/157 [00:01<00:08, 16.28it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.50it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.62it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.72it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.79it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.82it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.85it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.90it/s]
 21%|██        | 33/157 [00:02<00:07, 16.92it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.93it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.88it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.90it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.91it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.93it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.92it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.89it/s]
 31%|███       | 49/157 [00:03<00:06, 16.93it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.92it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.92it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.89it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.89it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.88it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.91it/s]
 40%|████      | 63/157 [00:03<00:05, 16.92it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.92it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.96it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.96it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.97it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.95it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.93it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.91it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.92it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.92it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.93it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.95it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.96it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.96it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.94it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.93it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.92it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.91it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.88it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.89it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.90it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.92it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.92it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.93it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.92it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.92it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.94it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.93it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.93it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.94it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.92it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.91it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.89it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.90it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.92it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.92it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.93it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.96it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.95it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.90it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.91it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.92it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.93it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.93it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.94it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.97it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.95it/s]
100%|██████████| 157/157 [00:09<00:00, 16.42it/s]
--> Epoch Number : 78  | Training Loss : 0.0203  | Validation Loss : 0.1132  | Validation Accuracy : 97.11%
Training Epoch: 79

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:58,  1.87it/s]
  0%|          | 2/782 [00:00<04:07,  3.15it/s]
  0%|          | 3/782 [00:00<03:10,  4.08it/s]
  1%|          | 4/782 [00:01<02:44,  4.74it/s]
  1%|          | 5/782 [00:01<02:29,  5.19it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:15,  5.73it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 29/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.28it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.27it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:12<01:52,  6.28it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.28it/s]
 10%|█         | 82/782 [00:13<01:51,  6.28it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.27it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.27it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.26it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:38,  6.27it/s]
 21%|██        | 163/782 [00:26<01:38,  6.27it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.22it/s]
 39%|███▉      | 305/782 [00:49<01:17,  6.19it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.20it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.20it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.18it/s]
 40%|███▉      | 309/782 [00:49<01:16,  6.18it/s]
 40%|███▉      | 310/782 [00:49<01:16,  6.19it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.20it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.20it/s]
 40%|████      | 313/782 [00:50<01:15,  6.21it/s]
 40%|████      | 314/782 [00:50<01:15,  6.22it/s]
 40%|████      | 315/782 [00:50<01:15,  6.21it/s]
 40%|████      | 316/782 [00:50<01:15,  6.18it/s]
 41%|████      | 317/782 [00:51<01:15,  6.19it/s]
 41%|████      | 318/782 [00:51<01:14,  6.20it/s]
 41%|████      | 319/782 [00:51<01:14,  6.21it/s]
 41%|████      | 320/782 [00:51<01:14,  6.22it/s]
 41%|████      | 321/782 [00:51<01:14,  6.23it/s]
 41%|████      | 322/782 [00:51<01:13,  6.22it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.23it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.21it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.20it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.21it/s]
 42%|████▏     | 327/782 [00:52<01:13,  6.21it/s]
 42%|████▏     | 328/782 [00:52<01:13,  6.21it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.22it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.22it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.22it/s]
 43%|████▎     | 334/782 [00:53<01:12,  6.22it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.22it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 340/782 [00:54<01:11,  6.21it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.22it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.21it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.21it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 346/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.23it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.27it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.27it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.27it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.27it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.27it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.23it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.21it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.23it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.22it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.21it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.21it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.21it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.22it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.23it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.19it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.21it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.23it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.22it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.22it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.21it/s]
 79%|███████▉  | 620/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.22it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.23it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.22it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.21it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.21it/s]
 82%|████████▏ | 639/782 [01:42<00:23,  6.22it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.22it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.22it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.21it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.18it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.20it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.21it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.21it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.22it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.22it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.19it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.21it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.22it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 726/782 [01:56<00:09,  6.21it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.22it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.20it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.12it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.69it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.71it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.73it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.05it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.92it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.66it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.14it/s]
 11%|█         | 17/157 [00:01<00:08, 16.39it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.59it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.73it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.84it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.91it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.95it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.98it/s]
 20%|█▉        | 31/157 [00:02<00:07, 17.03it/s]
 21%|██        | 33/157 [00:02<00:07, 17.04it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.02it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.04it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.07it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.07it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.06it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.04it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.06it/s]
 31%|███       | 49/157 [00:03<00:06, 17.09it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.12it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.11it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.11it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.09it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.08it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.04it/s]
 40%|████      | 63/157 [00:03<00:05, 17.05it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.07it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.10it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.08it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.07it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.06it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.05it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.06it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.07it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.08it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.09it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.09it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.05it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.04it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.05it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.06it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.07it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.07it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.07it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.07it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.08it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.07it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.03it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.03it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.05it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.03it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.03it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.02it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.05it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.06it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.06it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.06it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.08it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.06it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.05it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.03it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 17.02it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 17.03it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.04it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 17.03it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.05it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.07it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.09it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.07it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.08it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.04it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.03it/s]
100%|██████████| 157/157 [00:09<00:00, 16.55it/s]
--> Epoch Number : 79  | Training Loss : 0.0203  | Validation Loss : 0.1138  | Validation Accuracy : 97.0%
Training Epoch: 80

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:09,  1.82it/s]
  0%|          | 2/782 [00:00<04:10,  3.11it/s]
  0%|          | 3/782 [00:00<03:12,  4.04it/s]
  1%|          | 4/782 [00:01<02:45,  4.70it/s]
  1%|          | 5/782 [00:01<02:30,  5.16it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  5.99it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.20it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.22it/s]
  8%|▊         | 65/782 [00:10<01:55,  6.22it/s]
  8%|▊         | 66/782 [00:10<01:55,  6.21it/s]
  9%|▊         | 67/782 [00:11<01:55,  6.21it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.22it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.22it/s]
  9%|▉         | 71/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.23it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.23it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.22it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.22it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.23it/s]
 10%|█         | 79/782 [00:13<01:53,  6.22it/s]
 10%|█         | 80/782 [00:13<01:53,  6.21it/s]
 10%|█         | 81/782 [00:13<01:52,  6.22it/s]
 10%|█         | 82/782 [00:13<01:52,  6.23it/s]
 11%|█         | 83/782 [00:13<01:52,  6.22it/s]
 11%|█         | 84/782 [00:13<01:52,  6.20it/s]
 11%|█         | 85/782 [00:14<01:52,  6.21it/s]
 11%|█         | 86/782 [00:14<01:51,  6.22it/s]
 11%|█         | 87/782 [00:14<01:51,  6.22it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.22it/s]
 12%|█▏        | 90/782 [00:14<01:51,  6.23it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.23it/s]
 17%|█▋        | 135/782 [00:22<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.21it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.21it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.21it/s]
 19%|█▉        | 147/782 [00:23<01:42,  6.21it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:40,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:26<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.22it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 178/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.23it/s]
 24%|██▎       | 185/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.23it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:38<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:42<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.23it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.23it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:47<01:18,  6.23it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.23it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:15,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:51<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.23it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.23it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 327/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.22it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.21it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.22it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.22it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.22it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.22it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:55<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.19it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.18it/s]
 46%|████▌     | 359/782 [00:57<01:08,  6.20it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.21it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.21it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 365/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 366/782 [00:59<01:06,  6.21it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.22it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.21it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.21it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 377/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.22it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.22it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.21it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 390/782 [01:02<01:03,  6.22it/s]
 50%|█████     | 391/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 397/782 [01:04<01:01,  6.22it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.22it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.23it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.22it/s]
 54%|█████▍    | 422/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.23it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.21it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.22it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.22it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 447/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 452/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 453/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:52,  6.22it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.22it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.22it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.22it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.21it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.22it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.23it/s]
 60%|██████    | 472/782 [01:16<00:49,  6.23it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 477/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 478/782 [01:17<00:48,  6.22it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.23it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.22it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.21it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.19it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.18it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.19it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.20it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.22it/s]
 64%|██████▎   | 497/782 [01:20<00:45,  6.23it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:21<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.22it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.23it/s]
 70%|██████▉   | 547/782 [01:28<00:37,  6.22it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 553/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.22it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.22it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.23it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.22it/s]
 73%|███████▎  | 572/782 [01:32<00:33,  6.18it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.20it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.20it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.20it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.21it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.21it/s]
 74%|███████▍  | 578/782 [01:33<00:32,  6.22it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.21it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.22it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.23it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.23it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 584/782 [01:34<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.19it/s]
 75%|███████▌  | 589/782 [01:34<00:31,  6.20it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.20it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.21it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.22it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.22it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.22it/s]
 76%|███████▌  | 595/782 [01:35<00:30,  6.22it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.22it/s]
 76%|███████▋  | 597/782 [01:36<00:29,  6.22it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:37<00:28,  6.22it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.22it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.22it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.23it/s]
 79%|███████▊  | 614/782 [01:38<00:27,  6.20it/s]
 79%|███████▊  | 615/782 [01:39<00:26,  6.21it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.21it/s]
 79%|███████▉  | 620/782 [01:39<00:26,  6.20it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.20it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.21it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.22it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:41<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:42<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:45<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:46<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 665/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.22it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.21it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.23it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 684/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:51<00:14,  6.27it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.28it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.27it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.21it/s]
 93%|█████████▎| 726/782 [01:56<00:09,  6.21it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.21it/s]
 93%|█████████▎| 728/782 [01:57<00:08,  6.20it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.21it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.21it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.23it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.23it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 740/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:01<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.17it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.18it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.22it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.13it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.76it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.79it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.78it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.11it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.91it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.59it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.10it/s]
 11%|█         | 17/157 [00:01<00:08, 16.40it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.61it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.76it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.83it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.87it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.91it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.96it/s]
 20%|█▉        | 31/157 [00:02<00:07, 17.00it/s]
 21%|██        | 33/157 [00:02<00:07, 17.06it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.06it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.04it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.97it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.96it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.94it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.97it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.98it/s]
 31%|███       | 49/157 [00:03<00:06, 17.02it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.05it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.08it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.08it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.06it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.02it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.02it/s]
 40%|████      | 63/157 [00:03<00:05, 17.04it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.02it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.05it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.08it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.07it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.04it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.06it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.05it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.05it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.05it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.04it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.04it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.06it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.05it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.05it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.06it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.05it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.06it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.04it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.03it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.06it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.07it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.08it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.09it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.08it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.04it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.02it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.98it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.96it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.99it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.03it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.06it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.06it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.05it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 17.02it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 17.01it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.97it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.97it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.98it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.98it/s]
 91%|█████████ | 143/157 [00:08<00:00, 17.01it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.04it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.04it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.05it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.05it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.00it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.03it/s]
100%|██████████| 157/157 [00:09<00:00, 16.53it/s]
Saved Model as CIFAR_80_end_hll.pt
--> Epoch Number : 80  | Training Loss : 0.0197  | Validation Loss : 0.1181  | Validation Accuracy : 97.12%
Training Epoch: 81

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:55,  1.88it/s]
  0%|          | 2/782 [00:00<04:05,  3.18it/s]
  0%|          | 3/782 [00:00<03:10,  4.08it/s]
  1%|          | 4/782 [00:01<02:44,  4.73it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:01,  6.23it/s]
  4%|▎         | 28/782 [00:04<02:01,  6.23it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 46/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 52/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 53/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.23it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 65/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.24it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.23it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.22it/s]
 10%|▉         | 77/782 [00:12<01:53,  6.22it/s]
 10%|▉         | 78/782 [00:12<01:53,  6.23it/s]
 10%|█         | 79/782 [00:13<01:52,  6.23it/s]
 10%|█         | 80/782 [00:13<01:52,  6.23it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:52,  6.23it/s]
 11%|█         | 84/782 [00:13<01:52,  6.21it/s]
 11%|█         | 85/782 [00:13<01:52,  6.21it/s]
 11%|█         | 86/782 [00:14<01:51,  6.22it/s]
 11%|█         | 87/782 [00:14<01:51,  6.22it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.22it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.23it/s]
 12%|█▏        | 90/782 [00:14<01:51,  6.23it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:49,  6.19it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.19it/s]
 14%|█▍        | 109/782 [00:17<01:48,  6.20it/s]
 14%|█▍        | 110/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 116/782 [00:18<01:47,  6.22it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.21it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.20it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.21it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.22it/s]
 16%|█▋        | 128/782 [00:20<01:45,  6.22it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.21it/s]
 17%|█▋        | 134/782 [00:21<01:44,  6.21it/s]
 17%|█▋        | 135/782 [00:22<01:43,  6.22it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.21it/s]
 18%|█▊        | 141/782 [00:22<01:43,  6.21it/s]
 18%|█▊        | 142/782 [00:23<01:43,  6.21it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.21it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.22it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.23it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.23it/s]
 19%|█▉        | 148/782 [00:24<01:42,  6.21it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.21it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.22it/s]
 20%|██        | 157/782 [00:25<01:40,  6.23it/s]
 20%|██        | 158/782 [00:25<01:40,  6.23it/s]
 20%|██        | 159/782 [00:25<01:39,  6.23it/s]
 20%|██        | 160/782 [00:26<01:39,  6.23it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.23it/s]
 21%|██        | 163/782 [00:26<01:39,  6.22it/s]
 21%|██        | 164/782 [00:26<01:39,  6.21it/s]
 21%|██        | 165/782 [00:26<01:39,  6.21it/s]
 21%|██        | 166/782 [00:26<01:39,  6.22it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.22it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 172/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 173/782 [00:28<01:38,  6.21it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 196/782 [00:31<01:34,  6.21it/s]
 25%|██▌       | 197/782 [00:31<01:34,  6.20it/s]
 25%|██▌       | 198/782 [00:32<01:34,  6.21it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.21it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 203/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 204/782 [00:33<01:33,  6.20it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.21it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.22it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.22it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 215/782 [00:34<01:31,  6.22it/s]
 28%|██▊       | 216/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 221/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.23it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.22it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 228/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.22it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 234/782 [00:37<01:28,  6.22it/s]
 30%|███       | 235/782 [00:38<01:28,  6.21it/s]
 30%|███       | 236/782 [00:38<01:28,  6.20it/s]
 30%|███       | 237/782 [00:38<01:27,  6.22it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:27,  6.23it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:39<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:42<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.22it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.27it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:51<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:55<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.27it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.23it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.23it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.22it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 595/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.22it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.22it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.22it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.22it/s]
 79%|███████▊  | 614/782 [01:38<00:27,  6.22it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.23it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 620/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.22it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.23it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.21it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.22it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.23it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.24it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.21it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.22it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.22it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.21it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.21it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.21it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.21it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.22it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.23it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.22it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.23it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.22it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.22it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.23it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.24it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.22it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.23it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.21it/s]
 96%|█████████▋| 753/782 [02:01<00:04,  6.21it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.21it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.22it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.22it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.23it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.23it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.18it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.19it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.09it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.67it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.65it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.61it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.97it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.83it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.47it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.93it/s]
 11%|█         | 17/157 [00:01<00:08, 16.26it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.52it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.66it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.72it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.78it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.82it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.85it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.89it/s]
 21%|██        | 33/157 [00:02<00:07, 16.88it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.92it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.95it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.97it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.97it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.96it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.92it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.88it/s]
 31%|███       | 49/157 [00:03<00:06, 16.89it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.88it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.94it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.97it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.98it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.93it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.96it/s]
 40%|████      | 63/157 [00:03<00:05, 16.96it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.96it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.95it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.92it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.92it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.96it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.96it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.95it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.95it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.95it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.96it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.95it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.92it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.95it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.97it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.99it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.98it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.98it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.00it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.99it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.91it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.92it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.91it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.95it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.93it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.91it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.95it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.99it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 17.00it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.98it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.99it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.99it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.98it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.94it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.93it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.94it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.94it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.94it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.94it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.90it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.91it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.85it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.86it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.91it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.96it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 17.00it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.02it/s]
100%|██████████| 157/157 [00:09<00:00, 16.45it/s]
--> Epoch Number : 81  | Training Loss : 0.02  | Validation Loss : 0.1161  | Validation Accuracy : 96.99%
Training Epoch: 82

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:36,  1.97it/s]
  0%|          | 2/782 [00:00<04:00,  3.24it/s]
  0%|          | 3/782 [00:00<03:07,  4.16it/s]
  1%|          | 4/782 [00:00<02:41,  4.80it/s]
  1%|          | 5/782 [00:01<02:27,  5.26it/s]
  1%|          | 6/782 [00:01<02:19,  5.57it/s]
  1%|          | 7/782 [00:01<02:13,  5.78it/s]
  1%|          | 8/782 [00:01<02:10,  5.94it/s]
  1%|          | 9/782 [00:01<02:08,  6.04it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.15it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.28it/s]
  2%|▏         | 16/782 [00:02<02:01,  6.29it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.29it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:04<02:01,  6.22it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.23it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.23it/s]
  4%|▍         | 32/782 [00:05<02:00,  6.23it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.24it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.24it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.23it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.23it/s]
  5%|▍         | 37/782 [00:06<02:00,  6.21it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.22it/s]
  5%|▍         | 39/782 [00:06<01:59,  6.23it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.23it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.22it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.22it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 46/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 47/782 [00:07<01:58,  6.22it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.22it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:57,  6.20it/s]
  7%|▋         | 53/782 [00:08<01:58,  6.18it/s]
  7%|▋         | 54/782 [00:08<01:57,  6.19it/s]
  7%|▋         | 55/782 [00:09<01:57,  6.21it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.23it/s]
  8%|▊         | 59/782 [00:09<01:56,  6.23it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.23it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.27it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.28it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 91/782 [00:14<01:51,  6.19it/s]
 12%|█▏        | 92/782 [00:15<01:51,  6.19it/s]
 12%|█▏        | 93/782 [00:15<01:51,  6.21it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.21it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.22it/s]
 12%|█▏        | 96/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.21it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.23it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.21it/s]
 14%|█▍        | 109/782 [00:17<01:48,  6.21it/s]
 14%|█▍        | 110/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.22it/s]
 15%|█▍        | 116/782 [00:18<01:47,  6.22it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.18it/s]
 16%|█▌        | 122/782 [00:19<01:46,  6.20it/s]
 16%|█▌        | 123/782 [00:20<01:46,  6.21it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.21it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.22it/s]
 16%|█▋        | 128/782 [00:20<01:45,  6.21it/s]
 16%|█▋        | 129/782 [00:21<01:45,  6.22it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:44,  6.20it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.21it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.27it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.23it/s]
 21%|██        | 163/782 [00:26<01:39,  6.22it/s]
 21%|██        | 164/782 [00:26<01:39,  6.21it/s]
 21%|██        | 165/782 [00:26<01:39,  6.21it/s]
 21%|██        | 166/782 [00:26<01:38,  6.22it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.23it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.27it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.27it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.27it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.27it/s]
 28%|██▊       | 218/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.27it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.27it/s]
 29%|██▊       | 224/782 [00:36<01:28,  6.28it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.27it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.27it/s]
 32%|███▏      | 249/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 250/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.27it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.27it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.27it/s]
 33%|███▎      | 256/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.28it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.27it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.27it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 290/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.27it/s]
 41%|████      | 322/782 [00:51<01:13,  6.28it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.27it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.27it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.28it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.28it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.28it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.28it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.28it/s]
 42%|████▏     | 330/782 [00:53<01:11,  6.28it/s]
 42%|████▏     | 331/782 [00:53<01:11,  6.28it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.28it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.28it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.27it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.27it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.27it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.28it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.28it/s]
 45%|████▍     | 349/782 [00:56<01:08,  6.28it/s]
 45%|████▍     | 350/782 [00:56<01:08,  6.28it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.22it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.22it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.27it/s]
 56%|█████▌    | 437/782 [01:10<00:54,  6.27it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.27it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.28it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.28it/s]
 57%|█████▋    | 443/782 [01:11<00:53,  6.28it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.28it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.27it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.28it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.28it/s]
 59%|█████▉    | 462/782 [01:14<00:50,  6.28it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 475/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.27it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.28it/s]
 62%|██████▏   | 481/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.27it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.27it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.27it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.27it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.28it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.28it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:27<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.22it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.21it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.18it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.20it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.21it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.22it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.21it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.23it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.21it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.21it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.22it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.23it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.23it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.20it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.21it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.21it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.21it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.22it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.23it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.22it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.27it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.27it/s]
 82%|████████▏ | 644/782 [01:43<00:21,  6.27it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.27it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.27it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.27it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.27it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.28it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.28it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.29it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.29it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.29it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.29it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.28it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.28it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.28it/s]
 85%|████████▍ | 663/782 [01:46<00:18,  6.28it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.23it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.23it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.27it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.28it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.27it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.27it/s]
 89%|████████▉ | 698/782 [01:51<00:13,  6.28it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.28it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.29it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.28it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.27it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.27it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.27it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.28it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.28it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 713/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.27it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.27it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.28it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.28it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.27it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:55<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.27it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.27it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.27it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.27it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.28it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.27it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.27it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.27it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.27it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.28it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.28it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.28it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.28it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.25it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.27it/s]
 99%|█████████▉| 773/782 [02:03<00:01,  6.26it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.26it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  2.98it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.50it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.55it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.58it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.99it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.80it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.56it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.10it/s]
 11%|█         | 17/157 [00:01<00:08, 16.50it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.57it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.66it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.76it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.86it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.92it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.98it/s]
 21%|██        | 33/157 [00:02<00:07, 17.04it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.09it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.05it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.04it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.04it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.05it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.03it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.06it/s]
 31%|███       | 49/157 [00:03<00:06, 17.07it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.05it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.06it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.05it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.04it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.03it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.05it/s]
 40%|████      | 63/157 [00:03<00:05, 17.05it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.05it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.05it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.00it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.01it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.02it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.05it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.03it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.03it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.97it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.97it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.97it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.98it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.96it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.93it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.97it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.02it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.99it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.00it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.03it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.02it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.98it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.97it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.95it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.99it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.99it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.97it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.96it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.98it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.93it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.89it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.89it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.89it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.92it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.94it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.93it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.97it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.98it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.96it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.92it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.90it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.91it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.92it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.94it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.90it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.90it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.93it/s]
100%|██████████| 157/157 [00:09<00:00, 16.46it/s]
--> Epoch Number : 82  | Training Loss : 0.0186  | Validation Loss : 0.1208  | Validation Accuracy : 96.91%
Training Epoch: 83

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:52,  1.90it/s]
  0%|          | 2/782 [00:00<04:03,  3.20it/s]
  0%|          | 3/782 [00:00<03:09,  4.11it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.10it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 46/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:54,  6.22it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.23it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:13<01:52,  6.24it/s]
 10%|█         | 80/782 [00:13<01:52,  6.24it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.22it/s]
 11%|█         | 87/782 [00:14<01:51,  6.22it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.23it/s]
 12%|█▏        | 90/782 [00:14<01:51,  6.23it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.23it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.27it/s]
 13%|█▎        | 105/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.27it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:39,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.26it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.27it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.27it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.27it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:26,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:20,  6.19it/s]
 36%|███▋      | 285/782 [00:45<01:20,  6.20it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.27it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.27it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.27it/s]
 39%|███▉      | 306/782 [00:49<01:15,  6.27it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.23it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.23it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:09,  6.19it/s]
 45%|████▌     | 354/782 [00:57<01:09,  6.20it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.19it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.21it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.22it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.23it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.22it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.22it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.16it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.17it/s]
 52%|█████▏    | 409/782 [01:05<01:00,  6.19it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.20it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.21it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.20it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.22it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.23it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.23it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.24it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.22it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.23it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.23it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.23it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.27it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.21it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.87it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.86it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.84it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.16it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.94it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.62it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.10it/s]
 11%|█         | 17/157 [00:01<00:08, 16.40it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.59it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.69it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.78it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.80it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.85it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.87it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.93it/s]
 21%|██        | 33/157 [00:02<00:07, 16.90it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.93it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.97it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.97it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.95it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.94it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.93it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.94it/s]
 31%|███       | 49/157 [00:03<00:06, 16.96it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.93it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.93it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.95it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.94it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.95it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.95it/s]
 40%|████      | 63/157 [00:03<00:05, 16.93it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.92it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.94it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.95it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.96it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.96it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.93it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.95it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.95it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.92it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.93it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.94it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.97it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.98it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.00it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.93it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.92it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.92it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.92it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.89it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.90it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.93it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.97it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.99it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.97it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.95it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.94it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.91it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.84it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.83it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.83it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.86it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.88it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.89it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.92it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.86it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.86it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.86it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.89it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.88it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.89it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.87it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.86it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.87it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.87it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.84it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.87it/s]
100%|██████████| 157/157 [00:09<00:00, 16.44it/s]
--> Epoch Number : 83  | Training Loss : 0.0169  | Validation Loss : 0.1137  | Validation Accuracy : 97.17%
Training Epoch: 84

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:35,  1.97it/s]
  0%|          | 2/782 [00:00<03:57,  3.29it/s]
  0%|          | 3/782 [00:00<03:06,  4.18it/s]
  1%|          | 4/782 [00:00<02:41,  4.82it/s]
  1%|          | 5/782 [00:01<02:27,  5.26it/s]
  1%|          | 6/782 [00:01<02:19,  5.57it/s]
  1%|          | 7/782 [00:01<02:14,  5.78it/s]
  1%|          | 8/782 [00:01<02:10,  5.94it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.24it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 40/782 [00:06<01:59,  6.21it/s]
  5%|▌         | 41/782 [00:06<01:59,  6.21it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.22it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.21it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.22it/s]
  6%|▌         | 46/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.23it/s]
  6%|▌         | 48/782 [00:08<01:58,  6.19it/s]
  6%|▋         | 49/782 [00:08<01:58,  6.20it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.21it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 52/782 [00:08<01:57,  6.23it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.28it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.27it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.23it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.23it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.21it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.21it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.23it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.27it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.27it/s]
 19%|█▉        | 149/782 [00:24<01:40,  6.27it/s]
 19%|█▉        | 150/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.22it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.22it/s]
 21%|██        | 163/782 [00:26<01:39,  6.22it/s]
 21%|██        | 164/782 [00:26<01:39,  6.22it/s]
 21%|██        | 165/782 [00:26<01:39,  6.23it/s]
 21%|██        | 166/782 [00:26<01:39,  6.21it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.21it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.23it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.27it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.26it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.23it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.22it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.21it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.20it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.20it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.21it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.22it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.22it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 534/782 [01:25<00:40,  6.20it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.19it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.20it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.21it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.21it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.22it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.23it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.22it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.22it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.22it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.17it/s]
 76%|███████▌  | 595/782 [01:35<00:30,  6.18it/s]
 76%|███████▌  | 596/782 [01:35<00:30,  6.18it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.19it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.19it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.20it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.18it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.16it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.18it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.18it/s]
 79%|███████▊  | 614/782 [01:38<00:27,  6.20it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.22it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.22it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.23it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.17it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.18it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.19it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.21it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.22it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.22it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.21it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.20it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.20it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.21it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.22it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.22it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.21it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.21it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.21it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.22it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.21it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.21it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.23it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.18it/s]
 86%|████████▋ | 676/782 [01:48<00:17,  6.18it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.20it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.20it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.21it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.22it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.23it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.21it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.20it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.23it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.24it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.22it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.22it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.21it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.88it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.89it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.87it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.20it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.89it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.60it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.06it/s]
 11%|█         | 17/157 [00:01<00:08, 16.32it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.53it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.66it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.72it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.78it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.82it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.87it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.93it/s]
 21%|██        | 33/157 [00:02<00:07, 16.96it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.01it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.07it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.08it/s]
 26%|██▌       | 41/157 [00:02<00:06, 17.08it/s]
 27%|██▋       | 43/157 [00:02<00:06, 17.05it/s]
 29%|██▊       | 45/157 [00:02<00:06, 17.01it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.99it/s]
 31%|███       | 49/157 [00:03<00:06, 16.97it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.96it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.97it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.04it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.07it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.08it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.11it/s]
 40%|████      | 63/157 [00:03<00:05, 17.11it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.07it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.03it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.00it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.98it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.01it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.07it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.08it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.08it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 17.07it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.05it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.03it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.99it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.99it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.01it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.04it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.05it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 17.05it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 17.05it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 17.06it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.07it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.03it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.00it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.99it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.98it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.98it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.00it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 17.01it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.99it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 17.00it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.97it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.90it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.91it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.93it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.94it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.94it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.95it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.98it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 17.00it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.96it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.82it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.83it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.85it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.90it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.97it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.95it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.89it/s]
100%|██████████| 157/157 [00:09<00:00, 16.50it/s]
--> Epoch Number : 84  | Training Loss : 0.0169  | Validation Loss : 0.1168  | Validation Accuracy : 97.0%
Training Epoch: 85

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:45,  1.92it/s]
  0%|          | 2/782 [00:00<04:01,  3.23it/s]
  0%|          | 3/782 [00:00<03:09,  4.10it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:28,  5.22it/s]
  1%|          | 6/782 [00:01<02:20,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.28it/s]
  8%|▊         | 61/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.22it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.26it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.23it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.23it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.23it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.23it/s]
 30%|███       | 235/782 [00:37<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.23it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.23it/s]
 40%|███▉      | 309/782 [00:49<01:16,  6.22it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.22it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:15,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.23it/s]
 40%|████      | 316/782 [00:50<01:14,  6.23it/s]
 41%|████      | 317/782 [00:51<01:14,  6.23it/s]
 41%|████      | 318/782 [00:51<01:14,  6.23it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.23it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:02,  6.26it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.27it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.19it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.20it/s]
 64%|██████▍   | 502/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.22it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.19it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.20it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.21it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:44,  6.23it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.22it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.21it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.22it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.22it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.22it/s]
 66%|██████▌   | 514/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.23it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.23it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.21it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.22it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.23it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.22it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.22it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.24it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.24it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.23it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 633/782 [01:41<00:24,  6.19it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.20it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.21it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.22it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.22it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.23it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.22it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.22it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.22it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.22it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.22it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 670/782 [01:47<00:18,  6.22it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.22it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.23it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.22it/s]
 86%|████████▋ | 676/782 [01:48<00:17,  6.22it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.22it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.21it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.22it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.22it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.22it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.21it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.21it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.23it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.23it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 701/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.23it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.23it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.22it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.22it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.19it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.20it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.21it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.22it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.24it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.24it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.21it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.90it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.92it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.84it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.09it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.83it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.55it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.00it/s]
 11%|█         | 17/157 [00:01<00:08, 16.31it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.53it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.66it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.72it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.81it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.85it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.87it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.86it/s]
 21%|██        | 33/157 [00:02<00:07, 16.91it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.94it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.93it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.90it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.91it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.93it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.94it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.95it/s]
 31%|███       | 49/157 [00:03<00:06, 16.94it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.95it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.98it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.96it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.95it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.94it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.95it/s]
 40%|████      | 63/157 [00:03<00:05, 16.97it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.97it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.98it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.98it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.97it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.96it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.93it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.91it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.93it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.94it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.92it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.95it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.97it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.99it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.97it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.94it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.90it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.91it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.92it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.91it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.91it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.96it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.98it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.99it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.97it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.95it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.92it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.89it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.90it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.95it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.99it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.01it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.02it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.02it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.98it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.95it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.93it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.94it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.94it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.95it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.98it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.01it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.02it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.02it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.96it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.91it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.93it/s]
100%|██████████| 157/157 [00:09<00:00, 16.47it/s]
Saved Model as CIFAR_85_end_hll.pt
--> Epoch Number : 85  | Training Loss : 0.0183  | Validation Loss : 0.1166  | Validation Accuracy : 97.09%
Training Epoch: 86

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:37,  1.96it/s]
  0%|          | 2/782 [00:00<04:00,  3.25it/s]
  0%|          | 3/782 [00:00<03:07,  4.16it/s]
  1%|          | 4/782 [00:00<02:42,  4.80it/s]
  1%|          | 5/782 [00:01<02:28,  5.24it/s]
  1%|          | 6/782 [00:01<02:19,  5.56it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.20it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.29it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.27it/s]
 15%|█▌        | 118/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.26it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.23it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.21it/s]
 27%|██▋       | 209/782 [00:33<01:32,  6.22it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:26,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.27it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.27it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.27it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:09,  6.23it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.27it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.26it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.23it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.26it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:19<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.23it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.22it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.22it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.20it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.21it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.20it/s]
 71%|███████   | 552/782 [01:28<00:37,  6.21it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.21it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.22it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.22it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.22it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.22it/s]
 71%|███████▏  | 558/782 [01:29<00:36,  6.22it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.22it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:35,  6.21it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.21it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.22it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.23it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.27it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.26it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.27it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:00<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.26it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.19it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.24it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.11it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.75it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.76it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.65it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.89it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.75it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.48it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.02it/s]
 11%|█         | 17/157 [00:01<00:08, 16.29it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.52it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.66it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.71it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.75it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.78it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.82it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.85it/s]
 21%|██        | 33/157 [00:02<00:07, 16.90it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.94it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.93it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.91it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.88it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.85it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.87it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.85it/s]
 31%|███       | 49/157 [00:03<00:06, 16.86it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.89it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.93it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.91it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.88it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.86it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.86it/s]
 40%|████      | 63/157 [00:04<00:05, 16.58it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.54it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.60it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.68it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.78it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.83it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.86it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.85it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.88it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.91it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.91it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.89it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.89it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.93it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.91it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.85it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.85it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.86it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.91it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.93it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.94it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.90it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.92it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.93it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.93it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.90it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.91it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.94it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.98it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.96it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.94it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.93it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.91it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.88it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.88it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.86it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.87it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.93it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.94it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.89it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.91it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.93it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.96it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.96it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.92it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.93it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.93it/s]
100%|██████████| 157/157 [00:09<00:00, 16.40it/s]
--> Epoch Number : 86  | Training Loss : 0.0179  | Validation Loss : 0.1209  | Validation Accuracy : 96.8%
Training Epoch: 87

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:06,  1.83it/s]
  0%|          | 2/782 [00:00<04:11,  3.10it/s]
  0%|          | 3/782 [00:00<03:13,  4.03it/s]
  1%|          | 4/782 [00:01<02:45,  4.69it/s]
  1%|          | 5/782 [00:01<02:30,  5.16it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 20/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.27it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.23it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.24it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 77/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:13<01:52,  6.24it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.27it/s]
 11%|█         | 83/782 [00:13<01:51,  6.27it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.27it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.27it/s]
 13%|█▎        | 99/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.27it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.27it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.27it/s]
 15%|█▌        | 118/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 154/782 [00:25<01:41,  6.22it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.23it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.23it/s]
 21%|██        | 163/782 [00:26<01:39,  6.23it/s]
 21%|██        | 164/782 [00:26<01:39,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.23it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.27it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.27it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.27it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.27it/s]
 24%|██▍       | 187/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.28it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.27it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.27it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.27it/s]
 25%|██▍       | 193/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.27it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.27it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:31,  6.27it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.27it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.27it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.27it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.26it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.26it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:26,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.27it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.27it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.26it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.27it/s]
 34%|███▍      | 269/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.27it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.22it/s]
 36%|███▌      | 278/782 [00:44<01:21,  6.22it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.21it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.22it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.23it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.23it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.23it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:14,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.21it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.23it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:05,  6.21it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.21it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.26it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.22it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.22it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.21it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.18it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.21it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:48,  6.20it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.21it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.22it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.24it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.22it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.22it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.19it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.19it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.20it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.22it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.22it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.24it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.22it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.23it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.23it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.11it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.73it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.74it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.69it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.02it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.83it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.53it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.01it/s]
 11%|█         | 17/157 [00:01<00:08, 16.30it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.51it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.66it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.73it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.75it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.78it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.81it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.83it/s]
 21%|██        | 33/157 [00:02<00:07, 16.86it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.87it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.90it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.93it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.96it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.96it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.95it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.91it/s]
 31%|███       | 49/157 [00:03<00:06, 16.87it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.92it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.92it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.91it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.74it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.76it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.79it/s]
 40%|████      | 63/157 [00:03<00:05, 16.79it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.87it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.94it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.94it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.98it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.00it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.99it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.97it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.96it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.95it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.02it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.05it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.97it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.96it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.99it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.97it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.96it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.93it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.92it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.90it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.95it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.94it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.97it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.97it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.98it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.97it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.93it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.90it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.93it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.94it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.96it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.98it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.00it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 17.01it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 17.00it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.99it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.98it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.98it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.96it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.90it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.93it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.00it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.04it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.06it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.04it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.98it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 17.00it/s]
100%|██████████| 157/157 [00:09<00:00, 16.44it/s]
--> Epoch Number : 87  | Training Loss : 0.017  | Validation Loss : 0.1168  | Validation Accuracy : 97.05%
Training Epoch: 88

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:00,  1.86it/s]
  0%|          | 2/782 [00:00<04:06,  3.16it/s]
  0%|          | 3/782 [00:00<03:11,  4.07it/s]
  1%|          | 4/782 [00:01<02:44,  4.73it/s]
  1%|          | 5/782 [00:01<02:29,  5.18it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:14,  5.74it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.29it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.24it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.23it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.24it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.24it/s]
 11%|█         | 85/782 [00:13<01:51,  6.24it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 91/782 [00:14<01:51,  6.22it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 96/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.23it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 109/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.23it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.23it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.22it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 144/782 [00:23<01:43,  6.18it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.19it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.19it/s]
 19%|█▉        | 147/782 [00:23<01:42,  6.21it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.22it/s]
 20%|█▉        | 153/782 [00:24<01:41,  6.20it/s]
 20%|█▉        | 154/782 [00:25<01:41,  6.19it/s]
 20%|█▉        | 155/782 [00:25<01:41,  6.18it/s]
 20%|█▉        | 156/782 [00:25<01:41,  6.19it/s]
 20%|██        | 157/782 [00:25<01:40,  6.21it/s]
 20%|██        | 158/782 [00:25<01:40,  6.21it/s]
 20%|██        | 159/782 [00:25<01:40,  6.22it/s]
 20%|██        | 160/782 [00:26<01:40,  6.18it/s]
 21%|██        | 161/782 [00:26<01:40,  6.19it/s]
 21%|██        | 162/782 [00:26<01:39,  6.20it/s]
 21%|██        | 163/782 [00:26<01:39,  6.21it/s]
 21%|██        | 164/782 [00:26<01:39,  6.21it/s]
 21%|██        | 165/782 [00:26<01:39,  6.22it/s]
 21%|██        | 166/782 [00:26<01:38,  6.23it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.23it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.22it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.20it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.20it/s]
 25%|██▌       | 196/782 [00:31<01:34,  6.21it/s]
 25%|██▌       | 197/782 [00:31<01:34,  6.21it/s]
 25%|██▌       | 198/782 [00:32<01:34,  6.21it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.21it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.21it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 203/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.22it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.22it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.21it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.21it/s]
 27%|██▋       | 209/782 [00:33<01:32,  6.22it/s]
 27%|██▋       | 210/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.20it/s]
 27%|██▋       | 215/782 [00:34<01:31,  6.22it/s]
 28%|██▊       | 216/782 [00:35<01:31,  6.18it/s]
 28%|██▊       | 217/782 [00:35<01:31,  6.18it/s]
 28%|██▊       | 218/782 [00:35<01:31,  6.19it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.19it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.20it/s]
 28%|██▊       | 221/782 [00:35<01:30,  6.21it/s]
 28%|██▊       | 222/782 [00:35<01:30,  6.21it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.22it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.21it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.20it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.21it/s]
 29%|██▉       | 227/782 [00:36<01:29,  6.21it/s]
 29%|██▉       | 228/782 [00:36<01:29,  6.21it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.22it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.21it/s]
 30%|██▉       | 234/782 [00:37<01:28,  6.22it/s]
 30%|███       | 235/782 [00:38<01:27,  6.22it/s]
 30%|███       | 236/782 [00:38<01:27,  6.23it/s]
 30%|███       | 237/782 [00:38<01:27,  6.23it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:39<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 260/782 [00:42<01:23,  6.22it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.22it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 266/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 291/782 [00:47<01:18,  6.23it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.23it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.23it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 296/782 [00:47<01:18,  6.22it/s]
 38%|███▊      | 297/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.22it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.23it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.23it/s]
 40%|████      | 314/782 [00:50<01:15,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:51<01:14,  6.23it/s]
 41%|████      | 317/782 [00:51<01:14,  6.23it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.23it/s]
 41%|████      | 322/782 [00:52<01:13,  6.23it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.23it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.26it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:55<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.27it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.27it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.27it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.27it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.27it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.27it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.26it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 434/782 [01:09<00:56,  6.20it/s]
 56%|█████▌    | 435/782 [01:10<00:56,  6.19it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.19it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.21it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.27it/s]
 58%|█████▊    | 456/782 [01:13<00:51,  6.27it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.28it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.27it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.28it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.28it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.28it/s]
 59%|█████▉    | 462/782 [01:14<00:50,  6.28it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.27it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.27it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.27it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 475/782 [01:16<00:48,  6.28it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.28it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.28it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.29it/s]
 62%|██████▏   | 481/782 [01:17<00:47,  6.28it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.28it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.28it/s]
 62%|██████▏   | 487/782 [01:18<00:46,  6.28it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.28it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.28it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.28it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 494/782 [01:19<00:45,  6.27it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.27it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.27it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.27it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.28it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.28it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.27it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.27it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.27it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.28it/s]
 68%|██████▊   | 531/782 [01:25<00:39,  6.28it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.29it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.29it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.29it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.28it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.28it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.28it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.27it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.27it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.27it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.28it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 550/782 [01:28<00:36,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.28it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.28it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.28it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.28it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.27it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.27it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.27it/s]
 73%|███████▎  | 569/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.28it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.28it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.27it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.28it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.28it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.27it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.27it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.27it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.27it/s]
 77%|███████▋  | 600/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.28it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.27it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.27it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.27it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.27it/s]
 78%|███████▊  | 613/782 [01:38<00:26,  6.27it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.23it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.27it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.27it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.27it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.27it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.27it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.27it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.27it/s]
 88%|████████▊ | 688/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.27it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.26it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.21it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.20it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.19it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.21it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.27it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.27it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.22it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.23it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.23it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.22it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.21it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.20it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.26it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:52,  3.00it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.51it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.51it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.52it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.83it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.71it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.41it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.89it/s]
 11%|█         | 17/157 [00:01<00:08, 16.12it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.34it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.52it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.63it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.73it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.80it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.86it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.91it/s]
 21%|██        | 33/157 [00:02<00:07, 16.90it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.88it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.90it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.87it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.86it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.87it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.88it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.93it/s]
 31%|███       | 49/157 [00:03<00:06, 16.92it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.93it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.94it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.96it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.93it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.92it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.90it/s]
 40%|████      | 63/157 [00:04<00:05, 16.89it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.84it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.87it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.88it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.87it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.87it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.86it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.85it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.86it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.89it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.86it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.84it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.83it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.83it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.79it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.79it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.81it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.75it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.75it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.77it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.69it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.71it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.75it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.75it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.79it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.82it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.82it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.84it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.85it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.86it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.89it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.91it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.90it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.90it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.90it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.88it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.84it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.82it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.83it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.85it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.88it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.89it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.93it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.97it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.95it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.88it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.86it/s]
100%|██████████| 157/157 [00:09<00:00, 16.35it/s]
--> Epoch Number : 88  | Training Loss : 0.0179  | Validation Loss : 0.1188  | Validation Accuracy : 97.02%
Training Epoch: 89

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:11,  1.81it/s]
  0%|          | 2/782 [00:00<04:12,  3.09it/s]
  0%|          | 3/782 [00:00<03:14,  4.01it/s]
  1%|          | 4/782 [00:01<02:46,  4.67it/s]
  1%|          | 5/782 [00:01<02:30,  5.15it/s]
  1%|          | 6/782 [00:01<02:21,  5.47it/s]
  1%|          | 7/782 [00:01<02:15,  5.72it/s]
  1%|          | 8/782 [00:01<02:12,  5.86it/s]
  1%|          | 9/782 [00:01<02:09,  5.98it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.10it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:58,  6.28it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.28it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.23it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.24it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.26it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.27it/s]
 11%|█         | 86/782 [00:14<01:50,  6.27it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.27it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.23it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.23it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.21it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.23it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.27it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.28it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.28it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.28it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.27it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.27it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.27it/s]
 17%|█▋        | 130/782 [00:21<01:43,  6.27it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 137/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.27it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.22it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.22it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.22it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:42,  6.20it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.21it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.21it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.21it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:41,  6.19it/s]
 20%|█▉        | 156/782 [00:25<01:41,  6.19it/s]
 20%|██        | 157/782 [00:25<01:40,  6.21it/s]
 20%|██        | 158/782 [00:25<01:40,  6.22it/s]
 20%|██        | 159/782 [00:25<01:40,  6.21it/s]
 20%|██        | 160/782 [00:25<01:40,  6.22it/s]
 21%|██        | 161/782 [00:26<01:39,  6.22it/s]
 21%|██        | 162/782 [00:26<01:39,  6.23it/s]
 21%|██        | 163/782 [00:26<01:39,  6.23it/s]
 21%|██        | 164/782 [00:26<01:39,  6.22it/s]
 21%|██        | 165/782 [00:26<01:39,  6.22it/s]
 21%|██        | 166/782 [00:26<01:39,  6.22it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.23it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.26it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:29,  6.26it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.26it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.26it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.27it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.26it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.26it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 346/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.23it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.27it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.23it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.24it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.26it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.26it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.26it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.20it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.23it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.29it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.04it/s]
  3%|▎         | 5/157 [00:00<00:13, 11.06it/s]
  4%|▍         | 7/157 [00:00<00:11, 13.01it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.25it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.98it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.66it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.06it/s]
 11%|█         | 17/157 [00:01<00:08, 16.31it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.54it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.67it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.77it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.75it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.77it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.82it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.86it/s]
 21%|██        | 33/157 [00:02<00:07, 16.92it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.94it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.93it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.95it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.94it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.94it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.95it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.96it/s]
 31%|███       | 49/157 [00:03<00:06, 16.95it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.96it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.95it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.91it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.90it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.89it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.86it/s]
 40%|████      | 63/157 [00:03<00:05, 16.85it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.84it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.84it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.88it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.90it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.92it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.91it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.92it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.94it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.94it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.93it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.90it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.92it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.92it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.92it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.90it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.89it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.91it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.88it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.89it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.90it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.93it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.90it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.88it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.90it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.92it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.90it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.88it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.90it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.91it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.88it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.86it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.89it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.92it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.91it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.79it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.79it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.80it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.73it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.58it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.69it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.73it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.77it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.80it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.83it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.86it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.82it/s]
100%|██████████| 157/157 [00:09<00:00, 16.42it/s]
--> Epoch Number : 89  | Training Loss : 0.0159  | Validation Loss : 0.1196  | Validation Accuracy : 97.02%
Training Epoch: 90

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:50,  1.90it/s]
  0%|          | 2/782 [00:00<04:03,  3.20it/s]
  0%|          | 3/782 [00:00<03:09,  4.11it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:28,  5.22it/s]
  1%|          | 6/782 [00:01<02:20,  5.54it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 27/782 [00:04<02:01,  6.24it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.23it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.24it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.24it/s]
 11%|█         | 84/782 [00:13<01:51,  6.24it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.21it/s]
 17%|█▋        | 134/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.22it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.23it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.23it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.23it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.23it/s]
 21%|██        | 163/782 [00:26<01:39,  6.23it/s]
 21%|██        | 164/782 [00:26<01:39,  6.23it/s]
 21%|██        | 165/782 [00:26<01:39,  6.23it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.23it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.23it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:26,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.26it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.21it/s]
 32%|███▏      | 253/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.21it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.22it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.22it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.24it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.23it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.23it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.22it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.23it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.23it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.23it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 340/782 [00:54<01:11,  6.21it/s]
 44%|████▎     | 341/782 [00:54<01:11,  6.15it/s]
 44%|████▎     | 342/782 [00:55<01:11,  6.17it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.19it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.21it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.23it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 357/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.21it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.22it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.23it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.21it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.20it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.21it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.21it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.22it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.23it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.27it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.27it/s]
 75%|███████▌  | 588/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.27it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.27it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.27it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.27it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.26it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.21it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.21it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.22it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.22it/s]
 86%|████████▌ | 670/782 [01:47<00:18,  6.22it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.22it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.23it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:17,  6.23it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.23it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.22it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.24it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.23it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:09,  6.20it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.22it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.26it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.27it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.27it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.26it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.26it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.25it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.25it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.25it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.97it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.91it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.87it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.14it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.93it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.55it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.05it/s]
 11%|█         | 17/157 [00:01<00:08, 16.35it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.58it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.70it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.76it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.79it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.83it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.83it/s]
 21%|██        | 33/157 [00:02<00:07, 16.87it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.90it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.93it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.93it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.94it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.95it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.95it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.94it/s]
 31%|███       | 49/157 [00:03<00:06, 16.95it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.94it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.94it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.71it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.75it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.79it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.83it/s]
 40%|████      | 63/157 [00:03<00:05, 16.85it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.89it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.92it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.94it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.85it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.85it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.81it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.84it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.82it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.84it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.87it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.86it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.86it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.81it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.81it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.79it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.84it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.82it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.86it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.90it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.91it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.90it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.87it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.88it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.85it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.84it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.83it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.86it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.86it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.88it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.88it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.84it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.86it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.88it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.85it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.84it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.89it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.92it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.90it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.85it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.85it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.85it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.85it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.85it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.81it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.82it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.83it/s]
100%|██████████| 157/157 [00:09<00:00, 16.40it/s]
Saved Model as CIFAR_90_end_hll.pt
--> Epoch Number : 90  | Training Loss : 0.0172  | Validation Loss : 0.1155  | Validation Accuracy : 97.1%
Training Epoch: 91

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:53,  1.89it/s]
  0%|          | 2/782 [00:00<04:03,  3.20it/s]
  0%|          | 3/782 [00:00<03:10,  4.09it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:28,  5.22it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.78it/s]
  1%|          | 8/782 [00:01<02:10,  5.94it/s]
  1%|          | 9/782 [00:01<02:07,  6.04it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.11it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.22it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:00,  6.29it/s]
  3%|▎         | 23/782 [00:04<02:00,  6.29it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.28it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.28it/s]
  5%|▌         | 41/782 [00:06<01:57,  6.28it/s]
  5%|▌         | 42/782 [00:07<01:57,  6.29it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.29it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.27it/s]
  8%|▊         | 62/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.28it/s]
  8%|▊         | 66/782 [00:10<01:53,  6.28it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.28it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.28it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.27it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.27it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.28it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.27it/s]
 12%|█▏        | 93/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:47,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.27it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:46,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.27it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.24it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.26it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.23it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 223/782 [00:35<01:29,  6.26it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 271/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.23it/s]
 35%|███▍      | 273/782 [00:43<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.23it/s]
 40%|████      | 313/782 [00:50<01:15,  6.23it/s]
 40%|████      | 314/782 [00:50<01:15,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.21it/s]
 46%|████▌     | 359/782 [00:57<01:08,  6.20it/s]
 46%|████▌     | 360/782 [00:57<01:08,  6.21it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.26it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.24it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.26it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.23it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.26it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.22it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.23it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.29it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.00it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.99it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.92it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.19it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.94it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.60it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.03it/s]
 11%|█         | 17/157 [00:01<00:08, 16.27it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.48it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.64it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.68it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.73it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.78it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.85it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.89it/s]
 21%|██        | 33/157 [00:02<00:07, 16.92it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.88it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.90it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.92it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.87it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.89it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.89it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.92it/s]
 31%|███       | 49/157 [00:03<00:06, 16.93it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.95it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.96it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.95it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.95it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.90it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.88it/s]
 40%|████      | 63/157 [00:03<00:05, 16.87it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.89it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.93it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.93it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.94it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.98it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.97it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.92it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.90it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.88it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.88it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.89it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.91it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.91it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.93it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.94it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.94it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.94it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.93it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.91it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.92it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.92it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.93it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.93it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.93it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.93it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.94it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.93it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.92it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.92it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.91it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.80it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.80it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.82it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.78it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.80it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.76it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.79it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.78it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.75it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.79it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.84it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.90it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.91it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.93it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.91it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.94it/s]
100%|██████████| 157/157 [00:09<00:00, 16.42it/s]
--> Epoch Number : 91  | Training Loss : 0.0179  | Validation Loss : 0.1171  | Validation Accuracy : 97.09%
Training Epoch: 92

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:50,  1.90it/s]
  0%|          | 2/782 [00:00<04:02,  3.21it/s]
  0%|          | 3/782 [00:00<03:09,  4.12it/s]
  1%|          | 4/782 [00:01<02:43,  4.76it/s]
  1%|          | 5/782 [00:01<02:29,  5.21it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.27it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.23it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.25it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.24it/s]
 10%|█         | 80/782 [00:13<01:52,  6.24it/s]
 10%|█         | 81/782 [00:13<01:52,  6.24it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:52,  6.24it/s]
 11%|█         | 84/782 [00:13<01:52,  6.23it/s]
 11%|█         | 85/782 [00:13<01:51,  6.24it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.26it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.23it/s]
 15%|█▍        | 117/782 [00:19<01:47,  6.17it/s]
 15%|█▌        | 118/782 [00:19<01:47,  6.19it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.21it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.22it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.23it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 134/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.23it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.23it/s]
 20%|██        | 158/782 [00:25<01:40,  6.22it/s]
 20%|██        | 159/782 [00:25<01:40,  6.22it/s]
 20%|██        | 160/782 [00:25<01:39,  6.23it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.21it/s]
 21%|██        | 163/782 [00:26<01:39,  6.22it/s]
 21%|██        | 164/782 [00:26<01:39,  6.19it/s]
 21%|██        | 165/782 [00:26<01:39,  6.20it/s]
 21%|██        | 166/782 [00:26<01:39,  6.22it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.23it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.22it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.22it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.27it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.26it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.26it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.25it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.23it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.23it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.26it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.26it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.26it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.25it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.26it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.20it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.19it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.20it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.21it/s]
 49%|████▉     | 384/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.21it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.22it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.23it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.20it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.20it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 396/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.22it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.22it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.18it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.20it/s]
 52%|█████▏    | 403/782 [01:04<01:01,  6.20it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.20it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.21it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.21it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.22it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.21it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.19it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.21it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.22it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.22it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.23it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.22it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.22it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.22it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.23it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:52,  6.20it/s]
 59%|█████▉    | 460/782 [01:14<00:52,  6.19it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.20it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.27it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.27it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.27it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.26it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.27it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.27it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.27it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.27it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.27it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.28it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.27it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.27it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.26it/s]
 65%|██████▍   | 507/782 [01:21<00:43,  6.26it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.27it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.28it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.27it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.27it/s]
 66%|██████▌   | 513/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.27it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:41,  6.27it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.27it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.27it/s]
 67%|██████▋   | 525/782 [01:24<00:40,  6.27it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.28it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.27it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.27it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.27it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.27it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.23it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.23it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.26it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.26it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.22it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.24it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.22it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.22it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.20it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.21it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.22it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.26it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.27it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.27it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.26it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.22it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.22it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.26it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.27it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.26it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.21it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.22it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.23it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.23it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.22it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.23it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.23it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.22it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.23it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.23it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.20it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.07it/s]
  2%|▏         | 3/157 [00:00<00:20,  7.65it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.65it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.68it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.02it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.84it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.56it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.04it/s]
 11%|█         | 17/157 [00:01<00:08, 16.32it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.52it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.64it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.70it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.77it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.81it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.86it/s]
 21%|██        | 33/157 [00:02<00:07, 16.89it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.92it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.95it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.95it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.93it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.91it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.90it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.90it/s]
 31%|███       | 49/157 [00:03<00:06, 16.90it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.91it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.91it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.86it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.87it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.89it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.92it/s]
 40%|████      | 63/157 [00:03<00:05, 16.91it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.90it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.92it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.92it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.95it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.97it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.98it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.97it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.96it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.96it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.95it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.91it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.93it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.92it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.95it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.93it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.92it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.92it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.93it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.93it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.93it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.93it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.94it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.95it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.96it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.94it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.96it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.96it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.95it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.95it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.93it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.94it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.94it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.92it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.92it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.93it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.94it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.95it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.97it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.98it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 17.00it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.99it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.98it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.95it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.91it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.94it/s]
100%|██████████| 157/157 [00:09<00:00, 16.43it/s]
--> Epoch Number : 92  | Training Loss : 0.0163  | Validation Loss : 0.1162  | Validation Accuracy : 96.97%
Training Epoch: 93

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:41,  1.94it/s]
  0%|          | 2/782 [00:00<03:59,  3.26it/s]
  0%|          | 3/782 [00:00<03:07,  4.15it/s]
  1%|          | 4/782 [00:00<02:42,  4.80it/s]
  1%|          | 5/782 [00:01<02:27,  5.26it/s]
  1%|          | 6/782 [00:01<02:19,  5.57it/s]
  1%|          | 7/782 [00:01<02:13,  5.79it/s]
  1%|          | 8/782 [00:01<02:10,  5.94it/s]
  1%|          | 9/782 [00:01<02:08,  6.03it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.11it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.23it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.27it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.27it/s]
  9%|▊         | 67/782 [00:11<01:53,  6.28it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 134/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 135/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.21it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.22it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.23it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.22it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.26it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.26it/s]
 21%|██        | 161/782 [00:26<01:39,  6.27it/s]
 21%|██        | 162/782 [00:26<01:38,  6.27it/s]
 21%|██        | 163/782 [00:26<01:38,  6.27it/s]
 21%|██        | 164/782 [00:26<01:38,  6.26it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.26it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.22it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.23it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 190/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.21it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.20it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.21it/s]
 27%|██▋       | 215/782 [00:34<01:31,  6.22it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.22it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 221/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 222/782 [00:35<01:30,  6.22it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.23it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.23it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.22it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.22it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 234/782 [00:37<01:28,  6.22it/s]
 30%|███       | 235/782 [00:37<01:27,  6.23it/s]
 30%|███       | 236/782 [00:38<01:27,  6.22it/s]
 30%|███       | 237/782 [00:38<01:27,  6.21it/s]
 30%|███       | 238/782 [00:38<01:27,  6.21it/s]
 31%|███       | 239/782 [00:38<01:27,  6.22it/s]
 31%|███       | 240/782 [00:38<01:27,  6.22it/s]
 31%|███       | 241/782 [00:38<01:27,  6.22it/s]
 31%|███       | 242/782 [00:39<01:26,  6.22it/s]
 31%|███       | 243/782 [00:39<01:26,  6.23it/s]
 31%|███       | 244/782 [00:39<01:26,  6.19it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.20it/s]
 31%|███▏      | 246/782 [00:39<01:26,  6.21it/s]
 32%|███▏      | 247/782 [00:39<01:26,  6.21it/s]
 32%|███▏      | 248/782 [00:40<01:26,  6.20it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.21it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.22it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.21it/s]
 34%|███▍      | 265/782 [00:42<01:23,  6.22it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.22it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.22it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.20it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.19it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.20it/s]
 35%|███▍      | 271/782 [00:43<01:22,  6.21it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.22it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.23it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.23it/s]
 39%|███▊      | 302/782 [00:48<01:17,  6.20it/s]
 39%|███▊      | 303/782 [00:48<01:17,  6.20it/s]
 39%|███▉      | 304/782 [00:49<01:17,  6.19it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.21it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.21it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.22it/s]
 39%|███▉      | 308/782 [00:49<01:16,  6.21it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.22it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.22it/s]
 40%|████      | 313/782 [00:50<01:15,  6.23it/s]
 40%|████      | 314/782 [00:50<01:15,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.24it/s]
 40%|████      | 316/782 [00:50<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.23it/s]
 41%|████      | 320/782 [00:51<01:14,  6.22it/s]
 41%|████      | 321/782 [00:51<01:14,  6.22it/s]
 41%|████      | 322/782 [00:51<01:13,  6.23it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.23it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 327/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 328/782 [00:52<01:13,  6.21it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.21it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.22it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.21it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.21it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.22it/s]
 43%|████▎     | 340/782 [00:54<01:11,  6.22it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.20it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.20it/s]
 44%|████▍     | 346/782 [00:55<01:10,  6.20it/s]
 44%|████▍     | 347/782 [00:55<01:10,  6.21it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.22it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:09,  6.23it/s]
 45%|████▌     | 353/782 [00:56<01:09,  6.21it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.22it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.20it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.19it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.20it/s]
 46%|████▌     | 359/782 [00:57<01:08,  6.21it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.21it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.21it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.22it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.22it/s]
 47%|████▋     | 371/782 [00:59<01:06,  6.23it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 383/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 384/782 [01:01<01:04,  6.22it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.23it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 396/782 [01:03<01:02,  6.22it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.23it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.22it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.22it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.25it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.23it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.21it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.20it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.21it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.22it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.23it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.23it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.20it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.21it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.22it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.22it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.22it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:16<00:49,  6.23it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.23it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.22it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.22it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.22it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.21it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.22it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 497/782 [01:20<00:45,  6.22it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.21it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.21it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.21it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 508/782 [01:21<00:44,  6.22it/s]
 65%|██████▌   | 509/782 [01:21<00:44,  6.20it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.20it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.21it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.23it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.24it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 578/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:36<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.26it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.26it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.25it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.19it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.22it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.22it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:47,  3.31it/s]
  2%|▏         | 3/157 [00:00<00:19,  8.01it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.98it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.91it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.20it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.98it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.65it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.11it/s]
 11%|█         | 17/157 [00:01<00:08, 16.20it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.44it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.61it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.72it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.76it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.85it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.90it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.95it/s]
 21%|██        | 33/157 [00:02<00:07, 16.98it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.98it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.99it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.01it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.98it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.99it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.95it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.97it/s]
 31%|███       | 49/157 [00:03<00:06, 16.98it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.00it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.99it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.00it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.02it/s]
 38%|███▊      | 59/157 [00:03<00:05, 17.01it/s]
 39%|███▉      | 61/157 [00:03<00:05, 17.00it/s]
 40%|████      | 63/157 [00:03<00:05, 17.01it/s]
 41%|████▏     | 65/157 [00:04<00:05, 17.00it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.02it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.01it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.01it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.04it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.05it/s]
 49%|████▉     | 77/157 [00:04<00:04, 17.00it/s]
 50%|█████     | 79/157 [00:04<00:04, 17.00it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.99it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 17.01it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 17.02it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.01it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.03it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.99it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.00it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.97it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.97it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.99it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.99it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 17.00it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 17.04it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.05it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.01it/s]
 71%|███████   | 111/157 [00:06<00:02, 17.04it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 17.01it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 17.01it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.99it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.98it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.99it/s]
 78%|███████▊  | 123/157 [00:07<00:01, 17.02it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.00it/s]
 81%|████████  | 127/157 [00:07<00:01, 17.00it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.93it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.91it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.89it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.89it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.91it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.91it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.87it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.93it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.98it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 17.03it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.03it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 17.03it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.97it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.95it/s]
100%|██████████| 157/157 [00:09<00:00, 16.50it/s]
--> Epoch Number : 93  | Training Loss : 0.0149  | Validation Loss : 0.1156  | Validation Accuracy : 97.08%
Training Epoch: 94

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:56,  1.88it/s]
  0%|          | 2/782 [00:00<04:06,  3.17it/s]
  0%|          | 3/782 [00:00<03:11,  4.07it/s]
  1%|          | 4/782 [00:01<02:44,  4.73it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:10,  5.91it/s]
  1%|          | 9/782 [00:01<02:08,  6.01it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.10it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 14/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:01,  6.28it/s]
  2%|▏         | 18/782 [00:03<02:01,  6.27it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.28it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.28it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.29it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.28it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.28it/s]
  6%|▌         | 48/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 49/782 [00:08<01:56,  6.28it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.27it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.28it/s]
  7%|▋         | 55/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 56/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.27it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.27it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.27it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.27it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.27it/s]
 10%|█         | 79/782 [00:12<01:52,  6.27it/s]
 10%|█         | 80/782 [00:13<01:51,  6.27it/s]
 10%|█         | 81/782 [00:13<01:51,  6.26it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.27it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.26it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.26it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.23it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.26it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.26it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.26it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:38,  6.26it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.26it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.26it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:35,  6.26it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.24it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 188/782 [00:30<01:36,  6.18it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.19it/s]
 24%|██▍       | 190/782 [00:30<01:35,  6.21it/s]
 24%|██▍       | 191/782 [00:30<01:35,  6.22it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 196/782 [00:31<01:34,  6.22it/s]
 25%|██▌       | 197/782 [00:31<01:34,  6.21it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.22it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.23it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.21it/s]
 28%|██▊       | 221/782 [00:35<01:30,  6.21it/s]
 28%|██▊       | 222/782 [00:35<01:30,  6.22it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.22it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.22it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.26it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.26it/s]
 30%|███       | 236/782 [00:38<01:27,  6.26it/s]
 30%|███       | 237/782 [00:38<01:27,  6.26it/s]
 30%|███       | 238/782 [00:38<01:26,  6.26it/s]
 31%|███       | 239/782 [00:38<01:26,  6.26it/s]
 31%|███       | 240/782 [00:38<01:26,  6.27it/s]
 31%|███       | 241/782 [00:38<01:26,  6.27it/s]
 31%|███       | 242/782 [00:39<01:26,  6.26it/s]
 31%|███       | 243/782 [00:39<01:26,  6.26it/s]
 31%|███       | 244/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.26it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 251/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.26it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.26it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.26it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.26it/s]
 40%|████      | 313/782 [00:50<01:14,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.25it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.22it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.27it/s]
 43%|████▎     | 337/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.27it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.26it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.22it/s]
 45%|████▌     | 352/782 [00:56<01:09,  6.23it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.22it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.23it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.21it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.21it/s]
 47%|████▋     | 365/782 [00:58<01:07,  6.22it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.22it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.22it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.22it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.22it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.22it/s]
 47%|████▋     | 371/782 [00:59<01:06,  6.21it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.22it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 377/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.22it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.23it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.22it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.23it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.23it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.20it/s]
 51%|█████     | 396/782 [01:03<01:02,  6.21it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.23it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.22it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.22it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.23it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.23it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.22it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.20it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.21it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.22it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.22it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.22it/s]
 56%|█████▋    | 440/782 [01:10<00:55,  6.22it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.22it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:54,  6.18it/s]
 57%|█████▋    | 447/782 [01:11<00:54,  6.19it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.20it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.22it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.22it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.23it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.22it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.22it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.21it/s]
 60%|██████    | 471/782 [01:15<00:50,  6.20it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.21it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.22it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.19it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.20it/s]
 61%|██████    | 477/782 [01:16<00:49,  6.20it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.21it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.21it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.22it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.22it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.22it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.24it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.24it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.22it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.22it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.23it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.21it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.21it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.22it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.22it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:38,  6.23it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.22it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.23it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.23it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.24it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:35,  6.22it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.21it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.22it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.21it/s]
 75%|███████▍  | 583/782 [01:33<00:32,  6.21it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.23it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 589/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.22it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.21it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.22it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.21it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.22it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.22it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.22it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.23it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.24it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:26,  6.19it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.20it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.21it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.22it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.22it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.22it/s]
 80%|████████  | 627/782 [01:40<00:25,  6.20it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.20it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.21it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.22it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.23it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.23it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.22it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.23it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.22it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 645/782 [01:43<00:22,  6.23it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.22it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.22it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.24it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.23it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.22it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.22it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.23it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.23it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.23it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.23it/s]
 86%|████████▋ | 676/782 [01:48<00:17,  6.22it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.20it/s]
 87%|████████▋ | 678/782 [01:49<00:16,  6.20it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.18it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.20it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.22it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.23it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.23it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.22it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.22it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.23it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.25it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.27it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.21it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.22it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.23it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.23it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:01<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.22it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.22it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.23it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.23it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.25it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.26it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.24it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.16it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.76it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.73it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.71it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.05it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.84it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.56it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.04it/s]
 11%|█         | 17/157 [00:01<00:08, 16.32it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.57it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.67it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.73it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.78it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.83it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.76it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.79it/s]
 21%|██        | 33/157 [00:02<00:07, 16.84it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.86it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.90it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.94it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.88it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.94it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.90it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.88it/s]
 31%|███       | 49/157 [00:03<00:06, 16.85it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.86it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.86it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.88it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.91it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.98it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.98it/s]
 40%|████      | 63/157 [00:03<00:05, 16.97it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.91it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.91it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.89it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.89it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.90it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.90it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.93it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.97it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.96it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.95it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.96it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.93it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.95it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.96it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.94it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.94it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.70it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.70it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.76it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.81it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.83it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.85it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.88it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.91it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.72it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.71it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.73it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.78it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.79it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.82it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.85it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.89it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.90it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.87it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.83it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.82it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.83it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.83it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.80it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.84it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.81it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.88it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.88it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.86it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.86it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.88it/s]
100%|██████████| 157/157 [00:09<00:00, 16.39it/s]
--> Epoch Number : 94  | Training Loss : 0.0138  | Validation Loss : 0.1182  | Validation Accuracy : 97.01%
Training Epoch: 95

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:57,  1.87it/s]
  0%|          | 2/782 [00:00<04:05,  3.17it/s]
  0%|          | 3/782 [00:00<03:11,  4.07it/s]
  1%|          | 4/782 [00:01<02:44,  4.73it/s]
  1%|          | 5/782 [00:01<02:29,  5.18it/s]
  1%|          | 6/782 [00:01<02:21,  5.50it/s]
  1%|          | 7/782 [00:01<02:15,  5.72it/s]
  1%|          | 8/782 [00:01<02:11,  5.89it/s]
  1%|          | 9/782 [00:01<02:09,  5.96it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.06it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.13it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.17it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.19it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 21/782 [00:03<02:02,  6.23it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.23it/s]
  4%|▍         | 32/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.27it/s]
  5%|▍         | 37/782 [00:06<01:58,  6.27it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.26it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.27it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.26it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.26it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:13<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.24it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.26it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.26it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.26it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.26it/s]
 16%|█▌        | 125/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.26it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.26it/s]
 20%|██        | 158/782 [00:25<01:39,  6.26it/s]
 20%|██        | 159/782 [00:25<01:39,  6.25it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.24it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.25it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.25it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.25it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.25it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:37<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:26,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.23it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.25it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.25it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.25it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.25it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.26it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:15,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.26it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.25it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.26it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.25it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.23it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 333/782 [00:53<01:12,  6.23it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.24it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.24it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.24it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.25it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.24it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.26it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.26it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.21it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 533/782 [01:25<00:40,  6.21it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.22it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.23it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 539/782 [01:26<00:39,  6.22it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.23it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.23it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.24it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.26it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.26it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.26it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.26it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.26it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.26it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.26it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.25it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.26it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.26it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.25it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.26it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.26it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.25it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.26it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.26it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.26it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.26it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.26it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.23it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.22it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.86it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.83it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.82it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.06it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.73it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.42it/s]
 10%|▉         | 15/157 [00:01<00:08, 15.92it/s]
 11%|█         | 17/157 [00:01<00:08, 16.18it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.38it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.52it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.62it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.71it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.79it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.84it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.86it/s]
 21%|██        | 33/157 [00:02<00:07, 16.91it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.93it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.95it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.96it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.96it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.90it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.93it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.93it/s]
 31%|███       | 49/157 [00:03<00:06, 16.93it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.93it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.93it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.96it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.94it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.95it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.93it/s]
 40%|████      | 63/157 [00:03<00:05, 16.96it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.97it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.93it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.91it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.91it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.90it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.88it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.88it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.91it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.95it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.97it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.95it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.94it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.93it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.92it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.90it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.92it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.93it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.93it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.92it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.90it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.93it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.79it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.80it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.85it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.88it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.87it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.86it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.86it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.89it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.91it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.90it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.85it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.87it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.89it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.88it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.87it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.88it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.87it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.86it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.86it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.84it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.87it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.88it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.88it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.85it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.86it/s]
100%|██████████| 157/157 [00:09<00:00, 16.40it/s]
Saved Model as CIFAR_95_end_hll.pt
--> Epoch Number : 95  | Training Loss : 0.0158  | Validation Loss : 0.1163  | Validation Accuracy : 97.16%
Training Epoch: 96

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:53,  1.89it/s]
  0%|          | 2/782 [00:00<04:06,  3.16it/s]
  0%|          | 3/782 [00:00<03:11,  4.08it/s]
  1%|          | 4/782 [00:01<02:44,  4.73it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.53it/s]
  1%|          | 7/782 [00:01<02:14,  5.76it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.08it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.26it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.24it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.22it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.22it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 77/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.24it/s]
 10%|█         | 79/782 [00:13<01:52,  6.24it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:52,  6.23it/s]
 11%|█         | 84/782 [00:13<01:51,  6.23it/s]
 11%|█         | 85/782 [00:13<01:51,  6.23it/s]
 11%|█         | 86/782 [00:14<01:51,  6.24it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.22it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.23it/s]
 12%|█▏        | 95/782 [00:15<01:50,  6.22it/s]
 12%|█▏        | 96/782 [00:15<01:50,  6.22it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.23it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.22it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.23it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.23it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.23it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.22it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 116/782 [00:18<01:47,  6.22it/s]
 15%|█▍        | 117/782 [00:19<01:47,  6.21it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.21it/s]
 15%|█▌        | 120/782 [00:19<01:46,  6.22it/s]
 15%|█▌        | 121/782 [00:19<01:46,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.23it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.22it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.23it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.24it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.23it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.24it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.25it/s]
 20%|█▉        | 154/782 [00:25<01:41,  6.21it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.22it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.23it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:40,  6.24it/s]
 20%|██        | 159/782 [00:25<01:40,  6.22it/s]
 20%|██        | 160/782 [00:25<01:39,  6.22it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.23it/s]
 24%|██▎       | 184/782 [00:29<01:36,  6.22it/s]
 24%|██▎       | 185/782 [00:30<01:36,  6.21it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 190/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.23it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.22it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.22it/s]
 25%|██▌       | 196/782 [00:31<01:34,  6.22it/s]
 25%|██▌       | 197/782 [00:31<01:34,  6.21it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.21it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.26it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 210/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.26it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.24it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.24it/s]
 30%|███       | 235/782 [00:38<01:27,  6.24it/s]
 30%|███       | 236/782 [00:38<01:27,  6.23it/s]
 30%|███       | 237/782 [00:38<01:27,  6.22it/s]
 30%|███       | 238/782 [00:38<01:27,  6.21it/s]
 31%|███       | 239/782 [00:38<01:27,  6.22it/s]
 31%|███       | 240/782 [00:38<01:27,  6.22it/s]
 31%|███       | 241/782 [00:38<01:26,  6.23it/s]
 31%|███       | 242/782 [00:39<01:26,  6.23it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.22it/s]
 31%|███▏      | 246/782 [00:39<01:26,  6.22it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.24it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 260/782 [00:42<01:23,  6.24it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.24it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.24it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:20,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.27it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.27it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.26it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.26it/s]
 36%|███▌      | 282/782 [00:45<01:19,  6.26it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.26it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.27it/s]
 37%|███▋      | 287/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.27it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.28it/s]
 37%|███▋      | 293/782 [00:47<01:17,  6.28it/s]
 38%|███▊      | 294/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.27it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:16,  6.26it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.26it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.26it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.26it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.26it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.26it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.27it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.27it/s]
 40%|███▉      | 312/782 [00:50<01:14,  6.27it/s]
 40%|████      | 313/782 [00:50<01:14,  6.27it/s]
 40%|████      | 314/782 [00:50<01:14,  6.26it/s]
 40%|████      | 315/782 [00:50<01:14,  6.26it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.26it/s]
 41%|████      | 318/782 [00:51<01:14,  6.26it/s]
 41%|████      | 319/782 [00:51<01:13,  6.26it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.26it/s]
 41%|████      | 322/782 [00:51<01:13,  6.27it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.27it/s]
 41%|████▏     | 324/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 325/782 [00:52<01:12,  6.28it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.27it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.26it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.26it/s]
 42%|████▏     | 332/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.26it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.26it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.26it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.27it/s]
 44%|████▍     | 344/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.26it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.26it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.26it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.26it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.26it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.27it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.27it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.27it/s]
 47%|████▋     | 369/782 [00:59<01:05,  6.28it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.27it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.27it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.26it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.26it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.27it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.26it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.26it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.26it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.26it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.26it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.24it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.22it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.22it/s]
 53%|█████▎    | 414/782 [01:06<00:59,  6.23it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.22it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.23it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.23it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.20it/s]
 54%|█████▍    | 421/782 [01:07<00:58,  6.21it/s]
 54%|█████▍    | 422/782 [01:07<00:58,  6.18it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.20it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.21it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.21it/s]
 55%|█████▍    | 428/782 [01:08<00:57,  6.21it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.22it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.24it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.25it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.23it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.23it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.24it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.22it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.23it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.22it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.21it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.22it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.23it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.23it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.23it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.20it/s]
 62%|██████▏   | 483/782 [01:17<00:48,  6.21it/s]
 62%|██████▏   | 484/782 [01:17<00:48,  6.21it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.21it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.21it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.22it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.22it/s]
 63%|██████▎   | 489/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.21it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.22it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.23it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.19it/s]
 64%|██████▍   | 501/782 [01:20<00:45,  6.18it/s]
 64%|██████▍   | 502/782 [01:20<00:45,  6.19it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.21it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.22it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.23it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.23it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.23it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.23it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.22it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.22it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.22it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.22it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.23it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.26it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.26it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.27it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.26it/s]
 70%|██████▉   | 544/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.26it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.26it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.27it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.27it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.27it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.27it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.26it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.27it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.27it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.26it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.26it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.26it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.25it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.26it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.26it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.22it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.22it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.22it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.21it/s]
 79%|███████▊  | 614/782 [01:38<00:27,  6.22it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.22it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.23it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.23it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.24it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.22it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.23it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.21it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.21it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.22it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.22it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.22it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.26it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.26it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.27it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.27it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.26it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.26it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.27it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.26it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.27it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.27it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.26it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.26it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.26it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.26it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.26it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.26it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.24it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.25it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.26it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 757/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.24it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.26it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.25it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.25it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.23it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.10it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.72it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.74it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.77it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.12it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.92it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.61it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.04it/s]
 11%|█         | 17/157 [00:01<00:08, 16.32it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.50it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.65it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.74it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.83it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.90it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.95it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.98it/s]
 21%|██        | 33/157 [00:02<00:07, 16.99it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.99it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.00it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.00it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.97it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.99it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.99it/s]
 30%|██▉       | 47/157 [00:03<00:06, 17.01it/s]
 31%|███       | 49/157 [00:03<00:06, 17.01it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.02it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.00it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.98it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.97it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.96it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.98it/s]
 40%|████      | 63/157 [00:03<00:05, 16.99it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.98it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.98it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.98it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.97it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.00it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.99it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.98it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.98it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.98it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.97it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.98it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.96it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.98it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.99it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.96it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.95it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.97it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.96it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.94it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.96it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.95it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.96it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.96it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.92it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.92it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.91it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.91it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.92it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.94it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.95it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.96it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.96it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.96it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.93it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.92it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.88it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.86it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.88it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.90it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.93it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.95it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.98it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.96it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.95it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.90it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.88it/s]
100%|██████████| 157/157 [00:09<00:00, 16.45it/s]
--> Epoch Number : 96  | Training Loss : 0.0148  | Validation Loss : 0.1169  | Validation Accuracy : 96.98%
Training Epoch: 97

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<07:04,  1.84it/s]
  0%|          | 2/782 [00:00<04:08,  3.14it/s]
  0%|          | 3/782 [00:00<03:12,  4.06it/s]
  1%|          | 4/782 [00:01<02:44,  4.72it/s]
  1%|          | 5/782 [00:01<02:29,  5.18it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:15,  5.73it/s]
  1%|          | 8/782 [00:01<02:11,  5.89it/s]
  1%|          | 9/782 [00:01<02:09,  5.96it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.05it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.11it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.16it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.20it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.25it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.24it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.23it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.24it/s]
  4%|▍         | 31/782 [00:05<02:00,  6.25it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.24it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.23it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.24it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.22it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.22it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.22it/s]
  7%|▋         | 52/782 [00:08<01:57,  6.22it/s]
  7%|▋         | 53/782 [00:08<01:57,  6.22it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.22it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.23it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.22it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.22it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.22it/s]
  8%|▊         | 59/782 [00:09<01:56,  6.23it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.23it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.22it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.22it/s]
  8%|▊         | 65/782 [00:10<01:55,  6.23it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.23it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.24it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.23it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.22it/s]
  9%|▉         | 70/782 [00:11<01:54,  6.20it/s]
  9%|▉         | 71/782 [00:11<01:54,  6.21it/s]
  9%|▉         | 72/782 [00:11<01:54,  6.22it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.23it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.23it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.24it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.24it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.24it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:14<01:51,  6.25it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.25it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.24it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.24it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.24it/s]
 14%|█▍        | 110/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.24it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.24it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 134/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 135/782 [00:22<01:43,  6.22it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.24it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.23it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.23it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.23it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.23it/s]
 20%|█▉        | 153/782 [00:24<01:41,  6.22it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.23it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:26<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.24it/s]
 21%|██        | 164/782 [00:26<01:39,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.24it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.23it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.23it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 190/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.23it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 210/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.22it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.23it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.23it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.23it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.23it/s]
 30%|███       | 235/782 [00:38<01:27,  6.23it/s]
 30%|███       | 236/782 [00:38<01:27,  6.24it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:26,  6.24it/s]
 31%|███       | 241/782 [00:38<01:26,  6.24it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.24it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.23it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.21it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 259/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 260/782 [00:42<01:23,  6.22it/s]
 33%|███▎      | 261/782 [00:42<01:24,  6.20it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.21it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.22it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 266/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.23it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.23it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.24it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:14,  6.24it/s]
 40%|████      | 315/782 [00:50<01:14,  6.23it/s]
 40%|████      | 316/782 [00:51<01:14,  6.23it/s]
 41%|████      | 317/782 [00:51<01:14,  6.23it/s]
 41%|████      | 318/782 [00:51<01:14,  6.24it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:14,  6.23it/s]
 41%|████      | 321/782 [00:51<01:13,  6.23it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:55<01:10,  6.23it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.21it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.23it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.23it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.23it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.23it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.22it/s]
 45%|████▌     | 352/782 [00:56<01:09,  6.22it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.23it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.23it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.23it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.23it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 366/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.23it/s]
 48%|████▊     | 372/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.23it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.23it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.24it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.24it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.23it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.24it/s]
 50%|█████     | 391/782 [01:03<01:02,  6.24it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.21it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.22it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.26it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.26it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.26it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.26it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:57,  6.26it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.26it/s]
 54%|█████▍    | 422/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.27it/s]
 54%|█████▍    | 425/782 [01:08<00:56,  6.27it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.27it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.26it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.26it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.27it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.27it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.27it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.26it/s]
 56%|█████▌    | 438/782 [01:10<00:54,  6.26it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.27it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.26it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.26it/s]
 58%|█████▊    | 450/782 [01:12<00:52,  6.26it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.27it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.26it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 463/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.26it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.26it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.26it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.26it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.26it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.26it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.25it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.25it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.23it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.22it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.23it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.24it/s]
 66%|██████▋   | 520/782 [01:23<00:42,  6.23it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.23it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.22it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:40,  6.22it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.23it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.22it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.23it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.23it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.22it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.22it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.21it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.21it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.22it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.23it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.23it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.23it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 564/782 [01:30<00:35,  6.23it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.21it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.21it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.22it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 570/782 [01:31<00:34,  6.23it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 572/782 [01:32<00:33,  6.23it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.22it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 576/782 [01:32<00:33,  6.24it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.23it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.21it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.21it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.20it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.21it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.22it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.22it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.23it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.23it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.21it/s]
 75%|███████▌  | 589/782 [01:34<00:31,  6.22it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.23it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.23it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.23it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.22it/s]
 76%|███████▋  | 597/782 [01:36<00:29,  6.23it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.23it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.21it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.22it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.23it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.22it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.23it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.24it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.25it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.24it/s]
 80%|████████  | 628/782 [01:41<00:24,  6.24it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.24it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.24it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.23it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.23it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:45<00:20,  6.24it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.23it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 678/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.23it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.24it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.24it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.23it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.24it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.24it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.24it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.23it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.25it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.24it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.24it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.25it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.25it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.25it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.25it/s]
 93%|█████████▎| 728/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.23it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.26it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.24it/s]
 96%|█████████▋| 753/782 [02:01<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.25it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.26it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.22it/s]
100%|██████████| 782/782 [02:05<00:00,  6.22it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:50,  3.08it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.71it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.71it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.72it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.00it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.89it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.61it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.07it/s]
 11%|█         | 17/157 [00:01<00:08, 16.37it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.56it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.66it/s]
 15%|█▍        | 23/157 [00:01<00:07, 16.75it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.80it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.87it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.93it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.95it/s]
 21%|██        | 33/157 [00:02<00:07, 16.98it/s]
 22%|██▏       | 35/157 [00:02<00:07, 17.01it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.98it/s]
 25%|██▍       | 39/157 [00:02<00:06, 16.93it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.93it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.93it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.94it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.97it/s]
 31%|███       | 49/157 [00:03<00:06, 17.02it/s]
 32%|███▏      | 51/157 [00:03<00:06, 17.03it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.05it/s]
 35%|███▌      | 55/157 [00:03<00:05, 17.02it/s]
 36%|███▋      | 57/157 [00:03<00:05, 17.02it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.98it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.96it/s]
 40%|████      | 63/157 [00:03<00:05, 16.97it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.99it/s]
 43%|████▎     | 67/157 [00:04<00:05, 17.00it/s]
 44%|████▍     | 69/157 [00:04<00:05, 17.02it/s]
 45%|████▌     | 71/157 [00:04<00:05, 17.04it/s]
 46%|████▋     | 73/157 [00:04<00:04, 17.02it/s]
 48%|████▊     | 75/157 [00:04<00:04, 17.00it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.98it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.96it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.93it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.95it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.97it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 17.00it/s]
 57%|█████▋    | 89/157 [00:05<00:03, 17.03it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 17.01it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 17.00it/s]
 61%|██████    | 95/157 [00:05<00:03, 17.00it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.98it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.97it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.96it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.97it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.98it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 17.02it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 17.00it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.99it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.97it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.95it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.91it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.93it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.94it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.96it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.99it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.98it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.96it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.96it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.94it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.91it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.89it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.89it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.91it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.94it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.98it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.99it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 17.00it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.94it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.89it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.87it/s]
100%|██████████| 157/157 [00:09<00:00, 16.46it/s]
--> Epoch Number : 97  | Training Loss : 0.0148  | Validation Loss : 0.1148  | Validation Accuracy : 97.04%
Training Epoch: 98

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:57,  1.87it/s]
  0%|          | 2/782 [00:00<04:05,  3.18it/s]
  0%|          | 3/782 [00:00<03:10,  4.08it/s]
  1%|          | 4/782 [00:01<02:44,  4.73it/s]
  1%|          | 5/782 [00:01<02:29,  5.19it/s]
  1%|          | 6/782 [00:01<02:20,  5.51it/s]
  1%|          | 7/782 [00:01<02:15,  5.73it/s]
  1%|          | 8/782 [00:01<02:11,  5.88it/s]
  1%|          | 9/782 [00:01<02:09,  5.95it/s]
  1%|▏         | 10/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 11/782 [00:02<02:06,  6.07it/s]
  2%|▏         | 12/782 [00:02<02:05,  6.14it/s]
  2%|▏         | 13/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 15/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.25it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.25it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.24it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.24it/s]
  3%|▎         | 25/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 26/782 [00:04<02:01,  6.25it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.25it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 30/782 [00:05<02:00,  6.26it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.26it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.25it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.25it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.25it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 54/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.24it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.24it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.26it/s]
 10%|▉         | 75/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.26it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.26it/s]
 10%|█         | 79/782 [00:13<01:53,  6.22it/s]
 10%|█         | 80/782 [00:13<01:52,  6.22it/s]
 10%|█         | 81/782 [00:13<01:52,  6.23it/s]
 10%|█         | 82/782 [00:13<01:52,  6.23it/s]
 11%|█         | 83/782 [00:13<01:52,  6.24it/s]
 11%|█         | 84/782 [00:13<01:51,  6.24it/s]
 11%|█         | 85/782 [00:13<01:51,  6.24it/s]
 11%|█         | 86/782 [00:14<01:51,  6.24it/s]
 11%|█         | 87/782 [00:14<01:51,  6.24it/s]
 11%|█▏        | 88/782 [00:14<01:51,  6.23it/s]
 11%|█▏        | 89/782 [00:14<01:51,  6.24it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.24it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.24it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.24it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:49,  6.24it/s]
 13%|█▎        | 102/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 103/782 [00:16<01:49,  6.23it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.23it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.23it/s]
 14%|█▎        | 107/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 108/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 109/782 [00:17<01:48,  6.23it/s]
 14%|█▍        | 110/782 [00:17<01:48,  6.22it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.22it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.22it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.22it/s]
 15%|█▍        | 114/782 [00:18<01:47,  6.22it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.23it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.23it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.20it/s]
 15%|█▌        | 120/782 [00:19<01:47,  6.15it/s]
 15%|█▌        | 121/782 [00:19<01:47,  6.17it/s]
 16%|█▌        | 122/782 [00:19<01:46,  6.19it/s]
 16%|█▌        | 123/782 [00:20<01:46,  6.20it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.21it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.20it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.21it/s]
 16%|█▌        | 127/782 [00:20<01:45,  6.22it/s]
 16%|█▋        | 128/782 [00:20<01:45,  6.23it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.22it/s]
 17%|█▋        | 130/782 [00:21<01:45,  6.17it/s]
 17%|█▋        | 131/782 [00:21<01:45,  6.18it/s]
 17%|█▋        | 132/782 [00:21<01:45,  6.19it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.19it/s]
 17%|█▋        | 134/782 [00:21<01:44,  6.20it/s]
 17%|█▋        | 135/782 [00:22<01:44,  6.22it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.22it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.26it/s]
 18%|█▊        | 144/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.26it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.26it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:26<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.24it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:38,  6.25it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.25it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.25it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.24it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.24it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.24it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.24it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.26it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.24it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.24it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.23it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.24it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.24it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.24it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.25it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.24it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.23it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.23it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 208/782 [00:33<01:32,  6.23it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 210/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.24it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.24it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.24it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:38<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.24it/s]
 30%|███       | 238/782 [00:38<01:27,  6.24it/s]
 31%|███       | 239/782 [00:38<01:27,  6.24it/s]
 31%|███       | 240/782 [00:38<01:27,  6.23it/s]
 31%|███       | 241/782 [00:39<01:26,  6.23it/s]
 31%|███       | 242/782 [00:39<01:26,  6.24it/s]
 31%|███       | 243/782 [00:39<01:26,  6.24it/s]
 31%|███       | 244/782 [00:39<01:26,  6.24it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.23it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.23it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.25it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.24it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.23it/s]
 33%|███▎      | 260/782 [00:42<01:23,  6.23it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.23it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.24it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.23it/s]
 34%|███▍      | 266/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.24it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.24it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.24it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.24it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.24it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 291/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.24it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.23it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.22it/s]
 40%|████      | 313/782 [00:50<01:15,  6.23it/s]
 40%|████      | 314/782 [00:50<01:15,  6.23it/s]
 40%|████      | 315/782 [00:50<01:14,  6.23it/s]
 40%|████      | 316/782 [00:51<01:14,  6.24it/s]
 41%|████      | 317/782 [00:51<01:14,  6.24it/s]
 41%|████      | 318/782 [00:51<01:14,  6.23it/s]
 41%|████      | 319/782 [00:51<01:14,  6.24it/s]
 41%|████      | 320/782 [00:51<01:14,  6.24it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.25it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.25it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.24it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.23it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.23it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 341/782 [00:55<01:10,  6.22it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.21it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.20it/s]
 44%|████▍     | 345/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 346/782 [00:55<01:10,  6.22it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.23it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.24it/s]
 45%|████▍     | 351/782 [00:56<01:09,  6.24it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.24it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.23it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.23it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.23it/s]
 46%|████▌     | 358/782 [00:57<01:08,  6.22it/s]
 46%|████▌     | 359/782 [00:57<01:08,  6.21it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.21it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.22it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.23it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.19it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.19it/s]
 48%|████▊     | 376/782 [01:00<01:05,  6.21it/s]
 48%|████▊     | 377/782 [01:00<01:05,  6.22it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.22it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.23it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.24it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.24it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 389/782 [01:02<01:03,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.22it/s]
 50%|█████     | 391/782 [01:03<01:02,  6.21it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.21it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.21it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.22it/s]
 51%|█████     | 395/782 [01:03<01:02,  6.22it/s]
 51%|█████     | 396/782 [01:03<01:02,  6.22it/s]
 51%|█████     | 397/782 [01:04<01:01,  6.22it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.21it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.21it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.22it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.23it/s]
 51%|█████▏    | 402/782 [01:04<01:01,  6.23it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.22it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.23it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.24it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.24it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.24it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.24it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.22it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.22it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.24it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.24it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.24it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.24it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 447/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.25it/s]
 58%|█████▊    | 457/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.25it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.24it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.24it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:16<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.25it/s]
 61%|██████    | 478/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.26it/s]
 62%|██████▏   | 482/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.26it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.26it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.26it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 497/782 [01:20<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:21<00:44,  6.25it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.26it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.26it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.26it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.26it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.27it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.26it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.26it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.26it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.25it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 547/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.25it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.25it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.25it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.25it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.25it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.26it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 572/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.26it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.26it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.26it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.26it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.26it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.26it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:36<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.23it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.21it/s]
 79%|███████▊  | 614/782 [01:38<00:27,  6.20it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.21it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.21it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 620/782 [01:39<00:26,  6.22it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.21it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.20it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.22it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.22it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.21it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.21it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.21it/s]
 80%|████████  | 628/782 [01:41<00:24,  6.22it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.21it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.20it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.21it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.21it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.21it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.19it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.19it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.20it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.21it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.21it/s]
 82%|████████▏ | 639/782 [01:42<00:23,  6.21it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.21it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.24it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.24it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:45<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.24it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.26it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.25it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.24it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.26it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.26it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.26it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.27it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.26it/s]
 90%|█████████ | 707/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.26it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.27it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.26it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.26it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.26it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.25it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.26it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.24it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.25it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.26it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.26it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.26it/s]
 93%|█████████▎| 728/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.26it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.25it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.26it/s]
 94%|█████████▎| 732/782 [01:57<00:07,  6.26it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.25it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.25it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.26it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.26it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.25it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.25it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.25it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.25it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.25it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.25it/s]
 96%|█████████▋| 753/782 [02:01<00:04,  6.25it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.26it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.25it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.25it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.26it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.26it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.25it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.25it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.19it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.23it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.23it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.21it/s]
100%|██████████| 782/782 [02:05<00:00,  6.22it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.12it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.79it/s]
  3%|▎         | 5/157 [00:00<00:14, 10.76it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.74it/s]
  6%|▌         | 9/157 [00:00<00:10, 13.99it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.83it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.54it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.02it/s]
 11%|█         | 17/157 [00:01<00:08, 16.28it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.41it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.48it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.59it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.67it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.72it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.77it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.82it/s]
 21%|██        | 33/157 [00:02<00:07, 16.86it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.87it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.88it/s]
 25%|██▍       | 39/157 [00:02<00:07, 16.85it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.88it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.88it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.88it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.86it/s]
 31%|███       | 49/157 [00:03<00:06, 16.89it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.84it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.85it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.86it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.83it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.87it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.88it/s]
 40%|████      | 63/157 [00:04<00:05, 16.76it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.84it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.86it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.84it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.84it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.84it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.85it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.88it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.86it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.88it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.90it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.88it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.88it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.86it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.89it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.91it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.87it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.86it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.86it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.90it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.94it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.93it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.92it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.90it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.88it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.88it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.87it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.84it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.84it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.90it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.98it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 17.01it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.96it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.93it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.89it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.82it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.79it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.71it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.73it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.75it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.81it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.86it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.90it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.95it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.93it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.86it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.80it/s]
100%|██████████| 157/157 [00:09<00:00, 16.36it/s]
--> Epoch Number : 98  | Training Loss : 0.0147  | Validation Loss : 0.1183  | Validation Accuracy : 96.95%
Training Epoch: 99

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:48,  1.91it/s]
  0%|          | 2/782 [00:00<04:03,  3.20it/s]
  0%|          | 3/782 [00:00<03:10,  4.10it/s]
  1%|          | 4/782 [00:01<02:43,  4.75it/s]
  1%|          | 5/782 [00:01<02:29,  5.20it/s]
  1%|          | 6/782 [00:01<02:20,  5.52it/s]
  1%|          | 7/782 [00:01<02:14,  5.75it/s]
  1%|          | 8/782 [00:01<02:11,  5.90it/s]
  1%|          | 9/782 [00:01<02:08,  6.00it/s]
  1%|▏         | 10/782 [00:01<02:07,  6.07it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.24it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.24it/s]
  2%|▏         | 19/782 [00:03<02:02,  6.24it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.25it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 24/782 [00:04<02:01,  6.26it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.26it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.26it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:05<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.27it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 38/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.25it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 44/782 [00:07<01:58,  6.25it/s]
  6%|▌         | 45/782 [00:07<01:58,  6.24it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.25it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.25it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 51/782 [00:08<01:57,  6.25it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:57,  6.19it/s]
  7%|▋         | 56/782 [00:09<01:57,  6.20it/s]
  7%|▋         | 57/782 [00:09<01:56,  6.22it/s]
  7%|▋         | 58/782 [00:09<01:56,  6.23it/s]
  8%|▊         | 59/782 [00:09<01:56,  6.23it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.24it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 63/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 64/782 [00:10<01:55,  6.24it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.25it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.25it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.25it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.26it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:13<01:52,  6.26it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:52,  6.25it/s]
 11%|█         | 83/782 [00:13<01:51,  6.25it/s]
 11%|█         | 84/782 [00:13<01:51,  6.25it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.26it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.25it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.26it/s]
 13%|█▎        | 104/782 [00:17<01:48,  6.26it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:47,  6.24it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 116/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.24it/s]
 16%|█▌        | 126/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.24it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 133/782 [00:21<01:44,  6.23it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.23it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 139/782 [00:22<01:43,  6.24it/s]
 18%|█▊        | 140/782 [00:22<01:43,  6.23it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.23it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.23it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.24it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 145/782 [00:23<01:42,  6.23it/s]
 19%|█▊        | 146/782 [00:23<01:42,  6.23it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.23it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.24it/s]
 19%|█▉        | 151/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 152/782 [00:24<01:41,  6.24it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.23it/s]
 20%|█▉        | 154/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.24it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.24it/s]
 20%|██        | 157/782 [00:25<01:40,  6.24it/s]
 20%|██        | 158/782 [00:25<01:39,  6.24it/s]
 20%|██        | 159/782 [00:25<01:39,  6.24it/s]
 20%|██        | 160/782 [00:25<01:39,  6.24it/s]
 21%|██        | 161/782 [00:26<01:39,  6.23it/s]
 21%|██        | 162/782 [00:26<01:39,  6.24it/s]
 21%|██        | 163/782 [00:26<01:39,  6.24it/s]
 21%|██        | 164/782 [00:26<01:39,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.24it/s]
 21%|██        | 166/782 [00:26<01:38,  6.24it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.24it/s]
 21%|██▏       | 168/782 [00:27<01:39,  6.19it/s]
 22%|██▏       | 169/782 [00:27<01:38,  6.19it/s]
 22%|██▏       | 170/782 [00:27<01:38,  6.20it/s]
 22%|██▏       | 171/782 [00:27<01:38,  6.21it/s]
 22%|██▏       | 172/782 [00:27<01:38,  6.22it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.23it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:37,  6.23it/s]
 23%|██▎       | 177/782 [00:28<01:37,  6.21it/s]
 23%|██▎       | 178/782 [00:28<01:37,  6.22it/s]
 23%|██▎       | 179/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.22it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.23it/s]
 23%|██▎       | 183/782 [00:29<01:36,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.23it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.22it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.22it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.23it/s]
 24%|██▍       | 188/782 [00:30<01:35,  6.24it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.24it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 194/782 [00:31<01:34,  6.25it/s]
 25%|██▍       | 195/782 [00:31<01:34,  6.24it/s]
 25%|██▌       | 196/782 [00:31<01:34,  6.23it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.23it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.23it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.23it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.22it/s]
 26%|██▌       | 201/782 [00:32<01:33,  6.20it/s]
 26%|██▌       | 202/782 [00:32<01:33,  6.20it/s]
 26%|██▌       | 203/782 [00:32<01:33,  6.21it/s]
 26%|██▌       | 204/782 [00:33<01:32,  6.22it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.24it/s]
 26%|██▋       | 207/782 [00:33<01:32,  6.24it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.24it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.23it/s]
 27%|██▋       | 210/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 213/782 [00:34<01:31,  6.23it/s]
 27%|██▋       | 214/782 [00:34<01:31,  6.24it/s]
 27%|██▋       | 215/782 [00:34<01:31,  6.23it/s]
 28%|██▊       | 216/782 [00:34<01:31,  6.22it/s]
 28%|██▊       | 217/782 [00:35<01:31,  6.21it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.21it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.22it/s]
 28%|██▊       | 220/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 221/782 [00:35<01:30,  6.23it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.24it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.24it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.24it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.24it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:37<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.26it/s]
 30%|██▉       | 232/782 [00:37<01:28,  6.24it/s]
 30%|██▉       | 233/782 [00:37<01:28,  6.21it/s]
 30%|██▉       | 234/782 [00:37<01:28,  6.20it/s]
 30%|███       | 235/782 [00:38<01:28,  6.20it/s]
 30%|███       | 236/782 [00:38<01:27,  6.21it/s]
 30%|███       | 237/782 [00:38<01:27,  6.22it/s]
 30%|███       | 238/782 [00:38<01:27,  6.23it/s]
 31%|███       | 239/782 [00:38<01:27,  6.23it/s]
 31%|███       | 240/782 [00:38<01:27,  6.23it/s]
 31%|███       | 241/782 [00:38<01:27,  6.21it/s]
 31%|███       | 242/782 [00:39<01:27,  6.20it/s]
 31%|███       | 243/782 [00:39<01:27,  6.19it/s]
 31%|███       | 244/782 [00:39<01:26,  6.20it/s]
 31%|███▏      | 245/782 [00:39<01:26,  6.22it/s]
 31%|███▏      | 246/782 [00:39<01:26,  6.23it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.23it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.22it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.21it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.20it/s]
 32%|███▏      | 252/782 [00:40<01:25,  6.20it/s]
 32%|███▏      | 253/782 [00:40<01:25,  6.21it/s]
 32%|███▏      | 254/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.23it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.22it/s]
 33%|███▎      | 257/782 [00:41<01:24,  6.21it/s]
 33%|███▎      | 258/782 [00:41<01:24,  6.21it/s]
 33%|███▎      | 259/782 [00:41<01:24,  6.21it/s]
 33%|███▎      | 260/782 [00:42<01:24,  6.20it/s]
 33%|███▎      | 261/782 [00:42<01:24,  6.19it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.21it/s]
 34%|███▎      | 263/782 [00:42<01:23,  6.22it/s]
 34%|███▍      | 264/782 [00:42<01:23,  6.23it/s]
 34%|███▍      | 265/782 [00:42<01:23,  6.22it/s]
 34%|███▍      | 266/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.23it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.22it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 270/782 [00:43<01:22,  6.23it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.23it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.22it/s]
 35%|███▍      | 273/782 [00:44<01:22,  6.21it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.21it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.22it/s]
 35%|███▌      | 276/782 [00:44<01:21,  6.23it/s]
 35%|███▌      | 277/782 [00:44<01:21,  6.23it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.23it/s]
 36%|███▌      | 279/782 [00:45<01:20,  6.23it/s]
 36%|███▌      | 280/782 [00:45<01:21,  6.19it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.19it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.19it/s]
 36%|███▌      | 283/782 [00:45<01:20,  6.20it/s]
 36%|███▋      | 284/782 [00:45<01:20,  6.21it/s]
 36%|███▋      | 285/782 [00:46<01:19,  6.22it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.23it/s]
 37%|███▋      | 288/782 [00:46<01:19,  6.24it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.24it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.24it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 295/782 [00:47<01:18,  6.24it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.24it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.24it/s]
 38%|███▊      | 301/782 [00:48<01:17,  6.24it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.24it/s]
 39%|███▉      | 304/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.23it/s]
 39%|███▉      | 307/782 [00:49<01:16,  6.24it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.24it/s]
 40%|███▉      | 310/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.24it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.23it/s]
 40%|████      | 313/782 [00:50<01:15,  6.24it/s]
 40%|████      | 314/782 [00:50<01:15,  6.23it/s]
 40%|████      | 315/782 [00:50<01:14,  6.23it/s]
 40%|████      | 316/782 [00:51<01:14,  6.23it/s]
 41%|████      | 317/782 [00:51<01:14,  6.23it/s]
 41%|████      | 318/782 [00:51<01:14,  6.23it/s]
 41%|████      | 319/782 [00:51<01:14,  6.23it/s]
 41%|████      | 320/782 [00:51<01:14,  6.23it/s]
 41%|████      | 321/782 [00:51<01:13,  6.24it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.20it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.21it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.22it/s]
 42%|████▏     | 327/782 [00:52<01:13,  6.23it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.23it/s]
 42%|████▏     | 329/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 335/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 338/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 339/782 [00:54<01:11,  6.24it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.23it/s]
 44%|████▎     | 341/782 [00:55<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.25it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.24it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.25it/s]
 45%|████▌     | 354/782 [00:57<01:08,  6.25it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:58<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.25it/s]
 46%|████▋     | 363/782 [00:58<01:07,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:07,  6.24it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.23it/s]
 47%|████▋     | 366/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.23it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 370/782 [00:59<01:06,  6.24it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.24it/s]
 48%|████▊     | 372/782 [01:00<01:05,  6.24it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.25it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.24it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.24it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.24it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.24it/s]
 51%|█████     | 397/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.24it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 401/782 [01:04<01:01,  6.24it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.23it/s]
 52%|█████▏    | 404/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.23it/s]
 52%|█████▏    | 407/782 [01:05<01:00,  6.24it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.24it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 410/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.24it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.24it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.23it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.22it/s]
 54%|█████▎    | 420/782 [01:07<00:58,  6.22it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.23it/s]
 54%|█████▍    | 422/782 [01:08<00:57,  6.24it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.22it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.21it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.21it/s]
 54%|█████▍    | 426/782 [01:08<00:57,  6.21it/s]
 55%|█████▍    | 427/782 [01:08<00:57,  6.22it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.22it/s]
 55%|█████▍    | 429/782 [01:09<00:56,  6.23it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 432/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 433/782 [01:09<00:56,  6.23it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.22it/s]
 56%|█████▌    | 435/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.23it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.22it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.21it/s]
 56%|█████▌    | 439/782 [01:10<00:55,  6.22it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.22it/s]
 56%|█████▋    | 441/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.22it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 445/782 [01:11<00:54,  6.23it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.23it/s]
 57%|█████▋    | 447/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.24it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 451/782 [01:12<00:53,  6.23it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.23it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 454/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.24it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.24it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.24it/s]
 59%|█████▉    | 460/782 [01:14<00:51,  6.23it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 464/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.23it/s]
 60%|█████▉    | 466/782 [01:15<00:50,  6.22it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.23it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.24it/s]
 60%|██████    | 470/782 [01:15<00:50,  6.23it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.24it/s]
 60%|██████    | 472/782 [01:16<00:49,  6.23it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.23it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:17<00:48,  6.24it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.23it/s]
 62%|██████▏   | 485/782 [01:18<00:47,  6.23it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.24it/s]
 62%|██████▏   | 488/782 [01:18<00:47,  6.23it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.23it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.24it/s]
 63%|██████▎   | 491/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 495/782 [01:19<00:46,  6.23it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.23it/s]
 64%|██████▎   | 497/782 [01:20<00:45,  6.24it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.24it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:21<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.24it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 510/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.24it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.24it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 516/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.24it/s]
 67%|██████▋   | 522/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.24it/s]
 67%|██████▋   | 526/782 [01:24<00:41,  6.23it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.23it/s]
 68%|██████▊   | 528/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 529/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.23it/s]
 68%|██████▊   | 532/782 [01:25<00:40,  6.24it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.24it/s]
 68%|██████▊   | 535/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.24it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.24it/s]
 69%|██████▉   | 538/782 [01:26<00:39,  6.23it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.23it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.24it/s]
 69%|██████▉   | 541/782 [01:27<00:38,  6.24it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.24it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.23it/s]
 70%|██████▉   | 547/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.23it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.24it/s]
 70%|███████   | 551/782 [01:28<00:37,  6.24it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.24it/s]
 71%|███████   | 553/782 [01:29<00:36,  6.24it/s]
 71%|███████   | 554/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.23it/s]
 71%|███████   | 557/782 [01:29<00:36,  6.23it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.24it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.23it/s]
 72%|███████▏  | 560/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.24it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.24it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.24it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.21it/s]
 73%|███████▎  | 572/782 [01:32<00:33,  6.22it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.23it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.23it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.24it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 579/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.24it/s]
 74%|███████▍  | 582/782 [01:33<00:32,  6.24it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.24it/s]
 75%|███████▍  | 585/782 [01:34<00:31,  6.24it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.23it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.23it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.24it/s]
 76%|███████▌  | 591/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.24it/s]
 76%|███████▋  | 597/782 [01:36<00:29,  6.23it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.24it/s]
 77%|███████▋  | 601/782 [01:36<00:29,  6.23it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.24it/s]
 77%|███████▋  | 603/782 [01:37<00:28,  6.23it/s]
 77%|███████▋  | 604/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.24it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 607/782 [01:37<00:28,  6.24it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.24it/s]
 78%|███████▊  | 610/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.24it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.25it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.24it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.20it/s]
 80%|███████▉  | 622/782 [01:40<00:25,  6.21it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.20it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.20it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.22it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.22it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.21it/s]
 80%|████████  | 628/782 [01:41<00:24,  6.21it/s]
 80%|████████  | 629/782 [01:41<00:24,  6.21it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.21it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.23it/s]
 81%|████████  | 632/782 [01:41<00:24,  6.17it/s]
 81%|████████  | 633/782 [01:41<00:24,  6.16it/s]
 81%|████████  | 634/782 [01:42<00:23,  6.18it/s]
 81%|████████  | 635/782 [01:42<00:23,  6.20it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.21it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.22it/s]
 82%|████████▏ | 638/782 [01:42<00:23,  6.24it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.24it/s]
 82%|████████▏ | 641/782 [01:43<00:22,  6.21it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.23it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.22it/s]
 82%|████████▏ | 645/782 [01:43<00:22,  6.22it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.23it/s]
 83%|████████▎ | 647/782 [01:44<00:21,  6.24it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.23it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 651/782 [01:44<00:21,  6.22it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.23it/s]
 84%|████████▎ | 653/782 [01:45<00:20,  6.23it/s]
 84%|████████▎ | 654/782 [01:45<00:20,  6.23it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.24it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:46<00:19,  6.24it/s]
 84%|████████▍ | 660/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.24it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.24it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.23it/s]
 86%|████████▌ | 672/782 [01:48<00:17,  6.23it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.24it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.24it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.23it/s]
 87%|████████▋ | 678/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 679/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.25it/s]
 87%|████████▋ | 682/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.25it/s]
 87%|████████▋ | 684/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 685/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.25it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.24it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.24it/s]
 88%|████████▊ | 691/782 [01:51<00:14,  6.25it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.25it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.25it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.25it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 697/782 [01:52<00:13,  6.24it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.25it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.25it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.25it/s]
 90%|████████▉ | 703/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 704/782 [01:53<00:12,  6.25it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.24it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.25it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.25it/s]
 91%|█████████ | 709/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 710/782 [01:54<00:11,  6.25it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.24it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.23it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.23it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 716/782 [01:55<00:10,  6.22it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.22it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.22it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.24it/s]
 92%|█████████▏| 722/782 [01:56<00:09,  6.23it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.23it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.24it/s]
 93%|█████████▎| 726/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.24it/s]
 93%|█████████▎| 728/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.25it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 735/782 [01:58<00:07,  6.24it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.25it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.25it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.24it/s]
 95%|█████████▍| 740/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 741/782 [01:59<00:06,  6.24it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.24it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.23it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.24it/s]
 96%|█████████▌| 747/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.24it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.23it/s]
 96%|█████████▋| 753/782 [02:01<00:04,  6.24it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.24it/s]
 97%|█████████▋| 759/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 760/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.24it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.23it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.24it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.24it/s]
 98%|█████████▊| 765/782 [02:03<00:02,  6.24it/s]
 98%|█████████▊| 766/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.22it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.23it/s]
 99%|█████████▊| 772/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.23it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.22it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.22it/s]
 99%|█████████▉| 778/782 [02:05<00:00,  6.21it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.22it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.21it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.21it/s]
100%|██████████| 782/782 [02:05<00:00,  6.22it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:49,  3.17it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.88it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.89it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.81it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.01it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.82it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.54it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.03it/s]
 11%|█         | 17/157 [00:01<00:08, 16.31it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.48it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.61it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.69it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.75it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.81it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.87it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.93it/s]
 21%|██        | 33/157 [00:02<00:07, 17.00it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.99it/s]
 24%|██▎       | 37/157 [00:02<00:07, 17.00it/s]
 25%|██▍       | 39/157 [00:02<00:06, 17.00it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.98it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.94it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.91it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.92it/s]
 31%|███       | 49/157 [00:03<00:06, 16.96it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.99it/s]
 34%|███▍      | 53/157 [00:03<00:06, 17.00it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.99it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.98it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.94it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.94it/s]
 40%|████      | 63/157 [00:03<00:05, 16.93it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.93it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.91it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.92it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.92it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.96it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.96it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.93it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.93it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.89it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.90it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.91it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.92it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.94it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.94it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.95it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.93it/s]
 62%|██████▏   | 97/157 [00:05<00:03, 16.94it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.93it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.94it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.93it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.92it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.90it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.92it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.95it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.95it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.93it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.96it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.96it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.94it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.91it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.90it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.88it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.90it/s]
 83%|████████▎ | 131/157 [00:07<00:01, 16.90it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.91it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.93it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.92it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.93it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.92it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.92it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.92it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.89it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.89it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.87it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.86it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.88it/s]
100%|██████████| 157/157 [00:09<00:00, 16.43it/s]
--> Epoch Number : 99  | Training Loss : 0.0145  | Validation Loss : 0.1212  | Validation Accuracy : 96.97%
Training Epoch: 100

  0%|          | 0/782 [00:00<?, ?it/s]
  0%|          | 1/782 [00:00<06:39,  1.95it/s]
  0%|          | 2/782 [00:00<04:01,  3.23it/s]
  0%|          | 3/782 [00:00<03:08,  4.14it/s]
  1%|          | 4/782 [00:00<02:42,  4.79it/s]
  1%|          | 5/782 [00:01<02:28,  5.24it/s]
  1%|          | 6/782 [00:01<02:19,  5.55it/s]
  1%|          | 7/782 [00:01<02:14,  5.77it/s]
  1%|          | 8/782 [00:01<02:10,  5.92it/s]
  1%|          | 9/782 [00:01<02:08,  6.02it/s]
  1%|▏         | 10/782 [00:01<02:06,  6.09it/s]
  1%|▏         | 11/782 [00:02<02:05,  6.12it/s]
  2%|▏         | 12/782 [00:02<02:04,  6.18it/s]
  2%|▏         | 13/782 [00:02<02:03,  6.21it/s]
  2%|▏         | 14/782 [00:02<02:03,  6.23it/s]
  2%|▏         | 15/782 [00:02<02:02,  6.26it/s]
  2%|▏         | 16/782 [00:02<02:02,  6.27it/s]
  2%|▏         | 17/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 18/782 [00:03<02:02,  6.26it/s]
  2%|▏         | 19/782 [00:03<02:01,  6.26it/s]
  3%|▎         | 20/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 21/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 22/782 [00:03<02:01,  6.27it/s]
  3%|▎         | 23/782 [00:04<02:01,  6.27it/s]
  3%|▎         | 24/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 25/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 26/782 [00:04<02:00,  6.27it/s]
  3%|▎         | 27/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 28/782 [00:04<02:00,  6.27it/s]
  4%|▎         | 29/782 [00:04<02:00,  6.27it/s]
  4%|▍         | 30/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 31/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 32/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 33/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 34/782 [00:05<01:59,  6.27it/s]
  4%|▍         | 35/782 [00:05<01:59,  6.26it/s]
  5%|▍         | 36/782 [00:06<01:59,  6.25it/s]
  5%|▍         | 37/782 [00:06<01:59,  6.26it/s]
  5%|▍         | 38/782 [00:06<01:58,  6.26it/s]
  5%|▍         | 39/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 40/782 [00:06<01:58,  6.26it/s]
  5%|▌         | 41/782 [00:06<01:58,  6.27it/s]
  5%|▌         | 42/782 [00:07<01:58,  6.26it/s]
  5%|▌         | 43/782 [00:07<01:58,  6.26it/s]
  6%|▌         | 44/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 45/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 46/782 [00:07<01:57,  6.27it/s]
  6%|▌         | 47/782 [00:07<01:57,  6.26it/s]
  6%|▌         | 48/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 49/782 [00:08<01:57,  6.26it/s]
  6%|▋         | 50/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 51/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 52/782 [00:08<01:56,  6.26it/s]
  7%|▋         | 53/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 54/782 [00:08<01:56,  6.25it/s]
  7%|▋         | 55/782 [00:09<01:56,  6.25it/s]
  7%|▋         | 56/782 [00:09<01:56,  6.26it/s]
  7%|▋         | 57/782 [00:09<01:55,  6.25it/s]
  7%|▋         | 58/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 59/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 60/782 [00:09<01:55,  6.25it/s]
  8%|▊         | 61/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 62/782 [00:10<01:55,  6.25it/s]
  8%|▊         | 63/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 64/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 65/782 [00:10<01:54,  6.26it/s]
  8%|▊         | 66/782 [00:10<01:54,  6.26it/s]
  9%|▊         | 67/782 [00:11<01:54,  6.26it/s]
  9%|▊         | 68/782 [00:11<01:54,  6.25it/s]
  9%|▉         | 69/782 [00:11<01:53,  6.26it/s]
  9%|▉         | 70/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 71/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 72/782 [00:11<01:53,  6.25it/s]
  9%|▉         | 73/782 [00:12<01:53,  6.24it/s]
  9%|▉         | 74/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 75/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 76/782 [00:12<01:53,  6.25it/s]
 10%|▉         | 77/782 [00:12<01:52,  6.25it/s]
 10%|▉         | 78/782 [00:12<01:52,  6.25it/s]
 10%|█         | 79/782 [00:12<01:52,  6.25it/s]
 10%|█         | 80/782 [00:13<01:52,  6.25it/s]
 10%|█         | 81/782 [00:13<01:52,  6.25it/s]
 10%|█         | 82/782 [00:13<01:51,  6.26it/s]
 11%|█         | 83/782 [00:13<01:51,  6.26it/s]
 11%|█         | 84/782 [00:13<01:51,  6.26it/s]
 11%|█         | 85/782 [00:13<01:51,  6.26it/s]
 11%|█         | 86/782 [00:14<01:51,  6.25it/s]
 11%|█         | 87/782 [00:14<01:51,  6.26it/s]
 11%|█▏        | 88/782 [00:14<01:50,  6.26it/s]
 11%|█▏        | 89/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 90/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 91/782 [00:14<01:50,  6.26it/s]
 12%|█▏        | 92/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 93/782 [00:15<01:50,  6.25it/s]
 12%|█▏        | 94/782 [00:15<01:50,  6.24it/s]
 12%|█▏        | 95/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 96/782 [00:15<01:49,  6.25it/s]
 12%|█▏        | 97/782 [00:15<01:49,  6.25it/s]
 13%|█▎        | 98/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 99/782 [00:16<01:49,  6.26it/s]
 13%|█▎        | 100/782 [00:16<01:49,  6.25it/s]
 13%|█▎        | 101/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 102/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 103/782 [00:16<01:48,  6.25it/s]
 13%|█▎        | 104/782 [00:16<01:48,  6.24it/s]
 13%|█▎        | 105/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 106/782 [00:17<01:48,  6.25it/s]
 14%|█▎        | 107/782 [00:17<01:47,  6.26it/s]
 14%|█▍        | 108/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 109/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 110/782 [00:17<01:47,  6.25it/s]
 14%|█▍        | 111/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 112/782 [00:18<01:47,  6.25it/s]
 14%|█▍        | 113/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 114/782 [00:18<01:46,  6.25it/s]
 15%|█▍        | 115/782 [00:18<01:47,  6.20it/s]
 15%|█▍        | 116/782 [00:18<01:47,  6.22it/s]
 15%|█▍        | 117/782 [00:19<01:46,  6.23it/s]
 15%|█▌        | 118/782 [00:19<01:46,  6.24it/s]
 15%|█▌        | 119/782 [00:19<01:46,  6.25it/s]
 15%|█▌        | 120/782 [00:19<01:45,  6.25it/s]
 15%|█▌        | 121/782 [00:19<01:45,  6.24it/s]
 16%|█▌        | 122/782 [00:19<01:45,  6.25it/s]
 16%|█▌        | 123/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 124/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 125/782 [00:20<01:45,  6.25it/s]
 16%|█▌        | 126/782 [00:20<01:44,  6.26it/s]
 16%|█▌        | 127/782 [00:20<01:44,  6.26it/s]
 16%|█▋        | 128/782 [00:20<01:44,  6.25it/s]
 16%|█▋        | 129/782 [00:20<01:44,  6.25it/s]
 17%|█▋        | 130/782 [00:21<01:44,  6.26it/s]
 17%|█▋        | 131/782 [00:21<01:44,  6.25it/s]
 17%|█▋        | 132/782 [00:21<01:43,  6.26it/s]
 17%|█▋        | 133/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 134/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 135/782 [00:21<01:43,  6.25it/s]
 17%|█▋        | 136/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 137/782 [00:22<01:43,  6.26it/s]
 18%|█▊        | 138/782 [00:22<01:43,  6.25it/s]
 18%|█▊        | 139/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 140/782 [00:22<01:42,  6.24it/s]
 18%|█▊        | 141/782 [00:22<01:42,  6.25it/s]
 18%|█▊        | 142/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 143/782 [00:23<01:42,  6.25it/s]
 18%|█▊        | 144/782 [00:23<01:42,  6.25it/s]
 19%|█▊        | 145/782 [00:23<01:41,  6.25it/s]
 19%|█▊        | 146/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 147/782 [00:23<01:41,  6.25it/s]
 19%|█▉        | 148/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 149/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 150/782 [00:24<01:41,  6.25it/s]
 19%|█▉        | 151/782 [00:24<01:40,  6.26it/s]
 19%|█▉        | 152/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 153/782 [00:24<01:40,  6.26it/s]
 20%|█▉        | 154/782 [00:24<01:40,  6.24it/s]
 20%|█▉        | 155/782 [00:25<01:40,  6.25it/s]
 20%|█▉        | 156/782 [00:25<01:40,  6.25it/s]
 20%|██        | 157/782 [00:25<01:39,  6.25it/s]
 20%|██        | 158/782 [00:25<01:39,  6.25it/s]
 20%|██        | 159/782 [00:25<01:39,  6.26it/s]
 20%|██        | 160/782 [00:25<01:39,  6.25it/s]
 21%|██        | 161/782 [00:26<01:39,  6.25it/s]
 21%|██        | 162/782 [00:26<01:39,  6.25it/s]
 21%|██        | 163/782 [00:26<01:39,  6.25it/s]
 21%|██        | 164/782 [00:26<01:39,  6.24it/s]
 21%|██        | 165/782 [00:26<01:38,  6.25it/s]
 21%|██        | 166/782 [00:26<01:38,  6.25it/s]
 21%|██▏       | 167/782 [00:27<01:38,  6.25it/s]
 21%|██▏       | 168/782 [00:27<01:38,  6.26it/s]
 22%|██▏       | 169/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 170/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 171/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 172/782 [00:27<01:37,  6.26it/s]
 22%|██▏       | 173/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 174/782 [00:28<01:37,  6.26it/s]
 22%|██▏       | 175/782 [00:28<01:37,  6.25it/s]
 23%|██▎       | 176/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 177/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 178/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 179/782 [00:28<01:36,  6.26it/s]
 23%|██▎       | 180/782 [00:29<01:36,  6.26it/s]
 23%|██▎       | 181/782 [00:29<01:36,  6.25it/s]
 23%|██▎       | 182/782 [00:29<01:36,  6.24it/s]
 23%|██▎       | 183/782 [00:29<01:35,  6.24it/s]
 24%|██▎       | 184/782 [00:29<01:35,  6.25it/s]
 24%|██▎       | 185/782 [00:29<01:35,  6.25it/s]
 24%|██▍       | 186/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 187/782 [00:30<01:35,  6.25it/s]
 24%|██▍       | 188/782 [00:30<01:34,  6.26it/s]
 24%|██▍       | 189/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 190/782 [00:30<01:34,  6.25it/s]
 24%|██▍       | 191/782 [00:30<01:34,  6.25it/s]
 25%|██▍       | 192/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 193/782 [00:31<01:34,  6.26it/s]
 25%|██▍       | 194/782 [00:31<01:33,  6.26it/s]
 25%|██▍       | 195/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 196/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 197/782 [00:31<01:33,  6.26it/s]
 25%|██▌       | 198/782 [00:32<01:33,  6.26it/s]
 25%|██▌       | 199/782 [00:32<01:33,  6.26it/s]
 26%|██▌       | 200/782 [00:32<01:33,  6.25it/s]
 26%|██▌       | 201/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 202/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 203/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 204/782 [00:32<01:32,  6.26it/s]
 26%|██▌       | 205/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 206/782 [00:33<01:32,  6.25it/s]
 26%|██▋       | 207/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 208/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 209/782 [00:33<01:31,  6.26it/s]
 27%|██▋       | 210/782 [00:33<01:31,  6.25it/s]
 27%|██▋       | 211/782 [00:34<01:31,  6.25it/s]
 27%|██▋       | 212/782 [00:34<01:31,  6.26it/s]
 27%|██▋       | 213/782 [00:34<01:30,  6.26it/s]
 27%|██▋       | 214/782 [00:34<01:30,  6.25it/s]
 27%|██▋       | 215/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 216/782 [00:34<01:30,  6.25it/s]
 28%|██▊       | 217/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 218/782 [00:35<01:30,  6.24it/s]
 28%|██▊       | 219/782 [00:35<01:30,  6.25it/s]
 28%|██▊       | 220/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 221/782 [00:35<01:29,  6.25it/s]
 28%|██▊       | 222/782 [00:35<01:29,  6.25it/s]
 29%|██▊       | 223/782 [00:36<01:29,  6.25it/s]
 29%|██▊       | 224/782 [00:36<01:29,  6.26it/s]
 29%|██▉       | 225/782 [00:36<01:29,  6.25it/s]
 29%|██▉       | 226/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 227/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 228/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 229/782 [00:36<01:28,  6.25it/s]
 29%|██▉       | 230/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 231/782 [00:37<01:28,  6.25it/s]
 30%|██▉       | 232/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 233/782 [00:37<01:27,  6.25it/s]
 30%|██▉       | 234/782 [00:37<01:27,  6.25it/s]
 30%|███       | 235/782 [00:37<01:27,  6.25it/s]
 30%|███       | 236/782 [00:38<01:27,  6.25it/s]
 30%|███       | 237/782 [00:38<01:27,  6.25it/s]
 30%|███       | 238/782 [00:38<01:27,  6.25it/s]
 31%|███       | 239/782 [00:38<01:26,  6.25it/s]
 31%|███       | 240/782 [00:38<01:26,  6.25it/s]
 31%|███       | 241/782 [00:38<01:26,  6.25it/s]
 31%|███       | 242/782 [00:39<01:26,  6.25it/s]
 31%|███       | 243/782 [00:39<01:26,  6.25it/s]
 31%|███       | 244/782 [00:39<01:26,  6.25it/s]
 31%|███▏      | 245/782 [00:39<01:25,  6.26it/s]
 31%|███▏      | 246/782 [00:39<01:25,  6.26it/s]
 32%|███▏      | 247/782 [00:39<01:25,  6.25it/s]
 32%|███▏      | 248/782 [00:40<01:25,  6.25it/s]
 32%|███▏      | 249/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 250/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 251/782 [00:40<01:25,  6.24it/s]
 32%|███▏      | 252/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 253/782 [00:40<01:24,  6.24it/s]
 32%|███▏      | 254/782 [00:40<01:24,  6.25it/s]
 33%|███▎      | 255/782 [00:41<01:24,  6.25it/s]
 33%|███▎      | 256/782 [00:41<01:24,  6.26it/s]
 33%|███▎      | 257/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 258/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 259/782 [00:41<01:23,  6.27it/s]
 33%|███▎      | 260/782 [00:41<01:23,  6.26it/s]
 33%|███▎      | 261/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 262/782 [00:42<01:23,  6.25it/s]
 34%|███▎      | 263/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 264/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 265/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 266/782 [00:42<01:22,  6.26it/s]
 34%|███▍      | 267/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 268/782 [00:43<01:22,  6.25it/s]
 34%|███▍      | 269/782 [00:43<01:22,  6.25it/s]
 35%|███▍      | 270/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 271/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 272/782 [00:43<01:21,  6.25it/s]
 35%|███▍      | 273/782 [00:44<01:21,  6.25it/s]
 35%|███▌      | 274/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 275/782 [00:44<01:21,  6.26it/s]
 35%|███▌      | 276/782 [00:44<01:20,  6.25it/s]
 35%|███▌      | 277/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 278/782 [00:44<01:20,  6.24it/s]
 36%|███▌      | 279/782 [00:44<01:20,  6.25it/s]
 36%|███▌      | 280/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 281/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 282/782 [00:45<01:20,  6.25it/s]
 36%|███▌      | 283/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 284/782 [00:45<01:19,  6.25it/s]
 36%|███▋      | 285/782 [00:45<01:19,  6.25it/s]
 37%|███▋      | 286/782 [00:46<01:19,  6.25it/s]
 37%|███▋      | 287/782 [00:46<01:19,  6.26it/s]
 37%|███▋      | 288/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 289/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 290/782 [00:46<01:18,  6.25it/s]
 37%|███▋      | 291/782 [00:46<01:18,  6.26it/s]
 37%|███▋      | 292/782 [00:47<01:18,  6.25it/s]
 37%|███▋      | 293/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 294/782 [00:47<01:18,  6.25it/s]
 38%|███▊      | 295/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 296/782 [00:47<01:17,  6.26it/s]
 38%|███▊      | 297/782 [00:47<01:17,  6.25it/s]
 38%|███▊      | 298/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 299/782 [00:48<01:17,  6.26it/s]
 38%|███▊      | 300/782 [00:48<01:17,  6.25it/s]
 38%|███▊      | 301/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 302/782 [00:48<01:16,  6.25it/s]
 39%|███▊      | 303/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 304/782 [00:48<01:16,  6.25it/s]
 39%|███▉      | 305/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 306/782 [00:49<01:16,  6.25it/s]
 39%|███▉      | 307/782 [00:49<01:15,  6.25it/s]
 39%|███▉      | 308/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 309/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 310/782 [00:49<01:15,  6.25it/s]
 40%|███▉      | 311/782 [00:50<01:15,  6.25it/s]
 40%|███▉      | 312/782 [00:50<01:15,  6.25it/s]
 40%|████      | 313/782 [00:50<01:14,  6.25it/s]
 40%|████      | 314/782 [00:50<01:14,  6.25it/s]
 40%|████      | 315/782 [00:50<01:14,  6.25it/s]
 40%|████      | 316/782 [00:50<01:14,  6.25it/s]
 41%|████      | 317/782 [00:51<01:14,  6.25it/s]
 41%|████      | 318/782 [00:51<01:14,  6.25it/s]
 41%|████      | 319/782 [00:51<01:14,  6.25it/s]
 41%|████      | 320/782 [00:51<01:13,  6.26it/s]
 41%|████      | 321/782 [00:51<01:13,  6.25it/s]
 41%|████      | 322/782 [00:51<01:13,  6.24it/s]
 41%|████▏     | 323/782 [00:52<01:13,  6.24it/s]
 41%|████▏     | 324/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 325/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 326/782 [00:52<01:13,  6.24it/s]
 42%|████▏     | 327/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 328/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 329/782 [00:52<01:12,  6.24it/s]
 42%|████▏     | 330/782 [00:53<01:12,  6.24it/s]
 42%|████▏     | 331/782 [00:53<01:12,  6.25it/s]
 42%|████▏     | 332/782 [00:53<01:12,  6.25it/s]
 43%|████▎     | 333/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 334/782 [00:53<01:11,  6.24it/s]
 43%|████▎     | 335/782 [00:53<01:11,  6.25it/s]
 43%|████▎     | 336/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 337/782 [00:54<01:11,  6.25it/s]
 43%|████▎     | 338/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 339/782 [00:54<01:10,  6.25it/s]
 43%|████▎     | 340/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 341/782 [00:54<01:10,  6.24it/s]
 44%|████▎     | 342/782 [00:55<01:10,  6.24it/s]
 44%|████▍     | 343/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 344/782 [00:55<01:10,  6.25it/s]
 44%|████▍     | 345/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 346/782 [00:55<01:09,  6.24it/s]
 44%|████▍     | 347/782 [00:55<01:09,  6.25it/s]
 45%|████▍     | 348/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 349/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 350/782 [00:56<01:09,  6.25it/s]
 45%|████▍     | 351/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 352/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 353/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 354/782 [00:56<01:08,  6.26it/s]
 45%|████▌     | 355/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 356/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 357/782 [00:57<01:08,  6.25it/s]
 46%|████▌     | 358/782 [00:57<01:07,  6.24it/s]
 46%|████▌     | 359/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 360/782 [00:57<01:07,  6.25it/s]
 46%|████▌     | 361/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 362/782 [00:58<01:07,  6.26it/s]
 46%|████▋     | 363/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 364/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 365/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 366/782 [00:58<01:06,  6.25it/s]
 47%|████▋     | 367/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 368/782 [00:59<01:06,  6.25it/s]
 47%|████▋     | 369/782 [00:59<01:06,  6.26it/s]
 47%|████▋     | 370/782 [00:59<01:05,  6.25it/s]
 47%|████▋     | 371/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 372/782 [00:59<01:05,  6.26it/s]
 48%|████▊     | 373/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 374/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 375/782 [01:00<01:05,  6.25it/s]
 48%|████▊     | 376/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 377/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 378/782 [01:00<01:04,  6.25it/s]
 48%|████▊     | 379/782 [01:00<01:04,  6.26it/s]
 49%|████▊     | 380/782 [01:01<01:04,  6.26it/s]
 49%|████▊     | 381/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 382/782 [01:01<01:04,  6.25it/s]
 49%|████▉     | 383/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 384/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 385/782 [01:01<01:03,  6.25it/s]
 49%|████▉     | 386/782 [01:02<01:03,  6.25it/s]
 49%|████▉     | 387/782 [01:02<01:03,  6.26it/s]
 50%|████▉     | 388/782 [01:02<01:03,  6.25it/s]
 50%|████▉     | 389/782 [01:02<01:02,  6.25it/s]
 50%|████▉     | 390/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 391/782 [01:02<01:02,  6.25it/s]
 50%|█████     | 392/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 393/782 [01:03<01:02,  6.25it/s]
 50%|█████     | 394/782 [01:03<01:02,  6.25it/s]
 51%|█████     | 395/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 396/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 397/782 [01:03<01:01,  6.25it/s]
 51%|█████     | 398/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 399/782 [01:04<01:01,  6.25it/s]
 51%|█████     | 400/782 [01:04<01:01,  6.25it/s]
 51%|█████▏    | 401/782 [01:04<01:00,  6.25it/s]
 51%|█████▏    | 402/782 [01:04<01:00,  6.25it/s]
 52%|█████▏    | 403/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 404/782 [01:04<01:00,  6.26it/s]
 52%|█████▏    | 405/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 406/782 [01:05<01:00,  6.26it/s]
 52%|█████▏    | 407/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 408/782 [01:05<00:59,  6.25it/s]
 52%|█████▏    | 409/782 [01:05<00:59,  6.26it/s]
 52%|█████▏    | 410/782 [01:05<00:59,  6.26it/s]
 53%|█████▎    | 411/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 412/782 [01:06<00:59,  6.26it/s]
 53%|█████▎    | 413/782 [01:06<00:59,  6.25it/s]
 53%|█████▎    | 414/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 415/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 416/782 [01:06<00:58,  6.25it/s]
 53%|█████▎    | 417/782 [01:07<00:58,  6.25it/s]
 53%|█████▎    | 418/782 [01:07<00:58,  6.24it/s]
 54%|█████▎    | 419/782 [01:07<00:58,  6.25it/s]
 54%|█████▎    | 420/782 [01:07<00:57,  6.24it/s]
 54%|█████▍    | 421/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 422/782 [01:07<00:57,  6.25it/s]
 54%|█████▍    | 423/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 424/782 [01:08<00:57,  6.26it/s]
 54%|█████▍    | 425/782 [01:08<00:57,  6.25it/s]
 54%|█████▍    | 426/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 427/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 428/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 429/782 [01:08<00:56,  6.25it/s]
 55%|█████▍    | 430/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 431/782 [01:09<00:56,  6.25it/s]
 55%|█████▌    | 432/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 433/782 [01:09<00:55,  6.26it/s]
 55%|█████▌    | 434/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 435/782 [01:09<00:55,  6.26it/s]
 56%|█████▌    | 436/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 437/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 438/782 [01:10<00:55,  6.25it/s]
 56%|█████▌    | 439/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 440/782 [01:10<00:54,  6.25it/s]
 56%|█████▋    | 441/782 [01:10<00:54,  6.26it/s]
 57%|█████▋    | 442/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 443/782 [01:11<00:54,  6.26it/s]
 57%|█████▋    | 444/782 [01:11<00:54,  6.25it/s]
 57%|█████▋    | 445/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 446/782 [01:11<00:53,  6.26it/s]
 57%|█████▋    | 447/782 [01:11<00:53,  6.25it/s]
 57%|█████▋    | 448/782 [01:12<00:53,  6.25it/s]
 57%|█████▋    | 449/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 450/782 [01:12<00:53,  6.25it/s]
 58%|█████▊    | 451/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 452/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 453/782 [01:12<00:52,  6.25it/s]
 58%|█████▊    | 454/782 [01:12<00:52,  6.24it/s]
 58%|█████▊    | 455/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 456/782 [01:13<00:52,  6.24it/s]
 58%|█████▊    | 457/782 [01:13<00:52,  6.25it/s]
 59%|█████▊    | 458/782 [01:13<00:51,  6.25it/s]
 59%|█████▊    | 459/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 460/782 [01:13<00:51,  6.26it/s]
 59%|█████▉    | 461/782 [01:14<00:51,  6.26it/s]
 59%|█████▉    | 462/782 [01:14<00:51,  6.24it/s]
 59%|█████▉    | 463/782 [01:14<00:51,  6.25it/s]
 59%|█████▉    | 464/782 [01:14<00:50,  6.25it/s]
 59%|█████▉    | 465/782 [01:14<00:50,  6.26it/s]
 60%|█████▉    | 466/782 [01:14<00:50,  6.25it/s]
 60%|█████▉    | 467/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 468/782 [01:15<00:50,  6.25it/s]
 60%|█████▉    | 469/782 [01:15<00:50,  6.25it/s]
 60%|██████    | 470/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 471/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 472/782 [01:15<00:49,  6.25it/s]
 60%|██████    | 473/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 474/782 [01:16<00:49,  6.26it/s]
 61%|██████    | 475/782 [01:16<00:49,  6.25it/s]
 61%|██████    | 476/782 [01:16<00:49,  6.24it/s]
 61%|██████    | 477/782 [01:16<00:48,  6.24it/s]
 61%|██████    | 478/782 [01:16<00:48,  6.24it/s]
 61%|██████▏   | 479/782 [01:16<00:48,  6.25it/s]
 61%|██████▏   | 480/782 [01:17<00:48,  6.25it/s]
 62%|██████▏   | 481/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 482/782 [01:17<00:48,  6.24it/s]
 62%|██████▏   | 483/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 484/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 485/782 [01:17<00:47,  6.24it/s]
 62%|██████▏   | 486/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 487/782 [01:18<00:47,  6.25it/s]
 62%|██████▏   | 488/782 [01:18<00:46,  6.26it/s]
 63%|██████▎   | 489/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 490/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 491/782 [01:18<00:46,  6.25it/s]
 63%|██████▎   | 492/782 [01:19<00:46,  6.24it/s]
 63%|██████▎   | 493/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 494/782 [01:19<00:46,  6.25it/s]
 63%|██████▎   | 495/782 [01:19<00:45,  6.25it/s]
 63%|██████▎   | 496/782 [01:19<00:45,  6.25it/s]
 64%|██████▎   | 497/782 [01:19<00:45,  6.26it/s]
 64%|██████▎   | 498/782 [01:20<00:45,  6.26it/s]
 64%|██████▍   | 499/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 500/782 [01:20<00:45,  6.25it/s]
 64%|██████▍   | 501/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 502/782 [01:20<00:44,  6.25it/s]
 64%|██████▍   | 503/782 [01:20<00:44,  6.24it/s]
 64%|██████▍   | 504/782 [01:20<00:44,  6.25it/s]
 65%|██████▍   | 505/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 506/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 507/782 [01:21<00:44,  6.25it/s]
 65%|██████▍   | 508/782 [01:21<00:43,  6.24it/s]
 65%|██████▌   | 509/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 510/782 [01:21<00:43,  6.25it/s]
 65%|██████▌   | 511/782 [01:22<00:43,  6.25it/s]
 65%|██████▌   | 512/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 513/782 [01:22<00:43,  6.25it/s]
 66%|██████▌   | 514/782 [01:22<00:42,  6.25it/s]
 66%|██████▌   | 515/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 516/782 [01:22<00:42,  6.24it/s]
 66%|██████▌   | 517/782 [01:23<00:42,  6.25it/s]
 66%|██████▌   | 518/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 519/782 [01:23<00:42,  6.25it/s]
 66%|██████▋   | 520/782 [01:23<00:41,  6.25it/s]
 67%|██████▋   | 521/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 522/782 [01:23<00:41,  6.26it/s]
 67%|██████▋   | 523/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 524/782 [01:24<00:41,  6.26it/s]
 67%|██████▋   | 525/782 [01:24<00:41,  6.25it/s]
 67%|██████▋   | 526/782 [01:24<00:40,  6.25it/s]
 67%|██████▋   | 527/782 [01:24<00:40,  6.25it/s]
 68%|██████▊   | 528/782 [01:24<00:40,  6.26it/s]
 68%|██████▊   | 529/782 [01:24<00:40,  6.24it/s]
 68%|██████▊   | 530/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 531/782 [01:25<00:40,  6.25it/s]
 68%|██████▊   | 532/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 533/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 534/782 [01:25<00:39,  6.25it/s]
 68%|██████▊   | 535/782 [01:25<00:39,  6.25it/s]
 69%|██████▊   | 536/782 [01:26<00:39,  6.25it/s]
 69%|██████▊   | 537/782 [01:26<00:39,  6.26it/s]
 69%|██████▉   | 538/782 [01:26<00:38,  6.26it/s]
 69%|██████▉   | 539/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 540/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 541/782 [01:26<00:38,  6.25it/s]
 69%|██████▉   | 542/782 [01:27<00:38,  6.25it/s]
 69%|██████▉   | 543/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 544/782 [01:27<00:38,  6.25it/s]
 70%|██████▉   | 545/782 [01:27<00:37,  6.25it/s]
 70%|██████▉   | 546/782 [01:27<00:37,  6.24it/s]
 70%|██████▉   | 547/782 [01:27<00:37,  6.25it/s]
 70%|███████   | 548/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 549/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 550/782 [01:28<00:37,  6.25it/s]
 70%|███████   | 551/782 [01:28<00:36,  6.25it/s]
 71%|███████   | 552/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 553/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 554/782 [01:28<00:36,  6.26it/s]
 71%|███████   | 555/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 556/782 [01:29<00:36,  6.26it/s]
 71%|███████   | 557/782 [01:29<00:35,  6.27it/s]
 71%|███████▏  | 558/782 [01:29<00:35,  6.26it/s]
 71%|███████▏  | 559/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 560/782 [01:29<00:35,  6.26it/s]
 72%|███████▏  | 561/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 562/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 563/782 [01:30<00:35,  6.26it/s]
 72%|███████▏  | 564/782 [01:30<00:34,  6.25it/s]
 72%|███████▏  | 565/782 [01:30<00:34,  6.24it/s]
 72%|███████▏  | 566/782 [01:30<00:34,  6.24it/s]
 73%|███████▎  | 567/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 568/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 569/782 [01:31<00:34,  6.25it/s]
 73%|███████▎  | 570/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 571/782 [01:31<00:33,  6.25it/s]
 73%|███████▎  | 572/782 [01:31<00:33,  6.26it/s]
 73%|███████▎  | 573/782 [01:32<00:33,  6.25it/s]
 73%|███████▎  | 574/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 575/782 [01:32<00:33,  6.25it/s]
 74%|███████▎  | 576/782 [01:32<00:32,  6.26it/s]
 74%|███████▍  | 577/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 578/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 579/782 [01:32<00:32,  6.25it/s]
 74%|███████▍  | 580/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 581/782 [01:33<00:32,  6.25it/s]
 74%|███████▍  | 582/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 583/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 584/782 [01:33<00:31,  6.26it/s]
 75%|███████▍  | 585/782 [01:33<00:31,  6.25it/s]
 75%|███████▍  | 586/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 587/782 [01:34<00:31,  6.24it/s]
 75%|███████▌  | 588/782 [01:34<00:31,  6.25it/s]
 75%|███████▌  | 589/782 [01:34<00:30,  6.25it/s]
 75%|███████▌  | 590/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 591/782 [01:34<00:30,  6.25it/s]
 76%|███████▌  | 592/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 593/782 [01:35<00:30,  6.24it/s]
 76%|███████▌  | 594/782 [01:35<00:30,  6.25it/s]
 76%|███████▌  | 595/782 [01:35<00:29,  6.24it/s]
 76%|███████▌  | 596/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 597/782 [01:35<00:29,  6.25it/s]
 76%|███████▋  | 598/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 599/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 600/782 [01:36<00:29,  6.25it/s]
 77%|███████▋  | 601/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 602/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 603/782 [01:36<00:28,  6.25it/s]
 77%|███████▋  | 604/782 [01:36<00:28,  6.26it/s]
 77%|███████▋  | 605/782 [01:37<00:28,  6.25it/s]
 77%|███████▋  | 606/782 [01:37<00:28,  6.25it/s]
 78%|███████▊  | 607/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 608/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 609/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 610/782 [01:37<00:27,  6.25it/s]
 78%|███████▊  | 611/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 612/782 [01:38<00:27,  6.25it/s]
 78%|███████▊  | 613/782 [01:38<00:27,  6.26it/s]
 79%|███████▊  | 614/782 [01:38<00:26,  6.25it/s]
 79%|███████▊  | 615/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 616/782 [01:38<00:26,  6.25it/s]
 79%|███████▉  | 617/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 618/782 [01:39<00:26,  6.25it/s]
 79%|███████▉  | 619/782 [01:39<00:26,  6.24it/s]
 79%|███████▉  | 620/782 [01:39<00:25,  6.24it/s]
 79%|███████▉  | 621/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 622/782 [01:39<00:25,  6.25it/s]
 80%|███████▉  | 623/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 624/782 [01:40<00:25,  6.25it/s]
 80%|███████▉  | 625/782 [01:40<00:25,  6.24it/s]
 80%|████████  | 626/782 [01:40<00:25,  6.23it/s]
 80%|████████  | 627/782 [01:40<00:24,  6.23it/s]
 80%|████████  | 628/782 [01:40<00:24,  6.23it/s]
 80%|████████  | 629/782 [01:40<00:24,  6.23it/s]
 81%|████████  | 630/782 [01:41<00:24,  6.24it/s]
 81%|████████  | 631/782 [01:41<00:24,  6.25it/s]
 81%|████████  | 632/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 633/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 634/782 [01:41<00:23,  6.25it/s]
 81%|████████  | 635/782 [01:41<00:23,  6.25it/s]
 81%|████████▏ | 636/782 [01:42<00:23,  6.25it/s]
 81%|████████▏ | 637/782 [01:42<00:23,  6.26it/s]
 82%|████████▏ | 638/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 639/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 640/782 [01:42<00:22,  6.26it/s]
 82%|████████▏ | 641/782 [01:42<00:22,  6.25it/s]
 82%|████████▏ | 642/782 [01:43<00:22,  6.26it/s]
 82%|████████▏ | 643/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 644/782 [01:43<00:22,  6.25it/s]
 82%|████████▏ | 645/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 646/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 647/782 [01:43<00:21,  6.25it/s]
 83%|████████▎ | 648/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 649/782 [01:44<00:21,  6.26it/s]
 83%|████████▎ | 650/782 [01:44<00:21,  6.25it/s]
 83%|████████▎ | 651/782 [01:44<00:20,  6.25it/s]
 83%|████████▎ | 652/782 [01:44<00:20,  6.24it/s]
 84%|████████▎ | 653/782 [01:44<00:20,  6.25it/s]
 84%|████████▎ | 654/782 [01:44<00:20,  6.25it/s]
 84%|████████▍ | 655/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 656/782 [01:45<00:20,  6.25it/s]
 84%|████████▍ | 657/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 658/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 659/782 [01:45<00:19,  6.25it/s]
 84%|████████▍ | 660/782 [01:45<00:19,  6.25it/s]
 85%|████████▍ | 661/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 662/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 663/782 [01:46<00:19,  6.25it/s]
 85%|████████▍ | 664/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 665/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 666/782 [01:46<00:18,  6.25it/s]
 85%|████████▌ | 667/782 [01:47<00:18,  6.25it/s]
 85%|████████▌ | 668/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 669/782 [01:47<00:18,  6.24it/s]
 86%|████████▌ | 670/782 [01:47<00:17,  6.24it/s]
 86%|████████▌ | 671/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 672/782 [01:47<00:17,  6.25it/s]
 86%|████████▌ | 673/782 [01:48<00:17,  6.25it/s]
 86%|████████▌ | 674/782 [01:48<00:17,  6.25it/s]
 86%|████████▋ | 675/782 [01:48<00:17,  6.24it/s]
 86%|████████▋ | 676/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 677/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 678/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 679/782 [01:48<00:16,  6.25it/s]
 87%|████████▋ | 680/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 681/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 682/782 [01:49<00:16,  6.24it/s]
 87%|████████▋ | 683/782 [01:49<00:15,  6.23it/s]
 87%|████████▋ | 684/782 [01:49<00:15,  6.23it/s]
 88%|████████▊ | 685/782 [01:49<00:15,  6.23it/s]
 88%|████████▊ | 686/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 687/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 688/782 [01:50<00:15,  6.23it/s]
 88%|████████▊ | 689/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 690/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 691/782 [01:50<00:14,  6.23it/s]
 88%|████████▊ | 692/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 693/782 [01:51<00:14,  6.23it/s]
 89%|████████▊ | 694/782 [01:51<00:14,  6.24it/s]
 89%|████████▉ | 695/782 [01:51<00:13,  6.24it/s]
 89%|████████▉ | 696/782 [01:51<00:13,  6.23it/s]
 89%|████████▉ | 697/782 [01:51<00:13,  6.22it/s]
 89%|████████▉ | 698/782 [01:52<00:13,  6.21it/s]
 89%|████████▉ | 699/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 700/782 [01:52<00:13,  6.22it/s]
 90%|████████▉ | 701/782 [01:52<00:12,  6.23it/s]
 90%|████████▉ | 702/782 [01:52<00:12,  6.24it/s]
 90%|████████▉ | 703/782 [01:52<00:12,  6.24it/s]
 90%|█████████ | 704/782 [01:52<00:12,  6.22it/s]
 90%|█████████ | 705/782 [01:53<00:12,  6.20it/s]
 90%|█████████ | 706/782 [01:53<00:12,  6.21it/s]
 90%|█████████ | 707/782 [01:53<00:12,  6.18it/s]
 91%|█████████ | 708/782 [01:53<00:11,  6.20it/s]
 91%|█████████ | 709/782 [01:53<00:11,  6.21it/s]
 91%|█████████ | 710/782 [01:53<00:11,  6.20it/s]
 91%|█████████ | 711/782 [01:54<00:11,  6.14it/s]
 91%|█████████ | 712/782 [01:54<00:11,  6.17it/s]
 91%|█████████ | 713/782 [01:54<00:11,  6.19it/s]
 91%|█████████▏| 714/782 [01:54<00:10,  6.21it/s]
 91%|█████████▏| 715/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 716/782 [01:54<00:10,  6.23it/s]
 92%|█████████▏| 717/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 718/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 719/782 [01:55<00:10,  6.23it/s]
 92%|█████████▏| 720/782 [01:55<00:09,  6.23it/s]
 92%|█████████▏| 721/782 [01:55<00:09,  6.22it/s]
 92%|█████████▏| 722/782 [01:55<00:09,  6.22it/s]
 92%|█████████▏| 723/782 [01:56<00:09,  6.22it/s]
 93%|█████████▎| 724/782 [01:56<00:09,  6.22it/s]
 93%|█████████▎| 725/782 [01:56<00:09,  6.21it/s]
 93%|█████████▎| 726/782 [01:56<00:09,  6.20it/s]
 93%|█████████▎| 727/782 [01:56<00:08,  6.21it/s]
 93%|█████████▎| 728/782 [01:56<00:08,  6.21it/s]
 93%|█████████▎| 729/782 [01:57<00:08,  6.22it/s]
 93%|█████████▎| 730/782 [01:57<00:08,  6.24it/s]
 93%|█████████▎| 731/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 732/782 [01:57<00:08,  6.24it/s]
 94%|█████████▎| 733/782 [01:57<00:07,  6.24it/s]
 94%|█████████▍| 734/782 [01:57<00:07,  6.23it/s]
 94%|█████████▍| 735/782 [01:57<00:07,  6.21it/s]
 94%|█████████▍| 736/782 [01:58<00:07,  6.22it/s]
 94%|█████████▍| 737/782 [01:58<00:07,  6.23it/s]
 94%|█████████▍| 738/782 [01:58<00:07,  6.23it/s]
 95%|█████████▍| 739/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 740/782 [01:58<00:06,  6.22it/s]
 95%|█████████▍| 741/782 [01:58<00:06,  6.23it/s]
 95%|█████████▍| 742/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 743/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 744/782 [01:59<00:06,  6.23it/s]
 95%|█████████▌| 745/782 [01:59<00:05,  6.23it/s]
 95%|█████████▌| 746/782 [01:59<00:05,  6.23it/s]
 96%|█████████▌| 747/782 [01:59<00:05,  6.23it/s]
 96%|█████████▌| 748/782 [02:00<00:05,  6.24it/s]
 96%|█████████▌| 749/782 [02:00<00:05,  6.22it/s]
 96%|█████████▌| 750/782 [02:00<00:05,  6.22it/s]
 96%|█████████▌| 751/782 [02:00<00:04,  6.22it/s]
 96%|█████████▌| 752/782 [02:00<00:04,  6.23it/s]
 96%|█████████▋| 753/782 [02:00<00:04,  6.23it/s]
 96%|█████████▋| 754/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 755/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 756/782 [02:01<00:04,  6.24it/s]
 97%|█████████▋| 757/782 [02:01<00:04,  6.23it/s]
 97%|█████████▋| 758/782 [02:01<00:03,  6.21it/s]
 97%|█████████▋| 759/782 [02:01<00:03,  6.22it/s]
 97%|█████████▋| 760/782 [02:01<00:03,  6.22it/s]
 97%|█████████▋| 761/782 [02:02<00:03,  6.22it/s]
 97%|█████████▋| 762/782 [02:02<00:03,  6.23it/s]
 98%|█████████▊| 763/782 [02:02<00:03,  6.23it/s]
 98%|█████████▊| 764/782 [02:02<00:02,  6.23it/s]
 98%|█████████▊| 765/782 [02:02<00:02,  6.22it/s]
 98%|█████████▊| 766/782 [02:02<00:02,  6.17it/s]
 98%|█████████▊| 767/782 [02:03<00:02,  6.19it/s]
 98%|█████████▊| 768/782 [02:03<00:02,  6.20it/s]
 98%|█████████▊| 769/782 [02:03<00:02,  6.21it/s]
 98%|█████████▊| 770/782 [02:03<00:01,  6.21it/s]
 99%|█████████▊| 771/782 [02:03<00:01,  6.22it/s]
 99%|█████████▊| 772/782 [02:03<00:01,  6.23it/s]
 99%|█████████▉| 773/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 774/782 [02:04<00:01,  6.24it/s]
 99%|█████████▉| 775/782 [02:04<00:01,  6.25it/s]
 99%|█████████▉| 776/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 777/782 [02:04<00:00,  6.24it/s]
 99%|█████████▉| 778/782 [02:04<00:00,  6.24it/s]
100%|█████████▉| 779/782 [02:05<00:00,  6.24it/s]
100%|█████████▉| 780/782 [02:05<00:00,  6.23it/s]
100%|█████████▉| 781/782 [02:05<00:00,  6.22it/s]
100%|██████████| 782/782 [02:05<00:00,  6.23it/s]
Validation Loop

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|          | 1/157 [00:00<00:48,  3.20it/s]
  2%|▏         | 3/157 [00:00<00:19,  7.85it/s]
  3%|▎         | 5/157 [00:00<00:13, 10.86it/s]
  4%|▍         | 7/157 [00:00<00:11, 12.83it/s]
  6%|▌         | 9/157 [00:00<00:10, 14.10it/s]
  7%|▋         | 11/157 [00:00<00:09, 14.92it/s]
  8%|▊         | 13/157 [00:01<00:09, 15.61it/s]
 10%|▉         | 15/157 [00:01<00:08, 16.07it/s]
 11%|█         | 17/157 [00:01<00:08, 16.32it/s]
 12%|█▏        | 19/157 [00:01<00:08, 16.48it/s]
 13%|█▎        | 21/157 [00:01<00:08, 16.62it/s]
 15%|█▍        | 23/157 [00:01<00:08, 16.71it/s]
 16%|█▌        | 25/157 [00:01<00:07, 16.76it/s]
 17%|█▋        | 27/157 [00:01<00:07, 16.80it/s]
 18%|█▊        | 29/157 [00:01<00:07, 16.87it/s]
 20%|█▉        | 31/157 [00:02<00:07, 16.87it/s]
 21%|██        | 33/157 [00:02<00:07, 16.89it/s]
 22%|██▏       | 35/157 [00:02<00:07, 16.88it/s]
 24%|██▎       | 37/157 [00:02<00:07, 16.91it/s]
 25%|██▍       | 39/157 [00:02<00:07, 16.85it/s]
 26%|██▌       | 41/157 [00:02<00:06, 16.85it/s]
 27%|██▋       | 43/157 [00:02<00:06, 16.85it/s]
 29%|██▊       | 45/157 [00:02<00:06, 16.88it/s]
 30%|██▉       | 47/157 [00:03<00:06, 16.92it/s]
 31%|███       | 49/157 [00:03<00:06, 16.91it/s]
 32%|███▏      | 51/157 [00:03<00:06, 16.93it/s]
 34%|███▍      | 53/157 [00:03<00:06, 16.94it/s]
 35%|███▌      | 55/157 [00:03<00:06, 16.95it/s]
 36%|███▋      | 57/157 [00:03<00:05, 16.90it/s]
 38%|███▊      | 59/157 [00:03<00:05, 16.88it/s]
 39%|███▉      | 61/157 [00:03<00:05, 16.85it/s]
 40%|████      | 63/157 [00:03<00:05, 16.86it/s]
 41%|████▏     | 65/157 [00:04<00:05, 16.85it/s]
 43%|████▎     | 67/157 [00:04<00:05, 16.86it/s]
 44%|████▍     | 69/157 [00:04<00:05, 16.88it/s]
 45%|████▌     | 71/157 [00:04<00:05, 16.91it/s]
 46%|████▋     | 73/157 [00:04<00:04, 16.88it/s]
 48%|████▊     | 75/157 [00:04<00:04, 16.88it/s]
 49%|████▉     | 77/157 [00:04<00:04, 16.87it/s]
 50%|█████     | 79/157 [00:04<00:04, 16.88it/s]
 52%|█████▏    | 81/157 [00:05<00:04, 16.87it/s]
 53%|█████▎    | 83/157 [00:05<00:04, 16.85it/s]
 54%|█████▍    | 85/157 [00:05<00:04, 16.86it/s]
 55%|█████▌    | 87/157 [00:05<00:04, 16.88it/s]
 57%|█████▋    | 89/157 [00:05<00:04, 16.89it/s]
 58%|█████▊    | 91/157 [00:05<00:03, 16.75it/s]
 59%|█████▉    | 93/157 [00:05<00:03, 16.75it/s]
 61%|██████    | 95/157 [00:05<00:03, 16.74it/s]
 62%|██████▏   | 97/157 [00:06<00:03, 16.75it/s]
 63%|██████▎   | 99/157 [00:06<00:03, 16.76it/s]
 64%|██████▍   | 101/157 [00:06<00:03, 16.77it/s]
 66%|██████▌   | 103/157 [00:06<00:03, 16.78it/s]
 67%|██████▋   | 105/157 [00:06<00:03, 16.75it/s]
 68%|██████▊   | 107/157 [00:06<00:02, 16.78it/s]
 69%|██████▉   | 109/157 [00:06<00:02, 16.79it/s]
 71%|███████   | 111/157 [00:06<00:02, 16.78it/s]
 72%|███████▏  | 113/157 [00:06<00:02, 16.80it/s]
 73%|███████▎  | 115/157 [00:07<00:02, 16.81it/s]
 75%|███████▍  | 117/157 [00:07<00:02, 16.80it/s]
 76%|███████▌  | 119/157 [00:07<00:02, 16.83it/s]
 77%|███████▋  | 121/157 [00:07<00:02, 16.86it/s]
 78%|███████▊  | 123/157 [00:07<00:02, 16.85it/s]
 80%|███████▉  | 125/157 [00:07<00:01, 16.85it/s]
 81%|████████  | 127/157 [00:07<00:01, 16.85it/s]
 82%|████████▏ | 129/157 [00:07<00:01, 16.87it/s]
 83%|████████▎ | 131/157 [00:08<00:01, 16.88it/s]
 85%|████████▍ | 133/157 [00:08<00:01, 16.86it/s]
 86%|████████▌ | 135/157 [00:08<00:01, 16.83it/s]
 87%|████████▋ | 137/157 [00:08<00:01, 16.82it/s]
 89%|████████▊ | 139/157 [00:08<00:01, 16.77it/s]
 90%|████████▉ | 141/157 [00:08<00:00, 16.75it/s]
 91%|█████████ | 143/157 [00:08<00:00, 16.77it/s]
 92%|█████████▏| 145/157 [00:08<00:00, 16.80it/s]
 94%|█████████▎| 147/157 [00:08<00:00, 16.80it/s]
 95%|█████████▍| 149/157 [00:09<00:00, 16.82it/s]
 96%|█████████▌| 151/157 [00:09<00:00, 16.85it/s]
 97%|█████████▋| 153/157 [00:09<00:00, 16.85it/s]
 99%|█████████▊| 155/157 [00:09<00:00, 16.86it/s]
100%|██████████| 157/157 [00:09<00:00, 16.38it/s]
Saved Model as CIFAR_100_end_hll.pt
--> Epoch Number : 100  | Training Loss : 0.0156  | Validation Loss : 0.1203  | Validation Accuracy : 97.12%
Traceback (most recent call last):
  File "/root/test_cifar/train.py", line 162, in <module>
    model.eval()
AttributeError: 'collections.OrderedDict' object has no attribute 'eval'
wandb: - 0.007 MB of 0.007 MB uploaded
wandb: \ 0.007 MB of 0.243 MB uploaded
wandb: | 0.243 MB of 0.243 MB uploaded
wandb: / 0.243 MB of 0.243 MB uploaded
wandb: - 0.243 MB of 0.243 MB uploaded
wandb: 
wandb: Run history:
wandb: train_loss █▃▂▃▂▂▁▁▁▁▁▂▁▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb:    val_acc ▁▇██████████████████████████████████████
wandb:   val_loss █▁▂▁▁▁▂▁▂▁▁▂▂▂▂▁▁▂▂▁▂▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: 
wandb: Run summary:
wandb: train_loss 0.06611
wandb:    val_acc 0.9712
wandb:   val_loss 0.5941
wandb: 
wandb: 🚀 View run atomic-valley-19 at: https://wandb.ai/gjyotin305/CIFAR/runs/08ne5f0a
wandb: ⭐️ View project at: https://wandb.ai/gjyotin305/CIFAR
wandb: Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
wandb: Find logs at: ./wandb/run-20240418_051545-08ne5f0a/logs