slurm-891545.out

==========================================
SLURM_JOB_ID = 891545
SLURM_NODELIST = gnode071
SLURM_JOB_GPUS = 3
==========================================

CommandNotFoundError: Your shell has not been properly configured to use 'conda activate'.
To initialize your shell, run

    $ conda init <SHELL_NAME>

Currently supported shells are:
  - bash
  - fish
  - tcsh
  - xonsh
  - zsh
  - powershell

See 'conda init --help' for more information and options.

IMPORTANT: You may need to close and restart your shell after running 'conda init'.


Found cached dataset parquet (/home2/esh/.cache/huggingface/datasets/Maysee___parquet/Maysee--tiny-imagenet-35af7c46a941f08e/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)

  0%|          | 0/2 [00:00<?, ?it/s]
100%|██████████| 2/2 [00:00<00:00, 128.91it/s]

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 1/1563 [00:02<1:01:08,  2.35s/it]
  0%|          | 3/1563 [00:02<17:25,  1.49it/s]  
  0%|          | 5/1563 [00:02<09:28,  2.74it/s]
  0%|          | 7/1563 [00:02<06:16,  4.13it/s]
  1%|          | 9/1563 [00:02<04:36,  5.61it/s]
  1%|          | 11/1563 [00:03<03:37,  7.13it/s]
  1%|          | 13/1563 [00:03<03:01,  8.53it/s]
  1%|          | 15/1563 [00:03<02:38,  9.78it/s]
  1%|          | 17/1563 [00:03<02:22, 10.87it/s]
  1%|          | 19/1563 [00:03<02:11, 11.70it/s]
  1%|▏         | 21/1563 [00:03<02:04, 12.40it/s]
  1%|▏         | 23/1563 [00:03<01:59, 12.93it/s]
  2%|▏         | 25/1563 [00:04<01:55, 13.29it/s]
  2%|▏         | 27/1563 [00:04<01:53, 13.55it/s]
  2%|▏         | 29/1563 [00:04<01:51, 13.73it/s]
  2%|▏         | 31/1563 [00:04<01:50, 13.90it/s]
  2%|▏         | 33/1563 [00:04<01:49, 13.94it/s]
  2%|▏         | 35/1563 [00:04<01:48, 14.03it/s]
  2%|▏         | 37/1563 [00:04<01:48, 14.13it/s]
  2%|▏         | 39/1563 [00:05<01:47, 14.16it/s]
  3%|▎         | 41/1563 [00:05<01:47, 14.16it/s]
  3%|▎         | 43/1563 [00:05<01:46, 14.22it/s]
  3%|▎         | 45/1563 [00:05<01:46, 14.24it/s]
  3%|▎         | 47/1563 [00:05<01:46, 14.22it/s]
  3%|▎         | 49/1563 [00:05<01:46, 14.25it/s]
  3%|▎         | 51/1563 [00:05<01:46, 14.21it/s]
  3%|▎         | 53/1563 [00:06<01:46, 14.24it/s]
  4%|▎         | 55/1563 [00:06<01:45, 14.30it/s]
  4%|▎         | 57/1563 [00:06<01:45, 14.22it/s]
  4%|▍         | 59/1563 [00:06<01:46, 14.18it/s]
  4%|▍         | 61/1563 [00:06<01:45, 14.24it/s]
  4%|▍         | 63/1563 [00:06<01:45, 14.23it/s]
  4%|▍         | 65/1563 [00:06<01:45, 14.21it/s]
  4%|▍         | 67/1563 [00:07<01:45, 14.21it/s]
  4%|▍         | 69/1563 [00:07<01:45, 14.19it/s]
  5%|▍         | 71/1563 [00:07<01:45, 14.15it/s]
  5%|▍         | 73/1563 [00:07<01:44, 14.23it/s]
  5%|▍         | 75/1563 [00:07<01:44, 14.20it/s]
  5%|▍         | 77/1563 [00:07<01:44, 14.24it/s]
  5%|▌         | 79/1563 [00:07<01:43, 14.28it/s]
  5%|▌         | 81/1563 [00:08<01:43, 14.28it/s]
  5%|▌         | 83/1563 [00:08<01:43, 14.24it/s]
  5%|▌         | 85/1563 [00:08<01:43, 14.22it/s]
  6%|▌         | 87/1563 [00:08<01:43, 14.21it/s]
  6%|▌         | 89/1563 [00:08<01:43, 14.27it/s]
  6%|▌         | 91/1563 [00:08<01:43, 14.28it/s]
  6%|▌         | 93/1563 [00:08<01:42, 14.28it/s]
  6%|▌         | 95/1563 [00:09<01:43, 14.20it/s]
  6%|▌         | 97/1563 [00:09<01:43, 14.21it/s]
  6%|▋         | 99/1563 [00:09<01:42, 14.26it/s]
  6%|▋         | 101/1563 [00:09<01:42, 14.22it/s]
  7%|▋         | 103/1563 [00:09<01:42, 14.23it/s]
  7%|▋         | 105/1563 [00:09<01:42, 14.24it/s]
  7%|▋         | 107/1563 [00:09<01:42, 14.17it/s]
  7%|▋         | 109/1563 [00:09<01:42, 14.19it/s]
  7%|▋         | 111/1563 [00:10<01:42, 14.17it/s]
  7%|▋         | 113/1563 [00:10<01:42, 14.14it/s]
  7%|▋         | 115/1563 [00:10<01:42, 14.19it/s]
  7%|▋         | 117/1563 [00:10<01:42, 14.17it/s]
  8%|▊         | 119/1563 [00:10<01:42, 14.12it/s]
  8%|▊         | 121/1563 [00:10<01:41, 14.18it/s]
  8%|▊         | 123/1563 [00:10<01:41, 14.20it/s]
  8%|▊         | 125/1563 [00:11<01:41, 14.23it/s]
  8%|▊         | 127/1563 [00:11<01:41, 14.20it/s]
  8%|▊         | 129/1563 [00:11<01:40, 14.23it/s]
  8%|▊         | 131/1563 [00:11<01:40, 14.26it/s]
  9%|▊         | 133/1563 [00:11<01:41, 14.12it/s]
  9%|▊         | 135/1563 [00:11<01:40, 14.14it/s]
  9%|▉         | 137/1563 [00:11<01:40, 14.16it/s]
  9%|▉         | 139/1563 [00:12<01:40, 14.17it/s]
  9%|▉         | 141/1563 [00:12<01:40, 14.17it/s]
  9%|▉         | 143/1563 [00:12<01:40, 14.16it/s]
  9%|▉         | 145/1563 [00:12<01:39, 14.27it/s]
  9%|▉         | 147/1563 [00:12<01:39, 14.24it/s]
 10%|▉         | 149/1563 [00:12<01:39, 14.17it/s]
 10%|▉         | 151/1563 [00:12<01:39, 14.15it/s]
 10%|▉         | 153/1563 [00:13<01:39, 14.20it/s]
 10%|▉         | 155/1563 [00:13<01:39, 14.16it/s]
 10%|█         | 157/1563 [00:13<01:39, 14.16it/s]
 10%|█         | 159/1563 [00:13<01:38, 14.20it/s]
 10%|█         | 161/1563 [00:13<01:38, 14.20it/s]
 10%|█         | 163/1563 [00:13<01:38, 14.26it/s]
 11%|█         | 165/1563 [00:13<01:38, 14.25it/s]
 11%|█         | 167/1563 [00:14<01:38, 14.19it/s]
 11%|█         | 169/1563 [00:14<01:38, 14.20it/s]
 11%|█         | 171/1563 [00:14<01:38, 14.18it/s]
 11%|█         | 173/1563 [00:14<01:37, 14.20it/s]
 11%|█         | 175/1563 [00:14<01:37, 14.19it/s]
 11%|█▏        | 177/1563 [00:14<01:37, 14.18it/s]
 11%|█▏        | 179/1563 [00:14<01:37, 14.17it/s]
 12%|█▏        | 181/1563 [00:15<01:37, 14.21it/s]
 12%|█▏        | 183/1563 [00:15<01:36, 14.25it/s]
 12%|█▏        | 185/1563 [00:15<01:37, 14.17it/s]
 12%|█▏        | 187/1563 [00:15<01:37, 14.17it/s]
 12%|█▏        | 189/1563 [00:15<01:36, 14.20it/s]
 12%|█▏        | 191/1563 [00:15<01:36, 14.19it/s]
 12%|█▏        | 193/1563 [00:15<01:37, 14.12it/s]
 12%|█▏        | 195/1563 [00:16<01:36, 14.14it/s]
 13%|█▎        | 197/1563 [00:16<01:36, 14.15it/s]
 13%|█▎        | 199/1563 [00:16<01:36, 14.08it/s]
 13%|█▎        | 201/1563 [00:16<01:36, 14.11it/s]
 13%|█▎        | 203/1563 [00:16<01:36, 14.11it/s]
 13%|█▎        | 205/1563 [00:16<01:36, 14.14it/s]
 13%|█▎        | 207/1563 [00:16<01:35, 14.15it/s]
 13%|█▎        | 209/1563 [00:17<01:35, 14.11it/s]
 13%|█▎        | 211/1563 [00:17<01:35, 14.15it/s]
 14%|█▎        | 213/1563 [00:17<01:35, 14.14it/s]
 14%|█▍        | 215/1563 [00:17<01:35, 14.07it/s]
 14%|█▍        | 217/1563 [00:17<01:35, 14.13it/s]
 14%|█▍        | 219/1563 [00:17<01:35, 14.09it/s]
 14%|█▍        | 221/1563 [00:17<01:35, 14.12it/s]
 14%|█▍        | 223/1563 [00:18<01:34, 14.16it/s]
 14%|█▍        | 225/1563 [00:18<01:35, 14.07it/s]
 15%|█▍        | 227/1563 [00:18<01:34, 14.11it/s]
 15%|█▍        | 229/1563 [00:18<01:34, 14.10it/s]
 15%|█▍        | 231/1563 [00:18<01:34, 14.12it/s]
 15%|█▍        | 233/1563 [00:18<01:34, 14.11it/s]
 15%|█▌        | 235/1563 [00:18<01:33, 14.15it/s]
 15%|█▌        | 237/1563 [00:19<01:33, 14.17it/s]
 15%|█▌        | 239/1563 [00:19<01:33, 14.16it/s]
 15%|█▌        | 241/1563 [00:19<01:33, 14.16it/s]
 16%|█▌        | 243/1563 [00:19<01:33, 14.17it/s]
 16%|█▌        | 245/1563 [00:19<01:33, 14.14it/s]
 16%|█▌        | 247/1563 [00:19<01:32, 14.23it/s]
 16%|█▌        | 249/1563 [00:19<01:32, 14.19it/s]
 16%|█▌        | 251/1563 [00:20<01:32, 14.21it/s]
 16%|█▌        | 253/1563 [00:20<01:32, 14.21it/s]
 16%|█▋        | 255/1563 [00:20<01:32, 14.21it/s]
 16%|█▋        | 257/1563 [00:20<01:32, 14.17it/s]
 17%|█▋        | 259/1563 [00:20<01:31, 14.20it/s]
 17%|█▋        | 261/1563 [00:20<01:31, 14.22it/s]
 17%|█▋        | 263/1563 [00:20<01:31, 14.22it/s]
 17%|█▋        | 265/1563 [00:21<01:31, 14.20it/s]
 17%|█▋        | 267/1563 [00:21<01:31, 14.19it/s]
 17%|█▋        | 269/1563 [00:21<01:31, 14.21it/s]
 17%|█▋        | 271/1563 [00:21<01:31, 14.17it/s]
 17%|█▋        | 273/1563 [00:21<01:30, 14.19it/s]
 18%|█▊        | 275/1563 [00:21<01:30, 14.17it/s]
 18%|█▊        | 277/1563 [00:21<01:30, 14.20it/s]
 18%|█▊        | 279/1563 [00:21<01:30, 14.26it/s]
 18%|█▊        | 281/1563 [00:22<01:30, 14.19it/s]
 18%|█▊        | 283/1563 [00:22<01:30, 14.13it/s]
 18%|█▊        | 285/1563 [00:22<01:30, 14.14it/s]
 18%|█▊        | 287/1563 [00:22<01:30, 14.12it/s]
 18%|█▊        | 289/1563 [00:22<01:30, 14.13it/s]
 19%|█▊        | 291/1563 [00:22<01:29, 14.17it/s]
 19%|█▊        | 293/1563 [00:22<01:29, 14.16it/s]
 19%|█▉        | 295/1563 [00:23<01:29, 14.24it/s]
 19%|█▉        | 297/1563 [00:23<01:28, 14.23it/s]
 19%|█▉        | 299/1563 [00:23<01:29, 14.18it/s]
 19%|█▉        | 301/1563 [00:23<01:28, 14.18it/s]
 19%|█▉        | 303/1563 [00:23<01:28, 14.16it/s]
 20%|█▉        | 305/1563 [00:23<01:28, 14.18it/s]
 20%|█▉        | 307/1563 [00:23<01:28, 14.16it/s]
 20%|█▉        | 309/1563 [00:24<01:28, 14.15it/s]
 20%|█▉        | 311/1563 [00:24<01:28, 14.22it/s]
 20%|██        | 313/1563 [00:24<01:28, 14.16it/s]
 20%|██        | 315/1563 [00:24<01:28, 14.17it/s]
 20%|██        | 317/1563 [00:24<01:28, 14.15it/s]
 20%|██        | 319/1563 [00:24<01:27, 14.21it/s]
 21%|██        | 321/1563 [00:24<01:27, 14.22it/s]
 21%|██        | 323/1563 [00:25<01:27, 14.24it/s]
 21%|██        | 325/1563 [00:25<01:27, 14.20it/s]
 21%|██        | 327/1563 [00:25<01:27, 14.14it/s]
 21%|██        | 329/1563 [00:25<01:27, 14.08it/s]
 21%|██        | 331/1563 [00:25<01:27, 14.15it/s]
 21%|██▏       | 333/1563 [00:25<01:27, 14.10it/s]
 21%|██▏       | 335/1563 [00:25<01:27, 14.09it/s]
 22%|██▏       | 337/1563 [00:26<01:26, 14.13it/s]
 22%|██▏       | 339/1563 [00:26<01:26, 14.14it/s]
 22%|██▏       | 341/1563 [00:26<01:26, 14.14it/s]
 22%|██▏       | 343/1563 [00:26<01:26, 14.17it/s]
 22%|██▏       | 345/1563 [00:26<01:26, 14.16it/s]
 22%|██▏       | 347/1563 [00:26<01:25, 14.19it/s]
 22%|██▏       | 349/1563 [00:26<01:25, 14.22it/s]
 22%|██▏       | 351/1563 [00:27<01:25, 14.21it/s]
 23%|██▎       | 353/1563 [00:27<01:25, 14.21it/s]
 23%|██▎       | 355/1563 [00:27<01:25, 14.21it/s]
 23%|██▎       | 357/1563 [00:27<01:24, 14.19it/s]
 23%|██▎       | 359/1563 [00:27<01:24, 14.18it/s]
 23%|██▎       | 361/1563 [00:27<01:24, 14.17it/s]
 23%|██▎       | 363/1563 [00:27<01:24, 14.23it/s]
 23%|██▎       | 365/1563 [00:28<01:24, 14.22it/s]
 23%|██▎       | 367/1563 [00:28<01:24, 14.16it/s]
 24%|██▎       | 369/1563 [00:28<01:23, 14.24it/s]
 24%|██▎       | 371/1563 [00:28<01:23, 14.23it/s]
 24%|██▍       | 373/1563 [00:28<01:23, 14.20it/s]
 24%|██▍       | 375/1563 [00:28<01:23, 14.18it/s]
 24%|██▍       | 377/1563 [00:28<01:23, 14.15it/s]
 24%|██▍       | 379/1563 [00:29<01:23, 14.17it/s]
 24%|██▍       | 381/1563 [00:29<01:23, 14.16it/s]
 25%|██▍       | 383/1563 [00:29<01:23, 14.16it/s]
 25%|██▍       | 385/1563 [00:29<01:23, 14.16it/s]
 25%|██▍       | 387/1563 [00:29<01:22, 14.22it/s]
 25%|██▍       | 389/1563 [00:29<01:22, 14.15it/s]
 25%|██▌       | 391/1563 [00:29<01:22, 14.18it/s]
 25%|██▌       | 393/1563 [00:30<01:22, 14.17it/s]
 25%|██▌       | 395/1563 [00:30<01:22, 14.20it/s]
 25%|██▌       | 397/1563 [00:30<01:21, 14.24it/s]
 26%|██▌       | 399/1563 [00:30<01:22, 14.18it/s]
 26%|██▌       | 401/1563 [00:30<01:22, 14.13it/s]
 26%|██▌       | 403/1563 [00:30<01:21, 14.18it/s]
 26%|██▌       | 405/1563 [00:30<01:21, 14.18it/s]
 26%|██▌       | 407/1563 [00:31<01:21, 14.16it/s]
 26%|██▌       | 409/1563 [00:31<01:21, 14.21it/s]
 26%|██▋       | 411/1563 [00:31<01:21, 14.21it/s]
 26%|██▋       | 413/1563 [00:31<01:21, 14.17it/s]
 27%|██▋       | 415/1563 [00:31<01:21, 14.09it/s]
 27%|██▋       | 417/1563 [00:31<01:20, 14.15it/s]
 27%|██▋       | 419/1563 [00:31<01:20, 14.15it/s]
 27%|██▋       | 421/1563 [00:32<01:20, 14.19it/s]
 27%|██▋       | 423/1563 [00:32<01:20, 14.17it/s]
 27%|██▋       | 425/1563 [00:32<01:20, 14.16it/s]
 27%|██▋       | 427/1563 [00:32<01:19, 14.21it/s]
 27%|██▋       | 429/1563 [00:32<01:19, 14.22it/s]
 28%|██▊       | 431/1563 [00:32<01:19, 14.19it/s]
 28%|██▊       | 433/1563 [00:32<01:19, 14.21it/s]
 28%|██▊       | 435/1563 [00:32<01:19, 14.22it/s]
 28%|██▊       | 437/1563 [00:33<01:19, 14.21it/s]
 28%|██▊       | 439/1563 [00:33<01:19, 14.20it/s]
 28%|██▊       | 441/1563 [00:33<01:18, 14.23it/s]
 28%|██▊       | 443/1563 [00:33<01:18, 14.18it/s]
 28%|██▊       | 445/1563 [00:33<01:18, 14.27it/s]
 29%|██▊       | 447/1563 [00:33<01:18, 14.25it/s]
 29%|██▊       | 449/1563 [00:33<01:18, 14.19it/s]
 29%|██▉       | 451/1563 [00:34<01:18, 14.21it/s]
 29%|██▉       | 453/1563 [00:34<01:18, 14.19it/s]
 29%|██▉       | 455/1563 [00:34<01:18, 14.14it/s]
 29%|██▉       | 457/1563 [00:34<01:18, 14.15it/s]
 29%|██▉       | 459/1563 [00:34<01:17, 14.20it/s]
 29%|██▉       | 461/1563 [00:34<01:18, 14.11it/s]
 30%|██▉       | 463/1563 [00:34<01:17, 14.15it/s]
 30%|██▉       | 465/1563 [00:35<01:17, 14.16it/s]
 30%|██▉       | 467/1563 [00:35<01:17, 14.18it/s]
 30%|███       | 469/1563 [00:35<01:17, 14.16it/s]
 30%|███       | 471/1563 [00:35<01:17, 14.16it/s]
 30%|███       | 473/1563 [00:35<01:16, 14.16it/s]
 30%|███       | 475/1563 [00:35<01:16, 14.17it/s]
 31%|███       | 477/1563 [00:35<01:16, 14.14it/s]
 31%|███       | 479/1563 [00:36<01:16, 14.19it/s]
 31%|███       | 481/1563 [00:36<01:16, 14.17it/s]
 31%|███       | 483/1563 [00:36<01:16, 14.17it/s]
 31%|███       | 485/1563 [00:36<01:16, 14.16it/s]
 31%|███       | 487/1563 [00:36<01:15, 14.24it/s]
 31%|███▏      | 489/1563 [00:36<01:15, 14.23it/s]
 31%|███▏      | 491/1563 [00:36<01:15, 14.21it/s]
 32%|███▏      | 493/1563 [00:37<01:15, 14.21it/s]
 32%|███▏      | 495/1563 [00:37<01:15, 14.18it/s]
 32%|███▏      | 497/1563 [00:37<01:15, 14.20it/s]
 32%|███▏      | 499/1563 [00:37<01:15, 14.18it/s]
 32%|███▏      | 501/1563 [00:37<01:15, 14.14it/s]
 32%|███▏      | 503/1563 [00:37<01:14, 14.18it/s]
 32%|███▏      | 505/1563 [00:37<01:14, 14.15it/s]
 32%|███▏      | 507/1563 [00:38<01:14, 14.15it/s]
 33%|███▎      | 509/1563 [00:38<01:14, 14.19it/s]
 33%|███▎      | 511/1563 [00:38<01:14, 14.15it/s]
 33%|███▎      | 513/1563 [00:38<01:14, 14.15it/s]
 33%|███▎      | 515/1563 [00:38<01:13, 14.19it/s]
 33%|███▎      | 517/1563 [00:38<01:13, 14.22it/s]
 33%|███▎      | 519/1563 [00:38<01:13, 14.24it/s]
 33%|███▎      | 521/1563 [00:39<01:13, 14.21it/s]
 33%|███▎      | 523/1563 [00:39<01:13, 14.19it/s]
 34%|███▎      | 525/1563 [00:39<01:13, 14.19it/s]
 34%|███▎      | 527/1563 [00:39<01:13, 14.19it/s]
 34%|███▍      | 529/1563 [00:39<01:12, 14.18it/s]
 34%|███▍      | 531/1563 [00:39<01:12, 14.14it/s]
 34%|███▍      | 533/1563 [00:39<01:13, 14.09it/s]
 34%|███▍      | 535/1563 [00:40<01:12, 14.12it/s]
 34%|███▍      | 537/1563 [00:40<01:12, 14.18it/s]
 34%|███▍      | 539/1563 [00:40<01:12, 14.12it/s]
 35%|███▍      | 541/1563 [00:40<01:12, 14.11it/s]
 35%|███▍      | 543/1563 [00:40<01:12, 14.07it/s]
 35%|███▍      | 545/1563 [00:40<01:12, 14.09it/s]
 35%|███▍      | 547/1563 [00:40<01:11, 14.14it/s]
 35%|███▌      | 549/1563 [00:41<01:11, 14.15it/s]
 35%|███▌      | 551/1563 [00:41<01:11, 14.12it/s]
 35%|███▌      | 553/1563 [00:41<01:11, 14.18it/s]
 36%|███▌      | 555/1563 [00:41<01:11, 14.14it/s]
 36%|███▌      | 557/1563 [00:41<01:10, 14.18it/s]
 36%|███▌      | 559/1563 [00:41<01:11, 14.13it/s]
 36%|███▌      | 561/1563 [00:41<01:10, 14.25it/s]
 36%|███▌      | 563/1563 [00:42<01:10, 14.18it/s]
 36%|███▌      | 565/1563 [00:42<01:10, 14.16it/s]
 36%|███▋      | 567/1563 [00:42<01:10, 14.15it/s]
 36%|███▋      | 569/1563 [00:42<01:10, 14.14it/s]
 37%|███▋      | 571/1563 [00:42<01:10, 14.17it/s]
 37%|███▋      | 573/1563 [00:42<01:09, 14.17it/s]
 37%|███▋      | 575/1563 [00:42<01:09, 14.12it/s]
 37%|███▋      | 577/1563 [00:43<01:09, 14.14it/s]
 37%|███▋      | 579/1563 [00:43<01:09, 14.15it/s]
 37%|███▋      | 581/1563 [00:43<01:09, 14.15it/s]
 37%|███▋      | 583/1563 [00:43<01:09, 14.16it/s]
 37%|███▋      | 585/1563 [00:43<01:09, 14.16it/s]
 38%|███▊      | 587/1563 [00:43<01:09, 14.14it/s]
 38%|███▊      | 589/1563 [00:43<01:08, 14.14it/s]
 38%|███▊      | 591/1563 [00:44<01:09, 14.08it/s]
 38%|███▊      | 593/1563 [00:44<01:08, 14.08it/s]
 38%|███▊      | 595/1563 [00:44<01:08, 14.10it/s]
 38%|███▊      | 597/1563 [00:44<01:08, 14.15it/s]
 38%|███▊      | 599/1563 [00:44<01:08, 14.12it/s]
 38%|███▊      | 601/1563 [00:44<01:08, 14.10it/s]
 39%|███▊      | 603/1563 [00:44<01:08, 14.08it/s]
 39%|███▊      | 605/1563 [00:44<01:08, 14.07it/s]
 39%|███▉      | 607/1563 [00:45<01:07, 14.07it/s]
 39%|███▉      | 609/1563 [00:45<01:07, 14.07it/s]
 39%|███▉      | 611/1563 [00:45<01:07, 14.09it/s]
 39%|███▉      | 613/1563 [00:45<01:07, 14.08it/s]
 39%|███▉      | 615/1563 [00:45<01:07, 14.09it/s]
 39%|███▉      | 617/1563 [00:45<01:07, 14.07it/s]
 40%|███▉      | 619/1563 [00:45<01:07, 14.07it/s]
 40%|███▉      | 621/1563 [00:46<01:06, 14.16it/s]
 40%|███▉      | 623/1563 [00:46<01:06, 14.16it/s]
 40%|███▉      | 625/1563 [00:46<01:06, 14.19it/s]
 40%|████      | 627/1563 [00:46<01:06, 14.15it/s]
 40%|████      | 629/1563 [00:46<01:05, 14.17it/s]
 40%|████      | 631/1563 [00:46<01:05, 14.17it/s]
 40%|████      | 633/1563 [00:46<01:05, 14.13it/s]
 41%|████      | 635/1563 [00:47<01:05, 14.12it/s]
 41%|████      | 637/1563 [00:47<01:05, 14.19it/s]
 41%|████      | 639/1563 [00:47<01:05, 14.12it/s]
 41%|████      | 641/1563 [00:47<01:05, 14.17it/s]
 41%|████      | 643/1563 [00:47<01:05, 14.14it/s]
 41%|████▏     | 645/1563 [00:47<01:04, 14.18it/s]
 41%|████▏     | 647/1563 [00:47<01:04, 14.17it/s]
 42%|████▏     | 649/1563 [00:48<01:04, 14.12it/s]
 42%|████▏     | 651/1563 [00:48<01:04, 14.21it/s]
 42%|████▏     | 653/1563 [00:48<01:04, 14.20it/s]
 42%|████▏     | 655/1563 [00:48<01:04, 14.12it/s]
 42%|████▏     | 657/1563 [00:48<01:04, 14.11it/s]
 42%|████▏     | 659/1563 [00:48<01:03, 14.14it/s]
 42%|████▏     | 661/1563 [00:48<01:03, 14.12it/s]
 42%|████▏     | 663/1563 [00:49<01:03, 14.14it/s]
 43%|████▎     | 665/1563 [00:49<01:03, 14.10it/s]
 43%|████▎     | 667/1563 [00:49<01:03, 14.13it/s]
 43%|████▎     | 669/1563 [00:49<01:03, 14.13it/s]
 43%|████▎     | 671/1563 [00:49<01:03, 14.10it/s]
 43%|████▎     | 673/1563 [00:49<01:02, 14.16it/s]
 43%|████▎     | 675/1563 [00:49<01:02, 14.17it/s]
 43%|████▎     | 677/1563 [00:50<01:02, 14.16it/s]
 43%|████▎     | 679/1563 [00:50<01:02, 14.17it/s]
 44%|████▎     | 681/1563 [00:50<01:02, 14.16it/s]
 44%|████▎     | 683/1563 [00:50<01:02, 14.16it/s]
 44%|████▍     | 685/1563 [00:50<01:01, 14.18it/s]
 44%|████▍     | 687/1563 [00:50<01:02, 14.10it/s]
 44%|████▍     | 689/1563 [00:50<01:01, 14.19it/s]
 44%|████▍     | 691/1563 [00:51<01:01, 14.13it/s]
 44%|████▍     | 693/1563 [00:51<01:01, 14.12it/s]
 44%|████▍     | 695/1563 [00:51<01:01, 14.09it/s]
 45%|████▍     | 697/1563 [00:51<01:01, 14.09it/s]
 45%|████▍     | 699/1563 [00:51<01:01, 14.08it/s]
 45%|████▍     | 701/1563 [00:51<01:01, 14.09it/s]
 45%|████▍     | 703/1563 [00:51<01:00, 14.13it/s]
 45%|████▌     | 705/1563 [00:52<01:00, 14.18it/s]
 45%|████▌     | 707/1563 [00:52<01:00, 14.14it/s]
 45%|████▌     | 709/1563 [00:52<01:00, 14.18it/s]
 45%|████▌     | 711/1563 [00:52<01:00, 14.20it/s]
 46%|████▌     | 713/1563 [00:52<01:00, 14.14it/s]
 46%|████▌     | 715/1563 [00:52<01:00, 14.13it/s]
 46%|████▌     | 717/1563 [00:52<00:59, 14.13it/s]
 46%|████▌     | 719/1563 [00:53<00:59, 14.16it/s]
 46%|████▌     | 721/1563 [00:53<00:59, 14.09it/s]
 46%|████▋     | 723/1563 [00:53<00:59, 14.09it/s]
 46%|████▋     | 725/1563 [00:53<00:59, 14.12it/s]
 47%|████▋     | 727/1563 [00:53<00:59, 14.10it/s]
 47%|████▋     | 729/1563 [00:53<00:59, 14.13it/s]
 47%|████▋     | 731/1563 [00:53<00:58, 14.17it/s]
 47%|████▋     | 733/1563 [00:54<00:58, 14.13it/s]
 47%|████▋     | 735/1563 [00:54<00:58, 14.10it/s]
 47%|████▋     | 737/1563 [00:54<00:58, 14.15it/s]
 47%|████▋     | 739/1563 [00:54<00:58, 14.13it/s]
 47%|████▋     | 741/1563 [00:54<00:57, 14.17it/s]
 48%|████▊     | 743/1563 [00:54<00:57, 14.15it/s]
 48%|████▊     | 745/1563 [00:54<00:57, 14.17it/s]
 48%|████▊     | 747/1563 [00:55<00:57, 14.18it/s]
 48%|████▊     | 749/1563 [00:55<00:57, 14.13it/s]
 48%|████▊     | 751/1563 [00:55<00:57, 14.14it/s]
 48%|████▊     | 753/1563 [00:55<00:57, 14.18it/s]
 48%|████▊     | 755/1563 [00:55<00:57, 14.16it/s]
 48%|████▊     | 757/1563 [00:55<00:56, 14.14it/s]
 49%|████▊     | 759/1563 [00:55<00:56, 14.13it/s]
 49%|████▊     | 761/1563 [00:56<00:56, 14.09it/s]
 49%|████▉     | 763/1563 [00:56<00:56, 14.15it/s]
 49%|████▉     | 765/1563 [00:56<00:56, 14.15it/s]
 49%|████▉     | 767/1563 [00:56<00:56, 14.13it/s]
 49%|████▉     | 769/1563 [00:56<00:56, 14.11it/s]
 49%|████▉     | 771/1563 [00:56<00:55, 14.15it/s]
 49%|████▉     | 773/1563 [00:56<00:55, 14.15it/s]
 50%|████▉     | 775/1563 [00:57<00:55, 14.09it/s]
 50%|████▉     | 777/1563 [00:57<00:55, 14.08it/s]
 50%|████▉     | 779/1563 [00:57<00:55, 14.12it/s]
 50%|████▉     | 781/1563 [00:57<00:55, 14.09it/s]
 50%|█████     | 783/1563 [00:57<00:55, 14.13it/s]
 50%|█████     | 785/1563 [00:57<00:55, 14.12it/s]
 50%|█████     | 787/1563 [00:57<00:54, 14.12it/s]
 50%|█████     | 789/1563 [00:58<00:54, 14.12it/s]
 51%|█████     | 791/1563 [00:58<00:54, 14.10it/s]
 51%|█████     | 793/1563 [00:58<00:54, 14.12it/s]
 51%|█████     | 795/1563 [00:58<00:54, 14.17it/s]
 51%|█████     | 797/1563 [00:58<00:54, 14.15it/s]
 51%|█████     | 799/1563 [00:58<00:53, 14.16it/s]
 51%|█████     | 801/1563 [00:58<00:53, 14.14it/s]
 51%|█████▏    | 803/1563 [00:59<00:53, 14.14it/s]
 52%|█████▏    | 805/1563 [00:59<00:53, 14.12it/s]
 52%|█████▏    | 807/1563 [00:59<00:53, 14.17it/s]
 52%|█████▏    | 809/1563 [00:59<00:53, 14.11it/s]
 52%|█████▏    | 811/1563 [00:59<00:53, 14.11it/s]
 52%|█████▏    | 813/1563 [00:59<00:53, 14.13it/s]
 52%|█████▏    | 815/1563 [00:59<00:53, 14.02it/s]
 52%|█████▏    | 817/1563 [00:59<00:53, 14.04it/s]
 52%|█████▏    | 819/1563 [01:00<00:52, 14.06it/s]
 53%|█████▎    | 821/1563 [01:00<00:52, 14.07it/s]
 53%|█████▎    | 823/1563 [01:00<00:52, 14.06it/s]
 53%|█████▎    | 825/1563 [01:00<00:52, 14.11it/s]
 53%|█████▎    | 827/1563 [01:00<00:52, 14.08it/s]
 53%|█████▎    | 829/1563 [01:00<00:51, 14.12it/s]
 53%|█████▎    | 831/1563 [01:00<00:51, 14.09it/s]
 53%|█████▎    | 833/1563 [01:01<00:51, 14.09it/s]
 53%|█████▎    | 835/1563 [01:01<00:51, 14.08it/s]
 54%|█████▎    | 837/1563 [01:01<00:51, 14.07it/s]
 54%|█████▎    | 839/1563 [01:01<00:51, 14.12it/s]
 54%|█████▍    | 841/1563 [01:01<00:51, 14.13it/s]
 54%|█████▍    | 843/1563 [01:01<00:51, 14.11it/s]
 54%|█████▍    | 845/1563 [01:01<00:50, 14.10it/s]
 54%|█████▍    | 847/1563 [01:02<00:50, 14.10it/s]
 54%|█████▍    | 849/1563 [01:02<00:50, 14.11it/s]
 54%|█████▍    | 851/1563 [01:02<00:50, 14.11it/s]
 55%|█████▍    | 853/1563 [01:02<00:50, 14.11it/s]
 55%|█████▍    | 855/1563 [01:02<00:50, 14.12it/s]
 55%|█████▍    | 857/1563 [01:02<00:49, 14.17it/s]
 55%|█████▍    | 859/1563 [01:02<00:49, 14.12it/s]
 55%|█████▌    | 861/1563 [01:03<00:49, 14.11it/s]
 55%|█████▌    | 863/1563 [01:03<00:49, 14.10it/s]
 55%|█████▌    | 865/1563 [01:03<00:49, 14.10it/s]
 55%|█████▌    | 867/1563 [01:03<00:49, 14.14it/s]
 56%|█████▌    | 869/1563 [01:03<00:49, 14.08it/s]
 56%|█████▌    | 871/1563 [01:03<00:48, 14.13it/s]
 56%|█████▌    | 873/1563 [01:03<00:48, 14.13it/s]
 56%|█████▌    | 875/1563 [01:04<00:48, 14.16it/s]
 56%|█████▌    | 877/1563 [01:04<00:48, 14.13it/s]
 56%|█████▌    | 879/1563 [01:04<00:48, 14.09it/s]
 56%|█████▋    | 881/1563 [01:04<00:48, 14.14it/s]
 56%|█████▋    | 883/1563 [01:04<00:48, 14.03it/s]
 57%|█████▋    | 885/1563 [01:04<00:48, 14.09it/s]
 57%|█████▋    | 887/1563 [01:04<00:47, 14.11it/s]
 57%|█████▋    | 889/1563 [01:05<00:47, 14.17it/s]
 57%|█████▋    | 891/1563 [01:05<00:47, 14.19it/s]
 57%|█████▋    | 893/1563 [01:05<00:47, 14.19it/s]
 57%|█████▋    | 895/1563 [01:05<00:46, 14.26it/s]
 57%|█████▋    | 897/1563 [01:05<00:46, 14.18it/s]
 58%|█████▊    | 899/1563 [01:05<00:46, 14.20it/s]
 58%|█████▊    | 901/1563 [01:05<00:46, 14.19it/s]
 58%|█████▊    | 903/1563 [01:06<00:46, 14.16it/s]
 58%|█████▊    | 905/1563 [01:06<00:46, 14.17it/s]
 58%|█████▊    | 907/1563 [01:06<00:46, 14.15it/s]
 58%|█████▊    | 909/1563 [01:06<00:46, 14.16it/s]
 58%|█████▊    | 911/1563 [01:06<00:46, 14.16it/s]
 58%|█████▊    | 913/1563 [01:06<00:45, 14.16it/s]
 59%|█████▊    | 915/1563 [01:06<00:45, 14.20it/s]
 59%|█████▊    | 917/1563 [01:07<00:45, 14.12it/s]
 59%|█████▉    | 919/1563 [01:07<00:45, 14.12it/s]
 59%|█████▉    | 921/1563 [01:07<00:45, 14.17it/s]
 59%|█████▉    | 923/1563 [01:07<00:45, 14.14it/s]
 59%|█████▉    | 925/1563 [01:07<00:45, 14.16it/s]
 59%|█████▉    | 927/1563 [01:07<00:44, 14.15it/s]
 59%|█████▉    | 929/1563 [01:07<00:44, 14.14it/s]
 60%|█████▉    | 931/1563 [01:08<00:44, 14.14it/s]
 60%|█████▉    | 933/1563 [01:08<00:44, 14.15it/s]
 60%|█████▉    | 935/1563 [01:08<00:44, 14.16it/s]
 60%|█████▉    | 937/1563 [01:08<00:44, 14.14it/s]
 60%|██████    | 939/1563 [01:08<00:44, 14.18it/s]
 60%|██████    | 941/1563 [01:08<00:43, 14.15it/s]
 60%|██████    | 943/1563 [01:08<00:43, 14.15it/s]
 60%|██████    | 945/1563 [01:09<00:43, 14.14it/s]
 61%|██████    | 947/1563 [01:09<00:43, 14.15it/s]
 61%|██████    | 949/1563 [01:09<00:43, 14.13it/s]
 61%|██████    | 951/1563 [01:09<00:43, 14.19it/s]
 61%|██████    | 953/1563 [01:09<00:43, 14.11it/s]
 61%|██████    | 955/1563 [01:09<00:42, 14.15it/s]
 61%|██████    | 957/1563 [01:09<00:42, 14.12it/s]
 61%|██████▏   | 959/1563 [01:10<00:42, 14.15it/s]
 61%|██████▏   | 961/1563 [01:10<00:42, 14.14it/s]
 62%|██████▏   | 963/1563 [01:10<00:42, 14.20it/s]
 62%|██████▏   | 965/1563 [01:10<00:42, 14.18it/s]
 62%|██████▏   | 967/1563 [01:10<00:42, 14.16it/s]
 62%|██████▏   | 969/1563 [01:10<00:41, 14.16it/s]
 62%|██████▏   | 971/1563 [01:10<00:42, 14.09it/s]
 62%|██████▏   | 973/1563 [01:11<00:41, 14.13it/s]
 62%|██████▏   | 975/1563 [01:11<00:41, 14.06it/s]
 63%|██████▎   | 977/1563 [01:11<00:41, 14.01it/s]
 63%|██████▎   | 979/1563 [01:11<00:41, 14.03it/s]
 63%|██████▎   | 981/1563 [01:11<00:41, 14.05it/s]
 63%|██████▎   | 983/1563 [01:11<00:41, 14.03it/s]
 63%|██████▎   | 985/1563 [01:11<00:41, 14.09it/s]
 63%|██████▎   | 987/1563 [01:12<00:40, 14.09it/s]
 63%|██████▎   | 989/1563 [01:12<00:40, 14.15it/s]
 63%|██████▎   | 991/1563 [01:12<00:40, 14.13it/s]
 64%|██████▎   | 993/1563 [01:12<00:40, 14.16it/s]
 64%|██████▎   | 995/1563 [01:12<00:40, 14.14it/s]
 64%|██████▍   | 997/1563 [01:12<00:40, 14.10it/s]
 64%|██████▍   | 999/1563 [01:12<00:39, 14.17it/s]
 64%|██████▍   | 1001/1563 [01:13<00:39, 14.17it/s]
 64%|██████▍   | 1003/1563 [01:13<00:39, 14.18it/s]
 64%|██████▍   | 1005/1563 [01:13<00:39, 14.15it/s]
 64%|██████▍   | 1007/1563 [01:13<00:39, 14.15it/s]
 65%|██████▍   | 1009/1563 [01:13<00:39, 14.15it/s]
 65%|██████▍   | 1011/1563 [01:13<00:38, 14.18it/s]
 65%|██████▍   | 1013/1563 [01:13<00:38, 14.14it/s]
 65%|██████▍   | 1015/1563 [01:14<00:38, 14.13it/s]
 65%|██████▌   | 1017/1563 [01:14<00:38, 14.15it/s]
 65%|██████▌   | 1019/1563 [01:14<00:38, 14.14it/s]
 65%|██████▌   | 1021/1563 [01:14<00:38, 14.12it/s]
 65%|██████▌   | 1023/1563 [01:14<00:38, 14.21it/s]
 66%|██████▌   | 1025/1563 [01:14<00:37, 14.16it/s]
 66%|██████▌   | 1027/1563 [01:14<00:37, 14.22it/s]
 66%|██████▌   | 1029/1563 [01:14<00:37, 14.18it/s]
 66%|██████▌   | 1031/1563 [01:15<00:37, 14.14it/s]
 66%|██████▌   | 1033/1563 [01:15<00:37, 14.11it/s]
 66%|██████▌   | 1035/1563 [01:15<00:37, 14.16it/s]
 66%|██████▋   | 1037/1563 [01:15<00:37, 14.17it/s]
 66%|██████▋   | 1039/1563 [01:15<00:37, 14.15it/s]
 67%|██████▋   | 1041/1563 [01:15<00:36, 14.13it/s]
 67%|██████▋   | 1043/1563 [01:15<00:36, 14.12it/s]
 67%|██████▋   | 1045/1563 [01:16<00:36, 14.10it/s]
 67%|██████▋   | 1047/1563 [01:16<00:36, 14.09it/s]
 67%|██████▋   | 1049/1563 [01:16<00:36, 14.08it/s]
 67%|██████▋   | 1051/1563 [01:16<00:36, 14.09it/s]
 67%|██████▋   | 1053/1563 [01:16<00:36, 14.10it/s]
 67%|██████▋   | 1055/1563 [01:16<00:36, 14.07it/s]
 68%|██████▊   | 1057/1563 [01:16<00:35, 14.12it/s]
 68%|██████▊   | 1059/1563 [01:17<00:35, 14.07it/s]
 68%|██████▊   | 1061/1563 [01:17<00:35, 14.09it/s]
 68%|██████▊   | 1063/1563 [01:17<00:35, 14.16it/s]
 68%|██████▊   | 1065/1563 [01:17<00:35, 14.15it/s]
 68%|██████▊   | 1067/1563 [01:17<00:35, 14.12it/s]
 68%|██████▊   | 1069/1563 [01:17<00:34, 14.13it/s]
 69%|██████▊   | 1071/1563 [01:17<00:34, 14.11it/s]
 69%|██████▊   | 1073/1563 [01:18<00:34, 14.17it/s]
 69%|██████▉   | 1075/1563 [01:18<00:34, 14.19it/s]
 69%|██████▉   | 1077/1563 [01:18<00:34, 14.12it/s]
 69%|██████▉   | 1079/1563 [01:18<00:34, 14.18it/s]
 69%|██████▉   | 1081/1563 [01:18<00:34, 14.13it/s]
 69%|██████▉   | 1083/1563 [01:18<00:33, 14.14it/s]
 69%|██████▉   | 1085/1563 [01:18<00:33, 14.14it/s]
 70%|██████▉   | 1087/1563 [01:19<00:33, 14.13it/s]
 70%|██████▉   | 1089/1563 [01:19<00:33, 14.17it/s]
 70%|██████▉   | 1091/1563 [01:19<00:33, 14.14it/s]
 70%|██████▉   | 1093/1563 [01:19<00:33, 14.16it/s]
 70%|███████   | 1095/1563 [01:19<00:33, 14.13it/s]
 70%|███████   | 1097/1563 [01:19<00:32, 14.19it/s]
 70%|███████   | 1099/1563 [01:19<00:32, 14.13it/s]
 70%|███████   | 1101/1563 [01:20<00:32, 14.14it/s]
 71%|███████   | 1103/1563 [01:20<00:32, 14.15it/s]
 71%|███████   | 1105/1563 [01:20<00:32, 14.16it/s]
 71%|███████   | 1107/1563 [01:20<00:32, 14.15it/s]
 71%|███████   | 1109/1563 [01:20<00:32, 14.13it/s]
 71%|███████   | 1111/1563 [01:20<00:31, 14.17it/s]
 71%|███████   | 1113/1563 [01:20<00:31, 14.13it/s]
 71%|███████▏  | 1115/1563 [01:21<00:31, 14.10it/s]
 71%|███████▏  | 1117/1563 [01:21<00:31, 14.10it/s]
 72%|███████▏  | 1119/1563 [01:21<00:31, 14.12it/s]
 72%|███████▏  | 1121/1563 [01:21<00:31, 14.10it/s]
 72%|███████▏  | 1123/1563 [01:21<00:31, 14.08it/s]
 72%|███████▏  | 1125/1563 [01:21<00:31, 14.08it/s]
 72%|███████▏  | 1127/1563 [01:21<00:30, 14.07it/s]
 72%|███████▏  | 1129/1563 [01:22<00:30, 14.12it/s]
 72%|███████▏  | 1131/1563 [01:22<00:30, 14.09it/s]
 72%|███████▏  | 1133/1563 [01:22<00:30, 14.09it/s]
 73%|███████▎  | 1135/1563 [01:22<00:30, 14.11it/s]
 73%|███████▎  | 1137/1563 [01:22<00:30, 14.19it/s]
 73%|███████▎  | 1139/1563 [01:22<00:29, 14.15it/s]
 73%|███████▎  | 1141/1563 [01:22<00:29, 14.15it/s]
 73%|███████▎  | 1143/1563 [01:23<00:29, 14.14it/s]
 73%|███████▎  | 1145/1563 [01:23<00:29, 14.11it/s]
 73%|███████▎  | 1147/1563 [01:23<00:29, 14.18it/s]
 74%|███████▎  | 1149/1563 [01:23<00:29, 14.17it/s]
 74%|███████▎  | 1151/1563 [01:23<00:29, 14.12it/s]
 74%|███████▍  | 1153/1563 [01:23<00:29, 14.11it/s]
 74%|███████▍  | 1155/1563 [01:23<00:28, 14.08it/s]
 74%|███████▍  | 1157/1563 [01:24<00:28, 14.11it/s]
 74%|███████▍  | 1159/1563 [01:24<00:28, 14.09it/s]
 74%|███████▍  | 1161/1563 [01:24<00:28, 14.16it/s]
 74%|███████▍  | 1163/1563 [01:24<00:28, 14.12it/s]
 75%|███████▍  | 1165/1563 [01:24<00:28, 14.12it/s]
 75%|███████▍  | 1167/1563 [01:24<00:28, 14.10it/s]
 75%|███████▍  | 1169/1563 [01:24<00:27, 14.10it/s]
 75%|███████▍  | 1171/1563 [01:25<00:27, 14.11it/s]
 75%|███████▌  | 1173/1563 [01:25<00:27, 14.09it/s]
 75%|███████▌  | 1175/1563 [01:25<00:27, 14.16it/s]
 75%|███████▌  | 1177/1563 [01:25<00:27, 14.13it/s]
 75%|███████▌  | 1179/1563 [01:25<00:27, 14.18it/s]
 76%|███████▌  | 1181/1563 [01:25<00:26, 14.19it/s]
 76%|███████▌  | 1183/1563 [01:25<00:26, 14.18it/s]
 76%|███████▌  | 1185/1563 [01:26<00:26, 14.12it/s]
 76%|███████▌  | 1187/1563 [01:26<00:26, 14.14it/s]
 76%|███████▌  | 1189/1563 [01:26<00:26, 14.11it/s]
 76%|███████▌  | 1191/1563 [01:26<00:26, 14.12it/s]
 76%|███████▋  | 1193/1563 [01:26<00:26, 14.16it/s]
 76%|███████▋  | 1195/1563 [01:26<00:26, 14.11it/s]
 77%|███████▋  | 1197/1563 [01:26<00:25, 14.10it/s]
 77%|███████▋  | 1199/1563 [01:27<00:25, 14.13it/s]
 77%|███████▋  | 1201/1563 [01:27<00:25, 14.12it/s]
 77%|███████▋  | 1203/1563 [01:27<00:25, 14.14it/s]
 77%|███████▋  | 1205/1563 [01:27<00:25, 14.16it/s]
 77%|███████▋  | 1207/1563 [01:27<00:25, 14.20it/s]
 77%|███████▋  | 1209/1563 [01:27<00:24, 14.16it/s]
 77%|███████▋  | 1211/1563 [01:27<00:24, 14.15it/s]
 78%|███████▊  | 1213/1563 [01:28<00:24, 14.13it/s]
 78%|███████▊  | 1215/1563 [01:28<00:24, 14.15it/s]
 78%|███████▊  | 1217/1563 [01:28<00:24, 14.17it/s]
 78%|███████▊  | 1219/1563 [01:28<00:24, 14.20it/s]
 78%|███████▊  | 1221/1563 [01:28<00:24, 14.13it/s]
 78%|███████▊  | 1223/1563 [01:28<00:24, 14.12it/s]
 78%|███████▊  | 1225/1563 [01:28<00:23, 14.15it/s]
 79%|███████▊  | 1227/1563 [01:29<00:23, 14.13it/s]
 79%|███████▊  | 1229/1563 [01:29<00:23, 14.11it/s]
 79%|███████▉  | 1231/1563 [01:29<00:23, 14.12it/s]
 79%|███████▉  | 1233/1563 [01:29<00:23, 14.09it/s]
 79%|███████▉  | 1235/1563 [01:29<00:23, 14.13it/s]
 79%|███████▉  | 1237/1563 [01:29<00:23, 14.13it/s]
 79%|███████▉  | 1239/1563 [01:29<00:23, 14.08it/s]
 79%|███████▉  | 1241/1563 [01:30<00:22, 14.11it/s]
 80%|███████▉  | 1243/1563 [01:30<00:22, 14.14it/s]
 80%|███████▉  | 1245/1563 [01:30<00:22, 14.14it/s]
 80%|███████▉  | 1247/1563 [01:30<00:22, 14.10it/s]
 80%|███████▉  | 1249/1563 [01:30<00:22, 14.12it/s]
 80%|████████  | 1251/1563 [01:30<00:22, 14.10it/s]
 80%|████████  | 1253/1563 [01:30<00:21, 14.12it/s]
 80%|████████  | 1255/1563 [01:30<00:21, 14.15it/s]
 80%|████████  | 1257/1563 [01:31<00:21, 14.15it/s]
 81%|████████  | 1259/1563 [01:31<00:21, 14.20it/s]
 81%|████████  | 1261/1563 [01:31<00:21, 14.16it/s]
 81%|████████  | 1263/1563 [01:31<00:21, 14.17it/s]
 81%|████████  | 1265/1563 [01:31<00:21, 14.17it/s]
 81%|████████  | 1267/1563 [01:31<00:20, 14.12it/s]
 81%|████████  | 1269/1563 [01:31<00:20, 14.12it/s]
 81%|████████▏ | 1271/1563 [01:32<00:20, 14.14it/s]
 81%|████████▏ | 1273/1563 [01:32<00:20, 14.12it/s]
 82%|████████▏ | 1275/1563 [01:32<00:20, 14.14it/s]
 82%|████████▏ | 1277/1563 [01:32<00:20, 14.14it/s]
 82%|████████▏ | 1279/1563 [01:32<00:20, 14.12it/s]
 82%|████████▏ | 1281/1563 [01:32<00:19, 14.17it/s]
 82%|████████▏ | 1283/1563 [01:32<00:19, 14.15it/s]
 82%|████████▏ | 1285/1563 [01:33<00:19, 14.15it/s]
 82%|████████▏ | 1287/1563 [01:33<00:19, 14.15it/s]
 82%|████████▏ | 1289/1563 [01:33<00:19, 14.12it/s]
 83%|████████▎ | 1291/1563 [01:33<00:19, 14.15it/s]
 83%|████████▎ | 1293/1563 [01:33<00:19, 14.09it/s]
 83%|████████▎ | 1295/1563 [01:33<00:18, 14.12it/s]
 83%|████████▎ | 1297/1563 [01:33<00:18, 14.14it/s]
 83%|████████▎ | 1299/1563 [01:34<00:18, 14.11it/s]
 83%|████████▎ | 1301/1563 [01:34<00:18, 14.14it/s]
 83%|████████▎ | 1303/1563 [01:34<00:18, 14.09it/s]
 83%|████████▎ | 1305/1563 [01:34<00:18, 14.09it/s]
 84%|████████▎ | 1307/1563 [01:34<00:18, 14.09it/s]
 84%|████████▎ | 1309/1563 [01:34<00:17, 14.13it/s]
 84%|████████▍ | 1311/1563 [01:34<00:17, 14.12it/s]
 84%|████████▍ | 1313/1563 [01:35<00:17, 14.13it/s]
 84%|████████▍ | 1315/1563 [01:35<00:17, 14.14it/s]
 84%|████████▍ | 1317/1563 [01:35<00:17, 14.10it/s]
 84%|████████▍ | 1319/1563 [01:35<00:17, 14.09it/s]
 85%|████████▍ | 1321/1563 [01:35<00:17, 14.12it/s]
 85%|████████▍ | 1323/1563 [01:35<00:17, 14.12it/s]
 85%|████████▍ | 1325/1563 [01:35<00:16, 14.14it/s]
 85%|████████▍ | 1327/1563 [01:36<00:16, 14.11it/s]
 85%|████████▌ | 1329/1563 [01:36<00:16, 14.09it/s]
 85%|████████▌ | 1331/1563 [01:36<00:16, 14.11it/s]
 85%|████████▌ | 1333/1563 [01:36<00:16, 14.10it/s]
 85%|████████▌ | 1335/1563 [01:36<00:16, 14.12it/s]
 86%|████████▌ | 1337/1563 [01:36<00:16, 14.10it/s]
 86%|████████▌ | 1339/1563 [01:36<00:15, 14.12it/s]
 86%|████████▌ | 1341/1563 [01:37<00:15, 14.13it/s]
 86%|████████▌ | 1343/1563 [01:37<00:15, 14.14it/s]
 86%|████████▌ | 1345/1563 [01:37<00:15, 14.09it/s]
 86%|████████▌ | 1347/1563 [01:37<00:15, 14.14it/s]
 86%|████████▋ | 1349/1563 [01:37<00:15, 14.14it/s]
 86%|████████▋ | 1351/1563 [01:37<00:15, 14.12it/s]
 87%|████████▋ | 1353/1563 [01:37<00:14, 14.13it/s]
 87%|████████▋ | 1355/1563 [01:38<00:14, 14.09it/s]
 87%|████████▋ | 1357/1563 [01:38<00:14, 14.10it/s]
 87%|████████▋ | 1359/1563 [01:38<00:14, 14.12it/s]
 87%|████████▋ | 1361/1563 [01:38<00:14, 14.13it/s]
 87%|████████▋ | 1363/1563 [01:38<00:14, 14.16it/s]
 87%|████████▋ | 1365/1563 [01:38<00:14, 14.14it/s]
 87%|████████▋ | 1367/1563 [01:38<00:13, 14.06it/s]
 88%|████████▊ | 1369/1563 [01:39<00:13, 14.05it/s]
 88%|████████▊ | 1371/1563 [01:39<00:13, 14.12it/s]
 88%|████████▊ | 1373/1563 [01:39<00:13, 14.14it/s]
 88%|████████▊ | 1375/1563 [01:39<00:13, 14.12it/s]
 88%|████████▊ | 1377/1563 [01:39<00:13, 14.07it/s]
 88%|████████▊ | 1379/1563 [01:39<00:13, 14.08it/s]
 88%|████████▊ | 1381/1563 [01:39<00:12, 14.10it/s]
 88%|████████▊ | 1383/1563 [01:40<00:12, 14.09it/s]
 89%|████████▊ | 1385/1563 [01:40<00:12, 14.15it/s]
 89%|████████▊ | 1387/1563 [01:40<00:12, 14.13it/s]
 89%|████████▉ | 1389/1563 [01:40<00:12, 14.13it/s]
 89%|████████▉ | 1391/1563 [01:40<00:12, 14.12it/s]
 89%|████████▉ | 1393/1563 [01:40<00:12, 14.12it/s]
 89%|████████▉ | 1395/1563 [01:40<00:11, 14.14it/s]
 89%|████████▉ | 1397/1563 [01:41<00:11, 14.13it/s]
 90%|████████▉ | 1399/1563 [01:41<00:11, 14.11it/s]
 90%|████████▉ | 1401/1563 [01:41<00:11, 14.12it/s]
 90%|████████▉ | 1403/1563 [01:41<00:11, 14.10it/s]
 90%|████████▉ | 1405/1563 [01:41<00:11, 14.12it/s]
 90%|█████████ | 1407/1563 [01:41<00:11, 14.12it/s]
 90%|█████████ | 1409/1563 [01:41<00:10, 14.10it/s]
 90%|█████████ | 1411/1563 [01:42<00:10, 14.07it/s]
 90%|█████████ | 1413/1563 [01:42<00:10, 14.10it/s]
 91%|█████████ | 1415/1563 [01:42<00:10, 14.11it/s]
 91%|█████████ | 1417/1563 [01:42<00:10, 14.08it/s]
 91%|█████████ | 1419/1563 [01:42<00:10, 14.07it/s]
 91%|█████████ | 1421/1563 [01:42<00:10, 14.11it/s]
 91%|█████████ | 1423/1563 [01:42<00:09, 14.10it/s]
 91%|█████████ | 1425/1563 [01:43<00:09, 14.14it/s]
 91%|█████████▏| 1427/1563 [01:43<00:09, 14.07it/s]
 91%|█████████▏| 1429/1563 [01:43<00:09, 14.10it/s]
 92%|█████████▏| 1431/1563 [01:43<00:09, 13.98it/s]
 92%|█████████▏| 1433/1563 [01:43<00:09, 13.83it/s]
 92%|█████████▏| 1435/1563 [01:43<00:09, 13.88it/s]
 92%|█████████▏| 1437/1563 [01:43<00:09, 13.93it/s]
 92%|█████████▏| 1439/1563 [01:44<00:08, 14.02it/s]
 92%|█████████▏| 1441/1563 [01:44<00:08, 14.03it/s]
 92%|█████████▏| 1443/1563 [01:44<00:08, 14.04it/s]
 92%|█████████▏| 1445/1563 [01:44<00:08, 14.09it/s]
 93%|█████████▎| 1447/1563 [01:44<00:08, 14.08it/s]
 93%|█████████▎| 1449/1563 [01:44<00:08, 14.10it/s]
 93%|█████████▎| 1451/1563 [01:44<00:07, 14.06it/s]
 93%|█████████▎| 1453/1563 [01:45<00:07, 14.11it/s]
 93%|█████████▎| 1455/1563 [01:45<00:07, 14.11it/s]
 93%|█████████▎| 1457/1563 [01:45<00:07, 14.11it/s]
 93%|█████████▎| 1459/1563 [01:45<00:07, 14.13it/s]
 93%|█████████▎| 1461/1563 [01:45<00:07, 14.12it/s]
 94%|█████████▎| 1463/1563 [01:45<00:07, 14.11it/s]
 94%|█████████▎| 1465/1563 [01:45<00:06, 14.18it/s]
 94%|█████████▍| 1467/1563 [01:46<00:06, 14.13it/s]
 94%|█████████▍| 1469/1563 [01:46<00:06, 14.15it/s]
 94%|█████████▍| 1471/1563 [01:46<00:06, 14.11it/s]
 94%|█████████▍| 1473/1563 [01:46<00:06, 14.14it/s]
 94%|█████████▍| 1475/1563 [01:46<00:06, 14.18it/s]
 94%|█████████▍| 1477/1563 [01:46<00:06, 14.13it/s]
 95%|█████████▍| 1479/1563 [01:46<00:05, 14.16it/s]
 95%|█████████▍| 1481/1563 [01:47<00:05, 14.17it/s]
 95%|█████████▍| 1483/1563 [01:47<00:05, 14.15it/s]
 95%|█████████▌| 1485/1563 [01:47<00:05, 14.14it/s]
 95%|█████████▌| 1487/1563 [01:47<00:05, 14.14it/s]
 95%|█████████▌| 1489/1563 [01:47<00:05, 14.16it/s]
 95%|█████████▌| 1491/1563 [01:47<00:05, 14.13it/s]
 96%|█████████▌| 1493/1563 [01:47<00:04, 14.10it/s]
 96%|█████████▌| 1495/1563 [01:48<00:04, 14.10it/s]
 96%|█████████▌| 1497/1563 [01:48<00:04, 14.14it/s]
 96%|█████████▌| 1499/1563 [01:48<00:04, 14.10it/s]
 96%|█████████▌| 1501/1563 [01:48<00:04, 14.11it/s]
 96%|█████████▌| 1503/1563 [01:48<00:04, 14.07it/s]
 96%|█████████▋| 1505/1563 [01:48<00:04, 14.11it/s]
 96%|█████████▋| 1507/1563 [01:48<00:03, 14.12it/s]
 97%|█████████▋| 1509/1563 [01:48<00:03, 14.10it/s]
 97%|█████████▋| 1511/1563 [01:49<00:03, 14.08it/s]
 97%|█████████▋| 1513/1563 [01:49<00:03, 14.12it/s]
 97%|█████████▋| 1515/1563 [01:49<00:03, 14.10it/s]
 97%|█████████▋| 1517/1563 [01:49<00:03, 14.10it/s]
 97%|█████████▋| 1519/1563 [01:49<00:03, 14.07it/s]
 97%|█████████▋| 1521/1563 [01:49<00:02, 14.08it/s]
 97%|█████████▋| 1523/1563 [01:49<00:02, 14.08it/s]
 98%|█████████▊| 1525/1563 [01:50<00:02, 14.07it/s]
 98%|█████████▊| 1527/1563 [01:50<00:02, 14.06it/s]
 98%|█████████▊| 1529/1563 [01:50<00:02, 14.10it/s]
 98%|█████████▊| 1531/1563 [01:50<00:02, 14.07it/s]
 98%|█████████▊| 1533/1563 [01:50<00:02, 14.13it/s]
 98%|█████████▊| 1535/1563 [01:50<00:01, 14.08it/s]
 98%|█████████▊| 1537/1563 [01:50<00:01, 14.07it/s]
 98%|█████████▊| 1539/1563 [01:51<00:01, 14.06it/s]
 99%|█████████▊| 1541/1563 [01:51<00:01, 14.06it/s]
 99%|█████████▊| 1543/1563 [01:51<00:01, 14.10it/s]
 99%|█████████▉| 1545/1563 [01:51<00:01, 14.10it/s]
 99%|█████████▉| 1547/1563 [01:51<00:01, 14.10it/s]
 99%|█████████▉| 1549/1563 [01:51<00:00, 14.12it/s]
 99%|█████████▉| 1551/1563 [01:51<00:00, 14.14it/s]
 99%|█████████▉| 1553/1563 [01:52<00:00, 14.11it/s]
 99%|█████████▉| 1555/1563 [01:52<00:00, 14.14it/s]
100%|█████████▉| 1557/1563 [01:52<00:00, 14.13it/s]
100%|█████████▉| 1559/1563 [01:52<00:00, 14.12it/s]
100%|█████████▉| 1561/1563 [01:52<00:00, 14.13it/s]
100%|██████████| 1563/1563 [01:52<00:00, 12.78it/s]
100%|██████████| 1563/1563 [01:52<00:00, 13.85it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|▏         | 2/157 [00:00<00:07, 19.55it/s]
  3%|▎         | 5/157 [00:00<00:07, 20.85it/s]
  5%|▌         | 8/157 [00:00<00:07, 21.20it/s]
  7%|▋         | 11/157 [00:00<00:06, 21.35it/s]
  9%|▉         | 14/157 [00:00<00:06, 21.40it/s]
 11%|█         | 17/157 [00:00<00:06, 21.40it/s]
 13%|█▎        | 20/157 [00:00<00:06, 21.36it/s]
 15%|█▍        | 23/157 [00:01<00:06, 21.33it/s]
 17%|█▋        | 26/157 [00:01<00:06, 21.23it/s]
 18%|█▊        | 29/157 [00:01<00:05, 21.36it/s]
 20%|██        | 32/157 [00:01<00:05, 21.43it/s]
 22%|██▏       | 35/157 [00:01<00:05, 21.24it/s]
 24%|██▍       | 38/157 [00:01<00:05, 20.98it/s]
 26%|██▌       | 41/157 [00:01<00:05, 20.88it/s]
 28%|██▊       | 44/157 [00:02<00:05, 20.70it/s]
 30%|██▉       | 47/157 [00:02<00:05, 20.59it/s]
 32%|███▏      | 50/157 [00:02<00:05, 20.62it/s]
 34%|███▍      | 53/157 [00:02<00:05, 20.66it/s]
 36%|███▌      | 56/157 [00:02<00:04, 20.67it/s]
 38%|███▊      | 59/157 [00:02<00:04, 20.66it/s]
 39%|███▉      | 62/157 [00:02<00:04, 20.67it/s]
 41%|████▏     | 65/157 [00:03<00:04, 20.49it/s]
 43%|████▎     | 68/157 [00:03<00:04, 20.52it/s]
 45%|████▌     | 71/157 [00:03<00:04, 20.54it/s]
 47%|████▋     | 74/157 [00:03<00:04, 20.55it/s]
 49%|████▉     | 77/157 [00:03<00:03, 20.57it/s]
 51%|█████     | 80/157 [00:03<00:03, 20.58it/s]
 53%|█████▎    | 83/157 [00:03<00:03, 20.56it/s]
 55%|█████▍    | 86/157 [00:04<00:03, 20.63it/s]
 57%|█████▋    | 89/157 [00:04<00:03, 20.66it/s]
 59%|█████▊    | 92/157 [00:04<00:03, 20.62it/s]
 61%|██████    | 95/157 [00:04<00:02, 20.72it/s]
 62%|██████▏   | 98/157 [00:04<00:02, 20.74it/s]
 64%|██████▍   | 101/157 [00:04<00:02, 20.71it/s]
 66%|██████▌   | 104/157 [00:04<00:02, 20.74it/s]
 68%|██████▊   | 107/157 [00:05<00:02, 20.75it/s]
 70%|███████   | 110/157 [00:05<00:02, 20.81it/s]
 72%|███████▏  | 113/157 [00:05<00:02, 20.75it/s]
 74%|███████▍  | 116/157 [00:05<00:01, 20.67it/s]
 76%|███████▌  | 119/157 [00:05<00:01, 20.72it/s]
 78%|███████▊  | 122/157 [00:05<00:01, 20.73it/s]
 80%|███████▉  | 125/157 [00:06<00:01, 20.80it/s]
 82%|████████▏ | 128/157 [00:06<00:01, 20.69it/s]
 83%|████████▎ | 131/157 [00:06<00:01, 20.68it/s]
 85%|████████▌ | 134/157 [00:06<00:01, 20.66it/s]
 87%|████████▋ | 137/157 [00:06<00:00, 20.62it/s]
 89%|████████▉ | 140/157 [00:06<00:00, 20.65it/s]
 91%|█████████ | 143/157 [00:06<00:00, 20.65it/s]
 93%|█████████▎| 146/157 [00:07<00:00, 20.72it/s]
 95%|█████████▍| 149/157 [00:07<00:00, 20.66it/s]
 97%|█████████▋| 152/157 [00:07<00:00, 20.65it/s]
 99%|█████████▊| 155/157 [00:07<00:00, 20.63it/s]
100%|██████████| 157/157 [00:07<00:00, 20.74it/s]
Epoch: 1 	Training Loss: 2.350048 	Training Accuracy: 0.495120 	Validation Loss: 1.323525 	Validation Accuracy: 0.666200

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:06, 12.38it/s]
  0%|          | 4/1563 [00:00<02:02, 12.76it/s]
  0%|          | 6/1563 [00:00<01:59, 12.99it/s]
  1%|          | 8/1563 [00:00<01:56, 13.38it/s]
  1%|          | 10/1563 [00:00<01:53, 13.63it/s]
  1%|          | 12/1563 [00:00<01:52, 13.74it/s]
  1%|          | 14/1563 [00:01<01:51, 13.86it/s]
  1%|          | 16/1563 [00:01<01:50, 13.95it/s]
  1%|          | 18/1563 [00:01<01:50, 13.97it/s]
  1%|▏         | 20/1563 [00:01<01:50, 14.00it/s]
  1%|▏         | 22/1563 [00:01<01:49, 14.04it/s]
  2%|▏         | 24/1563 [00:01<01:49, 14.05it/s]
  2%|▏         | 26/1563 [00:01<01:49, 14.06it/s]
  2%|▏         | 28/1563 [00:02<01:49, 14.07it/s]
  2%|▏         | 30/1563 [00:02<01:49, 14.04it/s]
  2%|▏         | 32/1563 [00:02<01:49, 14.03it/s]
  2%|▏         | 34/1563 [00:02<01:48, 14.05it/s]
  2%|▏         | 36/1563 [00:02<01:49, 14.01it/s]
  2%|▏         | 38/1563 [00:02<01:48, 14.02it/s]
  3%|▎         | 40/1563 [00:02<01:47, 14.12it/s]
  3%|▎         | 42/1563 [00:03<01:47, 14.09it/s]
  3%|▎         | 44/1563 [00:03<01:47, 14.13it/s]
  3%|▎         | 46/1563 [00:03<01:47, 14.12it/s]
  3%|▎         | 48/1563 [00:03<01:47, 14.12it/s]
  3%|▎         | 50/1563 [00:03<01:47, 14.10it/s]
  3%|▎         | 52/1563 [00:03<01:47, 14.11it/s]
  3%|▎         | 54/1563 [00:03<01:47, 14.06it/s]
  4%|▎         | 56/1563 [00:04<01:46, 14.08it/s]
  4%|▎         | 58/1563 [00:04<01:47, 14.06it/s]
  4%|▍         | 60/1563 [00:04<01:46, 14.08it/s]
  4%|▍         | 62/1563 [00:04<01:46, 14.05it/s]
  4%|▍         | 64/1563 [00:04<01:46, 14.07it/s]
  4%|▍         | 66/1563 [00:04<01:46, 14.04it/s]
  4%|▍         | 68/1563 [00:04<01:46, 14.05it/s]
  4%|▍         | 70/1563 [00:05<01:46, 14.01it/s]
  5%|▍         | 72/1563 [00:05<01:46, 14.00it/s]
  5%|▍         | 74/1563 [00:05<01:46, 14.01it/s]
  5%|▍         | 76/1563 [00:05<01:46, 14.02it/s]
  5%|▍         | 78/1563 [00:05<01:45, 14.04it/s]
  5%|▌         | 80/1563 [00:05<01:45, 14.03it/s]
  5%|▌         | 82/1563 [00:05<01:45, 14.02it/s]
  5%|▌         | 84/1563 [00:06<01:45, 14.07it/s]
  6%|▌         | 86/1563 [00:06<01:44, 14.08it/s]
  6%|▌         | 88/1563 [00:06<01:43, 14.18it/s]
  6%|▌         | 90/1563 [00:06<01:44, 14.11it/s]
  6%|▌         | 92/1563 [00:06<01:43, 14.15it/s]
  6%|▌         | 94/1563 [00:06<01:43, 14.13it/s]
  6%|▌         | 96/1563 [00:06<01:43, 14.12it/s]
  6%|▋         | 98/1563 [00:07<01:43, 14.13it/s]
  6%|▋         | 100/1563 [00:07<01:43, 14.11it/s]
  7%|▋         | 102/1563 [00:07<01:43, 14.12it/s]
  7%|▋         | 104/1563 [00:07<01:43, 14.10it/s]
  7%|▋         | 106/1563 [00:07<01:43, 14.13it/s]
  7%|▋         | 108/1563 [00:07<01:42, 14.13it/s]
  7%|▋         | 110/1563 [00:07<01:42, 14.15it/s]
  7%|▋         | 112/1563 [00:07<01:42, 14.16it/s]
  7%|▋         | 114/1563 [00:08<01:42, 14.16it/s]
  7%|▋         | 116/1563 [00:08<01:42, 14.18it/s]
  8%|▊         | 118/1563 [00:08<01:42, 14.16it/s]
  8%|▊         | 120/1563 [00:08<01:42, 14.13it/s]
  8%|▊         | 122/1563 [00:08<01:42, 14.12it/s]
  8%|▊         | 124/1563 [00:08<01:41, 14.14it/s]
  8%|▊         | 126/1563 [00:08<01:41, 14.11it/s]
  8%|▊         | 128/1563 [00:09<01:41, 14.07it/s]
  8%|▊         | 130/1563 [00:09<01:41, 14.11it/s]
  8%|▊         | 132/1563 [00:09<01:41, 14.11it/s]
  9%|▊         | 134/1563 [00:09<01:41, 14.08it/s]
  9%|▊         | 136/1563 [00:09<01:41, 14.09it/s]
  9%|▉         | 138/1563 [00:09<01:40, 14.13it/s]
  9%|▉         | 140/1563 [00:09<01:40, 14.14it/s]
  9%|▉         | 142/1563 [00:10<01:40, 14.11it/s]
  9%|▉         | 144/1563 [00:10<01:40, 14.18it/s]
  9%|▉         | 146/1563 [00:10<01:39, 14.22it/s]
  9%|▉         | 148/1563 [00:10<01:39, 14.15it/s]
 10%|▉         | 150/1563 [00:10<01:39, 14.15it/s]
 10%|▉         | 152/1563 [00:10<01:40, 14.11it/s]
 10%|▉         | 154/1563 [00:10<01:40, 14.08it/s]
 10%|▉         | 156/1563 [00:11<01:39, 14.15it/s]
 10%|█         | 158/1563 [00:11<01:39, 14.13it/s]
 10%|█         | 160/1563 [00:11<01:39, 14.11it/s]
 10%|█         | 162/1563 [00:11<01:39, 14.15it/s]
 10%|█         | 164/1563 [00:11<01:38, 14.16it/s]
 11%|█         | 166/1563 [00:11<01:38, 14.14it/s]
 11%|█         | 168/1563 [00:11<01:38, 14.16it/s]
 11%|█         | 170/1563 [00:12<01:38, 14.08it/s]
 11%|█         | 172/1563 [00:12<01:38, 14.11it/s]
 11%|█         | 174/1563 [00:12<01:38, 14.14it/s]
 11%|█▏        | 176/1563 [00:12<01:38, 14.04it/s]
 11%|█▏        | 178/1563 [00:12<01:38, 14.11it/s]
 12%|█▏        | 180/1563 [00:12<01:37, 14.12it/s]
 12%|█▏        | 182/1563 [00:12<01:37, 14.18it/s]
 12%|█▏        | 184/1563 [00:13<01:37, 14.14it/s]
 12%|█▏        | 186/1563 [00:13<01:37, 14.08it/s]
 12%|█▏        | 188/1563 [00:13<01:37, 14.15it/s]
 12%|█▏        | 190/1563 [00:13<01:37, 14.07it/s]
 12%|█▏        | 192/1563 [00:13<01:37, 14.06it/s]
 12%|█▏        | 194/1563 [00:13<01:36, 14.14it/s]
 13%|█▎        | 196/1563 [00:13<01:36, 14.15it/s]
 13%|█▎        | 198/1563 [00:14<01:36, 14.11it/s]
 13%|█▎        | 200/1563 [00:14<01:36, 14.13it/s]
 13%|█▎        | 202/1563 [00:14<01:36, 14.06it/s]
 13%|█▎        | 204/1563 [00:14<01:36, 14.10it/s]
 13%|█▎        | 206/1563 [00:14<01:36, 14.10it/s]
 13%|█▎        | 208/1563 [00:14<01:36, 14.11it/s]
 13%|█▎        | 210/1563 [00:14<01:35, 14.11it/s]
 14%|█▎        | 212/1563 [00:15<01:35, 14.18it/s]
 14%|█▎        | 214/1563 [00:15<01:34, 14.21it/s]
 14%|█▍        | 216/1563 [00:15<01:34, 14.19it/s]
 14%|█▍        | 218/1563 [00:15<01:34, 14.24it/s]
 14%|█▍        | 220/1563 [00:15<01:34, 14.15it/s]
 14%|█▍        | 222/1563 [00:15<01:34, 14.12it/s]
 14%|█▍        | 224/1563 [00:15<01:34, 14.17it/s]
 14%|█▍        | 226/1563 [00:16<01:34, 14.16it/s]
 15%|█▍        | 228/1563 [00:16<01:34, 14.15it/s]
 15%|█▍        | 230/1563 [00:16<01:34, 14.17it/s]
 15%|█▍        | 232/1563 [00:16<01:34, 14.14it/s]
 15%|█▍        | 234/1563 [00:16<01:33, 14.14it/s]
 15%|█▌        | 236/1563 [00:16<01:34, 14.10it/s]
 15%|█▌        | 238/1563 [00:16<01:33, 14.11it/s]
 15%|█▌        | 240/1563 [00:17<01:33, 14.09it/s]
 15%|█▌        | 242/1563 [00:17<01:33, 14.11it/s]
 16%|█▌        | 244/1563 [00:17<01:33, 14.11it/s]
 16%|█▌        | 246/1563 [00:17<01:33, 14.13it/s]
 16%|█▌        | 248/1563 [00:17<01:33, 14.11it/s]
 16%|█▌        | 250/1563 [00:17<01:33, 14.09it/s]
 16%|█▌        | 252/1563 [00:17<01:33, 14.09it/s]
 16%|█▋        | 254/1563 [00:18<01:32, 14.10it/s]
 16%|█▋        | 256/1563 [00:18<01:32, 14.18it/s]
 17%|█▋        | 258/1563 [00:18<01:32, 14.14it/s]
 17%|█▋        | 260/1563 [00:18<01:31, 14.16it/s]
 17%|█▋        | 262/1563 [00:18<01:31, 14.16it/s]
 17%|█▋        | 264/1563 [00:18<01:31, 14.18it/s]
 17%|█▋        | 266/1563 [00:18<01:31, 14.17it/s]
 17%|█▋        | 268/1563 [00:19<01:31, 14.17it/s]
 17%|█▋        | 270/1563 [00:19<01:31, 14.14it/s]
 17%|█▋        | 272/1563 [00:19<01:31, 14.10it/s]
 18%|█▊        | 274/1563 [00:19<01:31, 14.08it/s]
 18%|█▊        | 276/1563 [00:19<01:31, 14.11it/s]
 18%|█▊        | 278/1563 [00:19<01:31, 14.11it/s]
 18%|█▊        | 280/1563 [00:19<01:30, 14.18it/s]
 18%|█▊        | 282/1563 [00:20<01:30, 14.21it/s]
 18%|█▊        | 284/1563 [00:20<01:30, 14.16it/s]
 18%|█▊        | 286/1563 [00:20<01:29, 14.20it/s]
 18%|█▊        | 288/1563 [00:20<01:30, 14.15it/s]
 19%|█▊        | 290/1563 [00:20<01:29, 14.21it/s]
 19%|█▊        | 292/1563 [00:20<01:29, 14.12it/s]
 19%|█▉        | 294/1563 [00:20<01:29, 14.17it/s]
 19%|█▉        | 296/1563 [00:21<01:29, 14.19it/s]
 19%|█▉        | 298/1563 [00:21<01:29, 14.21it/s]
 19%|█▉        | 300/1563 [00:21<01:29, 14.17it/s]
 19%|█▉        | 302/1563 [00:21<01:28, 14.17it/s]
 19%|█▉        | 304/1563 [00:21<01:29, 14.14it/s]
 20%|█▉        | 306/1563 [00:21<01:28, 14.15it/s]
 20%|█▉        | 308/1563 [00:21<01:28, 14.12it/s]
 20%|█▉        | 310/1563 [00:21<01:28, 14.20it/s]
 20%|█▉        | 312/1563 [00:22<01:28, 14.19it/s]
 20%|██        | 314/1563 [00:22<01:28, 14.18it/s]
 20%|██        | 316/1563 [00:22<01:28, 14.16it/s]
 20%|██        | 318/1563 [00:22<01:27, 14.17it/s]
 20%|██        | 320/1563 [00:22<01:27, 14.16it/s]
 21%|██        | 322/1563 [00:22<01:28, 14.08it/s]
 21%|██        | 324/1563 [00:22<01:27, 14.15it/s]
 21%|██        | 326/1563 [00:23<01:27, 14.07it/s]
 21%|██        | 328/1563 [00:23<01:27, 14.09it/s]
 21%|██        | 330/1563 [00:23<01:27, 14.14it/s]
 21%|██        | 332/1563 [00:23<01:27, 14.10it/s]
 21%|██▏       | 334/1563 [00:23<01:27, 14.10it/s]
 21%|██▏       | 336/1563 [00:23<01:27, 14.05it/s]
 22%|██▏       | 338/1563 [00:23<01:26, 14.09it/s]
 22%|██▏       | 340/1563 [00:24<01:26, 14.10it/s]
 22%|██▏       | 342/1563 [00:24<01:26, 14.14it/s]
 22%|██▏       | 344/1563 [00:24<01:26, 14.15it/s]
 22%|██▏       | 346/1563 [00:24<01:26, 14.10it/s]
 22%|██▏       | 348/1563 [00:24<01:26, 14.11it/s]
 22%|██▏       | 350/1563 [00:24<01:26, 14.09it/s]
 23%|██▎       | 352/1563 [00:24<01:25, 14.13it/s]
 23%|██▎       | 354/1563 [00:25<01:25, 14.15it/s]
 23%|██▎       | 356/1563 [00:25<01:25, 14.17it/s]
 23%|██▎       | 358/1563 [00:25<01:24, 14.19it/s]
 23%|██▎       | 360/1563 [00:25<01:24, 14.17it/s]
 23%|██▎       | 362/1563 [00:25<01:24, 14.16it/s]
 23%|██▎       | 364/1563 [00:25<01:24, 14.18it/s]
 23%|██▎       | 366/1563 [00:25<01:24, 14.20it/s]
 24%|██▎       | 368/1563 [00:26<01:24, 14.14it/s]
 24%|██▎       | 370/1563 [00:26<01:24, 14.12it/s]
 24%|██▍       | 372/1563 [00:26<01:24, 14.13it/s]
 24%|██▍       | 374/1563 [00:26<01:23, 14.17it/s]
 24%|██▍       | 376/1563 [00:26<01:23, 14.16it/s]
 24%|██▍       | 378/1563 [00:26<01:23, 14.17it/s]
 24%|██▍       | 380/1563 [00:26<01:23, 14.13it/s]
 24%|██▍       | 382/1563 [00:27<01:23, 14.14it/s]
 25%|██▍       | 384/1563 [00:27<01:23, 14.11it/s]
 25%|██▍       | 386/1563 [00:27<01:23, 14.13it/s]
 25%|██▍       | 388/1563 [00:27<01:23, 14.13it/s]
 25%|██▍       | 390/1563 [00:27<01:23, 14.12it/s]
 25%|██▌       | 392/1563 [00:27<01:22, 14.22it/s]
 25%|██▌       | 394/1563 [00:27<01:22, 14.21it/s]
 25%|██▌       | 396/1563 [00:28<01:22, 14.19it/s]
 25%|██▌       | 398/1563 [00:28<01:21, 14.23it/s]
 26%|██▌       | 400/1563 [00:28<01:21, 14.21it/s]
 26%|██▌       | 402/1563 [00:28<01:22, 14.15it/s]
 26%|██▌       | 404/1563 [00:28<01:22, 14.09it/s]
 26%|██▌       | 406/1563 [00:28<01:22, 14.04it/s]
 26%|██▌       | 408/1563 [00:28<01:21, 14.11it/s]
 26%|██▌       | 410/1563 [00:29<01:21, 14.10it/s]
 26%|██▋       | 412/1563 [00:29<01:21, 14.10it/s]
 26%|██▋       | 414/1563 [00:29<01:21, 14.06it/s]
 27%|██▋       | 416/1563 [00:29<01:21, 14.14it/s]
 27%|██▋       | 418/1563 [00:29<01:21, 14.09it/s]
 27%|██▋       | 420/1563 [00:29<01:21, 14.11it/s]
 27%|██▋       | 422/1563 [00:29<01:20, 14.16it/s]
 27%|██▋       | 424/1563 [00:30<01:20, 14.13it/s]
 27%|██▋       | 426/1563 [00:30<01:20, 14.16it/s]
 27%|██▋       | 428/1563 [00:30<01:20, 14.10it/s]
 28%|██▊       | 430/1563 [00:30<01:20, 14.09it/s]
 28%|██▊       | 432/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 434/1563 [00:30<01:19, 14.13it/s]
 28%|██▊       | 436/1563 [00:30<01:19, 14.12it/s]
 28%|██▊       | 438/1563 [00:31<01:19, 14.14it/s]
 28%|██▊       | 440/1563 [00:31<01:19, 14.08it/s]
 28%|██▊       | 442/1563 [00:31<01:19, 14.09it/s]
 28%|██▊       | 444/1563 [00:31<01:19, 14.13it/s]
 29%|██▊       | 446/1563 [00:31<01:18, 14.16it/s]
 29%|██▊       | 448/1563 [00:31<01:18, 14.14it/s]
 29%|██▉       | 450/1563 [00:31<01:18, 14.18it/s]
 29%|██▉       | 452/1563 [00:32<01:18, 14.11it/s]
 29%|██▉       | 454/1563 [00:32<01:18, 14.16it/s]
 29%|██▉       | 456/1563 [00:32<01:18, 14.16it/s]
 29%|██▉       | 458/1563 [00:32<01:18, 14.11it/s]
 29%|██▉       | 460/1563 [00:32<01:18, 14.13it/s]
 30%|██▉       | 462/1563 [00:32<01:18, 14.10it/s]
 30%|██▉       | 464/1563 [00:32<01:17, 14.10it/s]
 30%|██▉       | 466/1563 [00:33<01:17, 14.10it/s]
 30%|██▉       | 468/1563 [00:33<01:17, 14.13it/s]
 30%|███       | 470/1563 [00:33<01:17, 14.09it/s]
 30%|███       | 472/1563 [00:33<01:17, 14.13it/s]
 30%|███       | 474/1563 [00:33<01:17, 14.12it/s]
 30%|███       | 476/1563 [00:33<01:17, 14.04it/s]
 31%|███       | 478/1563 [00:33<01:17, 14.04it/s]
 31%|███       | 480/1563 [00:34<01:16, 14.09it/s]
 31%|███       | 482/1563 [00:34<01:17, 14.01it/s]
 31%|███       | 484/1563 [00:34<01:16, 14.04it/s]
 31%|███       | 486/1563 [00:34<01:16, 14.10it/s]
 31%|███       | 488/1563 [00:34<01:16, 14.12it/s]
 31%|███▏      | 490/1563 [00:34<01:15, 14.13it/s]
 31%|███▏      | 492/1563 [00:34<01:15, 14.14it/s]
 32%|███▏      | 494/1563 [00:35<01:15, 14.14it/s]
 32%|███▏      | 496/1563 [00:35<01:15, 14.13it/s]
 32%|███▏      | 498/1563 [00:35<01:15, 14.16it/s]
 32%|███▏      | 500/1563 [00:35<01:15, 14.10it/s]
 32%|███▏      | 502/1563 [00:35<01:14, 14.18it/s]
 32%|███▏      | 504/1563 [00:35<01:14, 14.14it/s]
 32%|███▏      | 506/1563 [00:35<01:14, 14.16it/s]
 33%|███▎      | 508/1563 [00:36<01:14, 14.19it/s]
 33%|███▎      | 510/1563 [00:36<01:14, 14.18it/s]
 33%|███▎      | 512/1563 [00:36<01:14, 14.19it/s]
 33%|███▎      | 514/1563 [00:36<01:14, 14.15it/s]
 33%|███▎      | 516/1563 [00:36<01:14, 14.14it/s]
 33%|███▎      | 518/1563 [00:36<01:13, 14.17it/s]
 33%|███▎      | 520/1563 [00:36<01:13, 14.13it/s]
 33%|███▎      | 522/1563 [00:37<01:13, 14.13it/s]
 34%|███▎      | 524/1563 [00:37<01:13, 14.16it/s]
 34%|███▎      | 526/1563 [00:37<01:13, 14.11it/s]
 34%|███▍      | 528/1563 [00:37<01:13, 14.18it/s]
 34%|███▍      | 530/1563 [00:37<01:13, 14.13it/s]
 34%|███▍      | 532/1563 [00:37<01:12, 14.15it/s]
 34%|███▍      | 534/1563 [00:37<01:13, 14.09it/s]
 34%|███▍      | 536/1563 [00:37<01:12, 14.16it/s]
 34%|███▍      | 538/1563 [00:38<01:12, 14.19it/s]
 35%|███▍      | 540/1563 [00:38<01:12, 14.18it/s]
 35%|███▍      | 542/1563 [00:38<01:11, 14.19it/s]
 35%|███▍      | 544/1563 [00:38<01:12, 14.11it/s]
 35%|███▍      | 546/1563 [00:38<01:12, 14.12it/s]
 35%|███▌      | 548/1563 [00:38<01:11, 14.12it/s]
 35%|███▌      | 550/1563 [00:38<01:11, 14.11it/s]
 35%|███▌      | 552/1563 [00:39<01:11, 14.09it/s]
 35%|███▌      | 554/1563 [00:39<01:11, 14.11it/s]
 36%|███▌      | 556/1563 [00:39<01:11, 14.11it/s]
 36%|███▌      | 558/1563 [00:39<01:11, 14.09it/s]
 36%|███▌      | 560/1563 [00:39<01:11, 14.07it/s]
 36%|███▌      | 562/1563 [00:39<01:11, 14.09it/s]
 36%|███▌      | 564/1563 [00:39<01:10, 14.17it/s]
 36%|███▌      | 566/1563 [00:40<01:10, 14.16it/s]
 36%|███▋      | 568/1563 [00:40<01:10, 14.15it/s]
 36%|███▋      | 570/1563 [00:40<01:10, 14.12it/s]
 37%|███▋      | 572/1563 [00:40<01:10, 14.10it/s]
 37%|███▋      | 574/1563 [00:40<01:10, 14.13it/s]
 37%|███▋      | 576/1563 [00:40<01:09, 14.12it/s]
 37%|███▋      | 578/1563 [00:40<01:09, 14.09it/s]
 37%|███▋      | 580/1563 [00:41<01:09, 14.17it/s]
 37%|███▋      | 582/1563 [00:41<01:08, 14.24it/s]
 37%|███▋      | 584/1563 [00:41<01:09, 14.16it/s]
 37%|███▋      | 586/1563 [00:41<01:08, 14.18it/s]
 38%|███▊      | 588/1563 [00:41<01:08, 14.15it/s]
 38%|███▊      | 590/1563 [00:41<01:08, 14.18it/s]
 38%|███▊      | 592/1563 [00:41<01:08, 14.18it/s]
 38%|███▊      | 594/1563 [00:42<01:08, 14.16it/s]
 38%|███▊      | 596/1563 [00:42<01:08, 14.14it/s]
 38%|███▊      | 598/1563 [00:42<01:08, 14.11it/s]
 38%|███▊      | 600/1563 [00:42<01:08, 14.07it/s]
 39%|███▊      | 602/1563 [00:42<01:08, 14.07it/s]
 39%|███▊      | 604/1563 [00:42<01:08, 14.07it/s]
 39%|███▉      | 606/1563 [00:42<01:07, 14.08it/s]
 39%|███▉      | 608/1563 [00:43<01:07, 14.11it/s]
 39%|███▉      | 610/1563 [00:43<01:07, 14.17it/s]
 39%|███▉      | 612/1563 [00:43<01:07, 14.13it/s]
 39%|███▉      | 614/1563 [00:43<01:06, 14.21it/s]
 39%|███▉      | 616/1563 [00:43<01:06, 14.15it/s]
 40%|███▉      | 618/1563 [00:43<01:06, 14.18it/s]
 40%|███▉      | 620/1563 [00:43<01:06, 14.15it/s]
 40%|███▉      | 622/1563 [00:44<01:06, 14.24it/s]
 40%|███▉      | 624/1563 [00:44<01:06, 14.17it/s]
 40%|████      | 626/1563 [00:44<01:06, 14.13it/s]
 40%|████      | 628/1563 [00:44<01:06, 14.10it/s]
 40%|████      | 630/1563 [00:44<01:06, 14.09it/s]
 40%|████      | 632/1563 [00:44<01:06, 14.10it/s]
 41%|████      | 634/1563 [00:44<01:05, 14.14it/s]
 41%|████      | 636/1563 [00:45<01:05, 14.12it/s]
 41%|████      | 638/1563 [00:45<01:05, 14.11it/s]
 41%|████      | 640/1563 [00:45<01:05, 14.18it/s]
 41%|████      | 642/1563 [00:45<01:05, 14.07it/s]
 41%|████      | 644/1563 [00:45<01:05, 14.13it/s]
 41%|████▏     | 646/1563 [00:45<01:04, 14.15it/s]
 41%|████▏     | 648/1563 [00:45<01:04, 14.14it/s]
 42%|████▏     | 650/1563 [00:46<01:04, 14.19it/s]
 42%|████▏     | 652/1563 [00:46<01:04, 14.17it/s]
 42%|████▏     | 654/1563 [00:46<01:04, 14.20it/s]
 42%|████▏     | 656/1563 [00:46<01:04, 14.16it/s]
 42%|████▏     | 658/1563 [00:46<01:03, 14.20it/s]
 42%|████▏     | 660/1563 [00:46<01:03, 14.20it/s]
 42%|████▏     | 662/1563 [00:46<01:03, 14.20it/s]
 42%|████▏     | 664/1563 [00:47<01:03, 14.19it/s]
 43%|████▎     | 666/1563 [00:47<01:03, 14.17it/s]
 43%|████▎     | 668/1563 [00:47<01:03, 14.17it/s]
 43%|████▎     | 670/1563 [00:47<01:03, 14.14it/s]
 43%|████▎     | 672/1563 [00:47<01:03, 14.10it/s]
 43%|████▎     | 674/1563 [00:47<01:02, 14.19it/s]
 43%|████▎     | 676/1563 [00:47<01:02, 14.18it/s]
 43%|████▎     | 678/1563 [00:48<01:02, 14.14it/s]
 44%|████▎     | 680/1563 [00:48<01:02, 14.11it/s]
 44%|████▎     | 682/1563 [00:48<01:02, 14.19it/s]
 44%|████▍     | 684/1563 [00:48<01:02, 14.16it/s]
 44%|████▍     | 686/1563 [00:48<01:02, 14.09it/s]
 44%|████▍     | 688/1563 [00:48<01:02, 14.07it/s]
 44%|████▍     | 690/1563 [00:48<01:01, 14.13it/s]
 44%|████▍     | 692/1563 [00:49<01:01, 14.12it/s]
 44%|████▍     | 694/1563 [00:49<01:01, 14.12it/s]
 45%|████▍     | 696/1563 [00:49<01:01, 14.16it/s]
 45%|████▍     | 698/1563 [00:49<01:01, 14.12it/s]
 45%|████▍     | 700/1563 [00:49<01:01, 14.12it/s]
 45%|████▍     | 702/1563 [00:49<01:00, 14.14it/s]
 45%|████▌     | 704/1563 [00:49<01:00, 14.13it/s]
 45%|████▌     | 706/1563 [00:50<01:00, 14.11it/s]
 45%|████▌     | 708/1563 [00:50<01:00, 14.06it/s]
 45%|████▌     | 710/1563 [00:50<01:00, 14.15it/s]
 46%|████▌     | 712/1563 [00:50<01:00, 14.12it/s]
 46%|████▌     | 714/1563 [00:50<01:00, 14.13it/s]
 46%|████▌     | 716/1563 [00:50<00:59, 14.17it/s]
 46%|████▌     | 718/1563 [00:50<00:59, 14.11it/s]
 46%|████▌     | 720/1563 [00:51<00:59, 14.15it/s]
 46%|████▌     | 722/1563 [00:51<00:59, 14.14it/s]
 46%|████▋     | 724/1563 [00:51<00:59, 14.12it/s]
 46%|████▋     | 726/1563 [00:51<00:59, 14.16it/s]
 47%|████▋     | 728/1563 [00:51<00:59, 14.14it/s]
 47%|████▋     | 730/1563 [00:51<00:58, 14.13it/s]
 47%|████▋     | 732/1563 [00:51<00:58, 14.16it/s]
 47%|████▋     | 734/1563 [00:51<00:58, 14.16it/s]
 47%|████▋     | 736/1563 [00:52<00:58, 14.12it/s]
 47%|████▋     | 738/1563 [00:52<00:58, 14.12it/s]
 47%|████▋     | 740/1563 [00:52<00:58, 14.10it/s]
 47%|████▋     | 742/1563 [00:52<00:58, 14.12it/s]
 48%|████▊     | 744/1563 [00:52<00:58, 14.11it/s]
 48%|████▊     | 746/1563 [00:52<00:57, 14.14it/s]
 48%|████▊     | 748/1563 [00:52<00:57, 14.12it/s]
 48%|████▊     | 750/1563 [00:53<00:57, 14.18it/s]
 48%|████▊     | 752/1563 [00:53<00:57, 14.13it/s]
 48%|████▊     | 754/1563 [00:53<00:57, 14.10it/s]
 48%|████▊     | 756/1563 [00:53<00:57, 14.12it/s]
 48%|████▊     | 758/1563 [00:53<00:56, 14.15it/s]
 49%|████▊     | 760/1563 [00:53<00:56, 14.10it/s]
 49%|████▉     | 762/1563 [00:53<00:56, 14.10it/s]
 49%|████▉     | 764/1563 [00:54<00:56, 14.17it/s]
 49%|████▉     | 766/1563 [00:54<00:56, 14.13it/s]
 49%|████▉     | 768/1563 [00:54<00:56, 14.15it/s]
 49%|████▉     | 770/1563 [00:54<00:56, 14.12it/s]
 49%|████▉     | 772/1563 [00:54<00:56, 14.09it/s]
 50%|████▉     | 774/1563 [00:54<00:55, 14.16it/s]
 50%|████▉     | 776/1563 [00:54<00:55, 14.18it/s]
 50%|████▉     | 778/1563 [00:55<00:55, 14.12it/s]
 50%|████▉     | 780/1563 [00:55<00:55, 14.12it/s]
 50%|█████     | 782/1563 [00:55<00:55, 14.12it/s]
 50%|█████     | 784/1563 [00:55<00:55, 14.16it/s]
 50%|█████     | 786/1563 [00:55<00:55, 14.11it/s]
 50%|█████     | 788/1563 [00:55<00:54, 14.11it/s]
 51%|█████     | 790/1563 [00:55<00:54, 14.16it/s]
 51%|█████     | 792/1563 [00:56<00:54, 14.14it/s]
 51%|█████     | 794/1563 [00:56<00:54, 14.14it/s]
 51%|█████     | 796/1563 [00:56<00:54, 14.13it/s]
 51%|█████     | 798/1563 [00:56<00:54, 14.13it/s]
 51%|█████     | 800/1563 [00:56<00:53, 14.13it/s]
 51%|█████▏    | 802/1563 [00:56<00:54, 14.08it/s]
 51%|█████▏    | 804/1563 [00:56<00:53, 14.13it/s]
 52%|█████▏    | 806/1563 [00:57<00:53, 14.17it/s]
 52%|█████▏    | 808/1563 [00:57<00:53, 14.15it/s]
 52%|█████▏    | 810/1563 [00:57<00:53, 14.16it/s]
 52%|█████▏    | 812/1563 [00:57<00:52, 14.17it/s]
 52%|█████▏    | 814/1563 [00:57<00:52, 14.20it/s]
 52%|█████▏    | 816/1563 [00:57<00:52, 14.22it/s]
 52%|█████▏    | 818/1563 [00:57<00:52, 14.22it/s]
 52%|█████▏    | 820/1563 [00:58<00:52, 14.16it/s]
 53%|█████▎    | 822/1563 [00:58<00:52, 14.15it/s]
 53%|█████▎    | 824/1563 [00:58<00:52, 14.15it/s]
 53%|█████▎    | 826/1563 [00:58<00:52, 14.13it/s]
 53%|█████▎    | 828/1563 [00:58<00:52, 14.13it/s]
 53%|█████▎    | 830/1563 [00:58<00:51, 14.14it/s]
 53%|█████▎    | 832/1563 [00:58<00:51, 14.18it/s]
 53%|█████▎    | 834/1563 [00:59<00:51, 14.10it/s]
 53%|█████▎    | 836/1563 [00:59<00:51, 14.11it/s]
 54%|█████▎    | 838/1563 [00:59<00:51, 14.18it/s]
 54%|█████▎    | 840/1563 [00:59<00:51, 14.14it/s]
 54%|█████▍    | 842/1563 [00:59<00:50, 14.19it/s]
 54%|█████▍    | 844/1563 [00:59<00:50, 14.18it/s]
 54%|█████▍    | 846/1563 [00:59<00:50, 14.19it/s]
 54%|█████▍    | 848/1563 [01:00<00:50, 14.24it/s]
 54%|█████▍    | 850/1563 [01:00<00:50, 14.14it/s]
 55%|█████▍    | 852/1563 [01:00<00:50, 14.20it/s]
 55%|█████▍    | 854/1563 [01:00<00:50, 14.16it/s]
 55%|█████▍    | 856/1563 [01:00<00:49, 14.18it/s]
 55%|█████▍    | 858/1563 [01:00<00:49, 14.19it/s]
 55%|█████▌    | 860/1563 [01:00<00:49, 14.24it/s]
 55%|█████▌    | 862/1563 [01:01<00:49, 14.21it/s]
 55%|█████▌    | 864/1563 [01:01<00:49, 14.14it/s]
 55%|█████▌    | 866/1563 [01:01<00:49, 14.13it/s]
 56%|█████▌    | 868/1563 [01:01<00:49, 14.13it/s]
 56%|█████▌    | 870/1563 [01:01<00:49, 14.13it/s]
 56%|█████▌    | 872/1563 [01:01<00:48, 14.18it/s]
 56%|█████▌    | 874/1563 [01:01<00:48, 14.13it/s]
 56%|█████▌    | 876/1563 [01:02<00:48, 14.16it/s]
 56%|█████▌    | 878/1563 [01:02<00:48, 14.14it/s]
 56%|█████▋    | 880/1563 [01:02<00:48, 14.15it/s]
 56%|█████▋    | 882/1563 [01:02<00:48, 14.16it/s]
 57%|█████▋    | 884/1563 [01:02<00:48, 14.12it/s]
 57%|█████▋    | 886/1563 [01:02<00:47, 14.13it/s]
 57%|█████▋    | 888/1563 [01:02<00:47, 14.13it/s]
 57%|█████▋    | 890/1563 [01:03<00:47, 14.16it/s]
 57%|█████▋    | 892/1563 [01:03<00:47, 14.14it/s]
 57%|█████▋    | 894/1563 [01:03<00:47, 14.15it/s]
 57%|█████▋    | 896/1563 [01:03<00:47, 14.17it/s]
 57%|█████▋    | 898/1563 [01:03<00:46, 14.16it/s]
 58%|█████▊    | 900/1563 [01:03<00:46, 14.12it/s]
 58%|█████▊    | 902/1563 [01:03<00:46, 14.16it/s]
 58%|█████▊    | 904/1563 [01:04<00:46, 14.13it/s]
 58%|█████▊    | 906/1563 [01:04<00:46, 14.13it/s]
 58%|█████▊    | 908/1563 [01:04<00:46, 14.15it/s]
 58%|█████▊    | 910/1563 [01:04<00:46, 14.12it/s]
 58%|█████▊    | 912/1563 [01:04<00:46, 14.11it/s]
 58%|█████▊    | 914/1563 [01:04<00:45, 14.18it/s]
 59%|█████▊    | 916/1563 [01:04<00:45, 14.16it/s]
 59%|█████▊    | 918/1563 [01:05<00:45, 14.15it/s]
 59%|█████▉    | 920/1563 [01:05<00:45, 14.17it/s]
 59%|█████▉    | 922/1563 [01:05<00:45, 14.12it/s]
 59%|█████▉    | 924/1563 [01:05<00:45, 14.16it/s]
 59%|█████▉    | 926/1563 [01:05<00:44, 14.18it/s]
 59%|█████▉    | 928/1563 [01:05<00:44, 14.17it/s]
 60%|█████▉    | 930/1563 [01:05<00:44, 14.14it/s]
 60%|█████▉    | 932/1563 [01:05<00:44, 14.16it/s]
 60%|█████▉    | 934/1563 [01:06<00:44, 14.12it/s]
 60%|█████▉    | 936/1563 [01:06<00:44, 14.13it/s]
 60%|██████    | 938/1563 [01:06<00:44, 14.10it/s]
 60%|██████    | 940/1563 [01:06<00:44, 14.10it/s]
 60%|██████    | 942/1563 [01:06<00:43, 14.14it/s]
 60%|██████    | 944/1563 [01:06<00:43, 14.09it/s]
 61%|██████    | 946/1563 [01:06<00:43, 14.09it/s]
 61%|██████    | 948/1563 [01:07<00:43, 14.14it/s]
 61%|██████    | 950/1563 [01:07<00:43, 14.12it/s]
 61%|██████    | 952/1563 [01:07<00:43, 14.11it/s]
 61%|██████    | 954/1563 [01:07<00:43, 14.13it/s]
 61%|██████    | 956/1563 [01:07<00:42, 14.14it/s]
 61%|██████▏   | 958/1563 [01:07<00:42, 14.12it/s]
 61%|██████▏   | 960/1563 [01:07<00:42, 14.13it/s]
 62%|██████▏   | 962/1563 [01:08<00:42, 14.13it/s]
 62%|██████▏   | 964/1563 [01:08<00:42, 14.01it/s]
 62%|██████▏   | 966/1563 [01:08<00:42, 14.05it/s]
 62%|██████▏   | 968/1563 [01:08<00:42, 14.13it/s]
 62%|██████▏   | 970/1563 [01:08<00:42, 14.08it/s]
 62%|██████▏   | 972/1563 [01:08<00:41, 14.14it/s]
 62%|██████▏   | 974/1563 [01:08<00:41, 14.09it/s]
 62%|██████▏   | 976/1563 [01:09<00:41, 14.11it/s]
 63%|██████▎   | 978/1563 [01:09<00:41, 14.13it/s]
 63%|██████▎   | 980/1563 [01:09<00:41, 14.11it/s]
 63%|██████▎   | 982/1563 [01:09<00:41, 14.11it/s]
 63%|██████▎   | 984/1563 [01:09<00:40, 14.13it/s]
 63%|██████▎   | 986/1563 [01:09<00:40, 14.15it/s]
 63%|██████▎   | 988/1563 [01:09<00:40, 14.18it/s]
 63%|██████▎   | 990/1563 [01:10<00:40, 14.12it/s]
 63%|██████▎   | 992/1563 [01:10<00:40, 14.11it/s]
 64%|██████▎   | 994/1563 [01:10<00:40, 14.06it/s]
 64%|██████▎   | 996/1563 [01:10<00:40, 14.11it/s]
 64%|██████▍   | 998/1563 [01:10<00:40, 14.10it/s]
 64%|██████▍   | 1000/1563 [01:10<00:40, 14.05it/s]
 64%|██████▍   | 1002/1563 [01:10<00:39, 14.11it/s]
 64%|██████▍   | 1004/1563 [01:11<00:39, 14.07it/s]
 64%|██████▍   | 1006/1563 [01:11<00:39, 14.17it/s]
 64%|██████▍   | 1008/1563 [01:11<00:39, 14.12it/s]
 65%|██████▍   | 1010/1563 [01:11<00:39, 14.08it/s]
 65%|██████▍   | 1012/1563 [01:11<00:39, 14.13it/s]
 65%|██████▍   | 1014/1563 [01:11<00:38, 14.12it/s]
 65%|██████▌   | 1016/1563 [01:11<00:38, 14.19it/s]
 65%|██████▌   | 1018/1563 [01:12<00:38, 14.20it/s]
 65%|██████▌   | 1020/1563 [01:12<00:38, 14.21it/s]
 65%|██████▌   | 1022/1563 [01:12<00:38, 14.18it/s]
 66%|██████▌   | 1024/1563 [01:12<00:38, 14.12it/s]
 66%|██████▌   | 1026/1563 [01:12<00:38, 14.12it/s]
 66%|██████▌   | 1028/1563 [01:12<00:37, 14.11it/s]
 66%|██████▌   | 1030/1563 [01:12<00:37, 14.12it/s]
 66%|██████▌   | 1032/1563 [01:13<00:37, 14.11it/s]
 66%|██████▌   | 1034/1563 [01:13<00:37, 14.11it/s]
 66%|██████▋   | 1036/1563 [01:13<00:37, 14.11it/s]
 66%|██████▋   | 1038/1563 [01:13<00:37, 14.11it/s]
 67%|██████▋   | 1040/1563 [01:13<00:37, 14.12it/s]
 67%|██████▋   | 1042/1563 [01:13<00:37, 14.06it/s]
 67%|██████▋   | 1044/1563 [01:13<00:36, 14.12it/s]
 67%|██████▋   | 1046/1563 [01:14<00:36, 14.16it/s]
 67%|██████▋   | 1048/1563 [01:14<00:36, 14.12it/s]
 67%|██████▋   | 1050/1563 [01:14<00:36, 14.11it/s]
 67%|██████▋   | 1052/1563 [01:14<00:36, 14.09it/s]
 67%|██████▋   | 1054/1563 [01:14<00:36, 14.08it/s]
 68%|██████▊   | 1056/1563 [01:14<00:35, 14.13it/s]
 68%|██████▊   | 1058/1563 [01:14<00:35, 14.09it/s]
 68%|██████▊   | 1060/1563 [01:15<00:35, 14.08it/s]
 68%|██████▊   | 1062/1563 [01:15<00:35, 14.10it/s]
 68%|██████▊   | 1064/1563 [01:15<00:35, 14.16it/s]
 68%|██████▊   | 1066/1563 [01:15<00:35, 14.18it/s]
 68%|██████▊   | 1068/1563 [01:15<00:35, 14.13it/s]
 68%|██████▊   | 1070/1563 [01:15<00:34, 14.15it/s]
 69%|██████▊   | 1072/1563 [01:15<00:34, 14.18it/s]
 69%|██████▊   | 1074/1563 [01:16<00:34, 14.15it/s]
 69%|██████▉   | 1076/1563 [01:16<00:34, 14.17it/s]
 69%|██████▉   | 1078/1563 [01:16<00:34, 14.17it/s]
 69%|██████▉   | 1080/1563 [01:16<00:34, 14.11it/s]
 69%|██████▉   | 1082/1563 [01:16<00:34, 14.08it/s]
 69%|██████▉   | 1084/1563 [01:16<00:33, 14.12it/s]
 69%|██████▉   | 1086/1563 [01:16<00:33, 14.10it/s]
 70%|██████▉   | 1088/1563 [01:17<00:33, 14.15it/s]
 70%|██████▉   | 1090/1563 [01:17<00:33, 14.09it/s]
 70%|██████▉   | 1092/1563 [01:17<00:33, 14.11it/s]
 70%|██████▉   | 1094/1563 [01:17<00:33, 14.12it/s]
 70%|███████   | 1096/1563 [01:17<00:33, 14.13it/s]
 70%|███████   | 1098/1563 [01:17<00:32, 14.15it/s]
 70%|███████   | 1100/1563 [01:17<00:32, 14.13it/s]
 71%|███████   | 1102/1563 [01:18<00:32, 14.12it/s]
 71%|███████   | 1104/1563 [01:18<00:32, 14.15it/s]
 71%|███████   | 1106/1563 [01:18<00:32, 14.15it/s]
 71%|███████   | 1108/1563 [01:18<00:32, 14.19it/s]
 71%|███████   | 1110/1563 [01:18<00:32, 14.13it/s]
 71%|███████   | 1112/1563 [01:18<00:31, 14.19it/s]
 71%|███████▏  | 1114/1563 [01:18<00:31, 14.17it/s]
 71%|███████▏  | 1116/1563 [01:19<00:31, 14.15it/s]
 72%|███████▏  | 1118/1563 [01:19<00:31, 14.17it/s]
 72%|███████▏  | 1120/1563 [01:19<00:31, 14.20it/s]
 72%|███████▏  | 1122/1563 [01:19<00:31, 14.19it/s]
 72%|███████▏  | 1124/1563 [01:19<00:31, 14.05it/s]
 72%|███████▏  | 1126/1563 [01:19<00:31, 14.09it/s]
 72%|███████▏  | 1128/1563 [01:19<00:30, 14.12it/s]
 72%|███████▏  | 1130/1563 [01:20<00:30, 14.15it/s]
 72%|███████▏  | 1132/1563 [01:20<00:30, 14.15it/s]
 73%|███████▎  | 1134/1563 [01:20<00:30, 14.18it/s]
 73%|███████▎  | 1136/1563 [01:20<00:30, 14.13it/s]
 73%|███████▎  | 1138/1563 [01:20<00:30, 14.15it/s]
 73%|███████▎  | 1140/1563 [01:20<00:29, 14.17it/s]
 73%|███████▎  | 1142/1563 [01:20<00:29, 14.10it/s]
 73%|███████▎  | 1144/1563 [01:21<00:29, 14.06it/s]
 73%|███████▎  | 1146/1563 [01:21<00:29, 14.06it/s]
 73%|███████▎  | 1148/1563 [01:21<00:29, 14.09it/s]
 74%|███████▎  | 1150/1563 [01:21<00:29, 14.11it/s]
 74%|███████▎  | 1152/1563 [01:21<00:28, 14.17it/s]
 74%|███████▍  | 1154/1563 [01:21<00:28, 14.14it/s]
 74%|███████▍  | 1156/1563 [01:21<00:28, 14.12it/s]
 74%|███████▍  | 1158/1563 [01:21<00:28, 14.20it/s]
 74%|███████▍  | 1160/1563 [01:22<00:28, 14.12it/s]
 74%|███████▍  | 1162/1563 [01:22<00:28, 14.11it/s]
 74%|███████▍  | 1164/1563 [01:22<00:28, 14.13it/s]
 75%|███████▍  | 1166/1563 [01:22<00:28, 14.12it/s]
 75%|███████▍  | 1168/1563 [01:22<00:27, 14.17it/s]
 75%|███████▍  | 1170/1563 [01:22<00:27, 14.08it/s]
 75%|███████▍  | 1172/1563 [01:22<00:27, 14.13it/s]
 75%|███████▌  | 1174/1563 [01:23<00:27, 14.08it/s]
 75%|███████▌  | 1176/1563 [01:23<00:27, 14.12it/s]
 75%|███████▌  | 1178/1563 [01:23<00:27, 14.11it/s]
 75%|███████▌  | 1180/1563 [01:23<00:27, 14.15it/s]
 76%|███████▌  | 1182/1563 [01:23<00:26, 14.18it/s]
 76%|███████▌  | 1184/1563 [01:23<00:26, 14.13it/s]
 76%|███████▌  | 1186/1563 [01:23<00:26, 14.18it/s]
 76%|███████▌  | 1188/1563 [01:24<00:26, 14.15it/s]
 76%|███████▌  | 1190/1563 [01:24<00:26, 14.17it/s]
 76%|███████▋  | 1192/1563 [01:24<00:26, 14.16it/s]
 76%|███████▋  | 1194/1563 [01:24<00:26, 14.15it/s]
 77%|███████▋  | 1196/1563 [01:24<00:25, 14.20it/s]
 77%|███████▋  | 1198/1563 [01:24<00:25, 14.15it/s]
 77%|███████▋  | 1200/1563 [01:24<00:25, 14.16it/s]
 77%|███████▋  | 1202/1563 [01:25<00:25, 14.12it/s]
 77%|███████▋  | 1204/1563 [01:25<00:25, 14.13it/s]
 77%|███████▋  | 1206/1563 [01:25<00:25, 14.20it/s]
 77%|███████▋  | 1208/1563 [01:25<00:25, 14.14it/s]
 77%|███████▋  | 1210/1563 [01:25<00:24, 14.19it/s]
 78%|███████▊  | 1212/1563 [01:25<00:24, 14.17it/s]
 78%|███████▊  | 1214/1563 [01:25<00:24, 14.19it/s]
 78%|███████▊  | 1216/1563 [01:26<00:24, 14.18it/s]
 78%|███████▊  | 1218/1563 [01:26<00:24, 14.17it/s]
 78%|███████▊  | 1220/1563 [01:26<00:24, 14.15it/s]
 78%|███████▊  | 1222/1563 [01:26<00:24, 14.13it/s]
 78%|███████▊  | 1224/1563 [01:26<00:23, 14.19it/s]
 78%|███████▊  | 1226/1563 [01:26<00:23, 14.18it/s]
 79%|███████▊  | 1228/1563 [01:26<00:23, 14.14it/s]
 79%|███████▊  | 1230/1563 [01:27<00:23, 14.15it/s]
 79%|███████▉  | 1232/1563 [01:27<00:23, 14.07it/s]
 79%|███████▉  | 1234/1563 [01:27<00:23, 14.10it/s]
 79%|███████▉  | 1236/1563 [01:27<00:23, 14.14it/s]
 79%|███████▉  | 1238/1563 [01:27<00:22, 14.14it/s]
 79%|███████▉  | 1240/1563 [01:27<00:22, 14.22it/s]
 79%|███████▉  | 1242/1563 [01:27<00:22, 14.12it/s]
 80%|███████▉  | 1244/1563 [01:28<00:22, 14.13it/s]
 80%|███████▉  | 1246/1563 [01:28<00:22, 14.11it/s]
 80%|███████▉  | 1248/1563 [01:28<00:22, 14.16it/s]
 80%|███████▉  | 1250/1563 [01:28<00:22, 14.15it/s]
 80%|████████  | 1252/1563 [01:28<00:21, 14.15it/s]
 80%|████████  | 1254/1563 [01:28<00:21, 14.16it/s]
 80%|████████  | 1256/1563 [01:28<00:21, 14.10it/s]
 80%|████████  | 1258/1563 [01:29<00:21, 14.09it/s]
 81%|████████  | 1260/1563 [01:29<00:21, 14.13it/s]
 81%|████████  | 1262/1563 [01:29<00:21, 14.13it/s]
 81%|████████  | 1264/1563 [01:29<00:21, 14.13it/s]
 81%|████████  | 1266/1563 [01:29<00:21, 14.12it/s]
 81%|████████  | 1268/1563 [01:29<00:20, 14.16it/s]
 81%|████████▏ | 1270/1563 [01:29<00:20, 14.14it/s]
 81%|████████▏ | 1272/1563 [01:30<00:20, 14.11it/s]
 82%|████████▏ | 1274/1563 [01:30<00:20, 14.14it/s]
 82%|████████▏ | 1276/1563 [01:30<00:20, 14.18it/s]
 82%|████████▏ | 1278/1563 [01:30<00:20, 14.13it/s]
 82%|████████▏ | 1280/1563 [01:30<00:19, 14.15it/s]
 82%|████████▏ | 1282/1563 [01:30<00:19, 14.18it/s]
 82%|████████▏ | 1284/1563 [01:30<00:19, 14.11it/s]
 82%|████████▏ | 1286/1563 [01:31<00:19, 14.11it/s]
 82%|████████▏ | 1288/1563 [01:31<00:19, 14.14it/s]
 83%|████████▎ | 1290/1563 [01:31<00:19, 14.14it/s]
 83%|████████▎ | 1292/1563 [01:31<00:19, 14.15it/s]
 83%|████████▎ | 1294/1563 [01:31<00:18, 14.19it/s]
 83%|████████▎ | 1296/1563 [01:31<00:18, 14.18it/s]
 83%|████████▎ | 1298/1563 [01:31<00:18, 14.17it/s]
 83%|████████▎ | 1300/1563 [01:32<00:18, 14.16it/s]
 83%|████████▎ | 1302/1563 [01:32<00:18, 14.18it/s]
 83%|████████▎ | 1304/1563 [01:32<00:18, 14.16it/s]
 84%|████████▎ | 1306/1563 [01:32<00:18, 14.14it/s]
 84%|████████▎ | 1308/1563 [01:32<00:18, 14.15it/s]
 84%|████████▍ | 1310/1563 [01:32<00:17, 14.10it/s]
 84%|████████▍ | 1312/1563 [01:32<00:17, 14.07it/s]
 84%|████████▍ | 1314/1563 [01:33<00:17, 14.06it/s]
 84%|████████▍ | 1316/1563 [01:33<00:17, 14.15it/s]
 84%|████████▍ | 1318/1563 [01:33<00:17, 14.11it/s]
 84%|████████▍ | 1320/1563 [01:33<00:17, 14.10it/s]
 85%|████████▍ | 1322/1563 [01:33<00:17, 14.09it/s]
 85%|████████▍ | 1324/1563 [01:33<00:16, 14.10it/s]
 85%|████████▍ | 1326/1563 [01:33<00:16, 14.09it/s]
 85%|████████▍ | 1328/1563 [01:34<00:16, 14.11it/s]
 85%|████████▌ | 1330/1563 [01:34<00:16, 14.11it/s]
 85%|████████▌ | 1332/1563 [01:34<00:16, 14.13it/s]
 85%|████████▌ | 1334/1563 [01:34<00:16, 14.07it/s]
 85%|████████▌ | 1336/1563 [01:34<00:16, 14.13it/s]
 86%|████████▌ | 1338/1563 [01:34<00:15, 14.08it/s]
 86%|████████▌ | 1340/1563 [01:34<00:15, 14.07it/s]
 86%|████████▌ | 1342/1563 [01:35<00:15, 14.14it/s]
 86%|████████▌ | 1344/1563 [01:35<00:15, 14.12it/s]
 86%|████████▌ | 1346/1563 [01:35<00:15, 14.16it/s]
 86%|████████▌ | 1348/1563 [01:35<00:15, 14.09it/s]
 86%|████████▋ | 1350/1563 [01:35<00:15, 14.12it/s]
 87%|████████▋ | 1352/1563 [01:35<00:14, 14.15it/s]
 87%|████████▋ | 1354/1563 [01:35<00:14, 14.11it/s]
 87%|████████▋ | 1356/1563 [01:35<00:14, 14.13it/s]
 87%|████████▋ | 1358/1563 [01:36<00:14, 14.13it/s]
 87%|████████▋ | 1360/1563 [01:36<00:14, 14.16it/s]
 87%|████████▋ | 1362/1563 [01:36<00:14, 14.16it/s]
 87%|████████▋ | 1364/1563 [01:36<00:14, 14.08it/s]
 87%|████████▋ | 1366/1563 [01:36<00:13, 14.12it/s]
 88%|████████▊ | 1368/1563 [01:36<00:13, 14.16it/s]
 88%|████████▊ | 1370/1563 [01:36<00:13, 14.17it/s]
 88%|████████▊ | 1372/1563 [01:37<00:13, 14.12it/s]
 88%|████████▊ | 1374/1563 [01:37<00:13, 14.19it/s]
 88%|████████▊ | 1376/1563 [01:37<00:13, 14.14it/s]
 88%|████████▊ | 1378/1563 [01:37<00:13, 14.14it/s]
 88%|████████▊ | 1380/1563 [01:37<00:12, 14.16it/s]
 88%|████████▊ | 1382/1563 [01:37<00:12, 14.14it/s]
 89%|████████▊ | 1384/1563 [01:37<00:12, 14.13it/s]
 89%|████████▊ | 1386/1563 [01:38<00:12, 14.18it/s]
 89%|████████▉ | 1388/1563 [01:38<00:12, 14.13it/s]
 89%|████████▉ | 1390/1563 [01:38<00:12, 14.11it/s]
 89%|████████▉ | 1392/1563 [01:38<00:12, 14.09it/s]
 89%|████████▉ | 1394/1563 [01:38<00:11, 14.15it/s]
 89%|████████▉ | 1396/1563 [01:38<00:11, 14.13it/s]
 89%|████████▉ | 1398/1563 [01:38<00:11, 14.13it/s]
 90%|████████▉ | 1400/1563 [01:39<00:11, 14.13it/s]
 90%|████████▉ | 1402/1563 [01:39<00:11, 14.11it/s]
 90%|████████▉ | 1404/1563 [01:39<00:11, 14.11it/s]
 90%|████████▉ | 1406/1563 [01:39<00:11, 14.10it/s]
 90%|█████████ | 1408/1563 [01:39<00:10, 14.15it/s]
 90%|█████████ | 1410/1563 [01:39<00:10, 14.22it/s]
 90%|█████████ | 1412/1563 [01:39<00:10, 14.18it/s]
 90%|█████████ | 1414/1563 [01:40<00:10, 14.16it/s]
 91%|█████████ | 1416/1563 [01:40<00:10, 14.22it/s]
 91%|█████████ | 1418/1563 [01:40<00:10, 14.18it/s]
 91%|█████████ | 1420/1563 [01:40<00:10, 14.21it/s]
 91%|█████████ | 1422/1563 [01:40<00:09, 14.15it/s]
 91%|█████████ | 1424/1563 [01:40<00:09, 14.19it/s]
 91%|█████████ | 1426/1563 [01:40<00:09, 14.16it/s]
 91%|█████████▏| 1428/1563 [01:41<00:09, 14.15it/s]
 91%|█████████▏| 1430/1563 [01:41<00:09, 14.12it/s]
 92%|█████████▏| 1432/1563 [01:41<00:09, 14.09it/s]
 92%|█████████▏| 1434/1563 [01:41<00:09, 14.13it/s]
 92%|█████████▏| 1436/1563 [01:41<00:09, 14.09it/s]
 92%|█████████▏| 1438/1563 [01:41<00:08, 14.13it/s]
 92%|█████████▏| 1440/1563 [01:41<00:08, 14.10it/s]
 92%|█████████▏| 1442/1563 [01:42<00:08, 14.04it/s]
 92%|█████████▏| 1444/1563 [01:42<00:08, 14.03it/s]
 93%|█████████▎| 1446/1563 [01:42<00:08, 14.07it/s]
 93%|█████████▎| 1448/1563 [01:42<00:08, 14.06it/s]
 93%|█████████▎| 1450/1563 [01:42<00:08, 14.06it/s]
 93%|█████████▎| 1452/1563 [01:42<00:07, 14.11it/s]
 93%|█████████▎| 1454/1563 [01:42<00:07, 14.06it/s]
 93%|█████████▎| 1456/1563 [01:43<00:07, 14.09it/s]
 93%|█████████▎| 1458/1563 [01:43<00:07, 14.11it/s]
 93%|█████████▎| 1460/1563 [01:43<00:07, 14.06it/s]
 94%|█████████▎| 1462/1563 [01:43<00:07, 14.12it/s]
 94%|█████████▎| 1464/1563 [01:43<00:07, 14.13it/s]
 94%|█████████▍| 1466/1563 [01:43<00:06, 14.18it/s]
 94%|█████████▍| 1468/1563 [01:43<00:06, 14.15it/s]
 94%|█████████▍| 1470/1563 [01:44<00:06, 14.12it/s]
 94%|█████████▍| 1472/1563 [01:44<00:06, 14.13it/s]
 94%|█████████▍| 1474/1563 [01:44<00:06, 14.06it/s]
 94%|█████████▍| 1476/1563 [01:44<00:06, 14.10it/s]
 95%|█████████▍| 1478/1563 [01:44<00:06, 14.10it/s]
 95%|█████████▍| 1480/1563 [01:44<00:05, 14.15it/s]
 95%|█████████▍| 1482/1563 [01:44<00:05, 14.12it/s]
 95%|█████████▍| 1484/1563 [01:45<00:05, 14.10it/s]
 95%|█████████▌| 1486/1563 [01:45<00:05, 14.21it/s]
 95%|█████████▌| 1488/1563 [01:45<00:05, 14.16it/s]
 95%|█████████▌| 1490/1563 [01:45<00:05, 14.16it/s]
 95%|█████████▌| 1492/1563 [01:45<00:05, 14.11it/s]
 96%|█████████▌| 1494/1563 [01:45<00:04, 14.16it/s]
 96%|█████████▌| 1496/1563 [01:45<00:04, 14.22it/s]
 96%|█████████▌| 1498/1563 [01:46<00:04, 14.20it/s]
 96%|█████████▌| 1500/1563 [01:46<00:04, 14.19it/s]
 96%|█████████▌| 1502/1563 [01:46<00:04, 14.18it/s]
 96%|█████████▌| 1504/1563 [01:46<00:04, 14.15it/s]
 96%|█████████▋| 1506/1563 [01:46<00:04, 14.16it/s]
 96%|█████████▋| 1508/1563 [01:46<00:03, 14.09it/s]
 97%|█████████▋| 1510/1563 [01:46<00:03, 14.09it/s]
 97%|█████████▋| 1512/1563 [01:47<00:03, 14.09it/s]
 97%|█████████▋| 1514/1563 [01:47<00:03, 14.06it/s]
 97%|█████████▋| 1516/1563 [01:47<00:03, 14.06it/s]
 97%|█████████▋| 1518/1563 [01:47<00:03, 14.13it/s]
 97%|█████████▋| 1520/1563 [01:47<00:03, 14.16it/s]
 97%|█████████▋| 1522/1563 [01:47<00:02, 14.11it/s]
 98%|█████████▊| 1524/1563 [01:47<00:02, 14.07it/s]
 98%|█████████▊| 1526/1563 [01:48<00:02, 14.08it/s]
 98%|█████████▊| 1528/1563 [01:48<00:02, 14.08it/s]
 98%|█████████▊| 1530/1563 [01:48<00:02, 14.15it/s]
 98%|█████████▊| 1532/1563 [01:48<00:02, 14.16it/s]
 98%|█████████▊| 1534/1563 [01:48<00:02, 14.22it/s]
 98%|█████████▊| 1536/1563 [01:48<00:01, 14.13it/s]
 98%|█████████▊| 1538/1563 [01:48<00:01, 14.13it/s]
 99%|█████████▊| 1540/1563 [01:49<00:01, 14.12it/s]
 99%|█████████▊| 1542/1563 [01:49<00:01, 14.13it/s]
 99%|█████████▉| 1544/1563 [01:49<00:01, 14.14it/s]
 99%|█████████▉| 1546/1563 [01:49<00:01, 14.11it/s]
 99%|█████████▉| 1548/1563 [01:49<00:01, 14.20it/s]
 99%|█████████▉| 1550/1563 [01:49<00:00, 14.18it/s]
 99%|█████████▉| 1552/1563 [01:49<00:00, 14.12it/s]
 99%|█████████▉| 1554/1563 [01:50<00:00, 14.14it/s]
100%|█████████▉| 1556/1563 [01:50<00:00, 14.10it/s]
100%|█████████▉| 1558/1563 [01:50<00:00, 14.12it/s]
100%|█████████▉| 1560/1563 [01:50<00:00, 14.11it/s]
100%|█████████▉| 1562/1563 [01:50<00:00, 14.18it/s]
100%|██████████| 1563/1563 [01:50<00:00, 14.13it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  2%|▏         | 3/157 [00:00<00:07, 20.91it/s]
  4%|▍         | 6/157 [00:00<00:07, 21.31it/s]
  6%|▌         | 9/157 [00:00<00:06, 21.31it/s]
  8%|▊         | 12/157 [00:00<00:06, 21.37it/s]
 10%|▉         | 15/157 [00:00<00:06, 21.53it/s]
 11%|█▏        | 18/157 [00:00<00:06, 21.58it/s]
 13%|█▎        | 21/157 [00:00<00:06, 21.57it/s]
 15%|█▌        | 24/157 [00:01<00:06, 21.57it/s]
 17%|█▋        | 27/157 [00:01<00:06, 21.51it/s]
 19%|█▉        | 30/157 [00:01<00:05, 21.41it/s]
 21%|██        | 33/157 [00:01<00:05, 21.43it/s]
 23%|██▎       | 36/157 [00:01<00:05, 21.46it/s]
 25%|██▍       | 39/157 [00:01<00:05, 21.25it/s]
 27%|██▋       | 42/157 [00:01<00:05, 21.06it/s]
 29%|██▊       | 45/157 [00:02<00:05, 20.93it/s]
 31%|███       | 48/157 [00:02<00:05, 20.81it/s]
 32%|███▏      | 51/157 [00:02<00:05, 20.69it/s]
 34%|███▍      | 54/157 [00:02<00:04, 20.73it/s]
 36%|███▋      | 57/157 [00:02<00:04, 20.72it/s]
 38%|███▊      | 60/157 [00:02<00:04, 20.73it/s]
 40%|████      | 63/157 [00:02<00:04, 20.72it/s]
 42%|████▏     | 66/157 [00:03<00:04, 20.75it/s]
 44%|████▍     | 69/157 [00:03<00:04, 20.77it/s]
 46%|████▌     | 72/157 [00:03<00:04, 20.75it/s]
 48%|████▊     | 75/157 [00:03<00:03, 20.74it/s]
 50%|████▉     | 78/157 [00:03<00:03, 20.78it/s]
 52%|█████▏    | 81/157 [00:03<00:03, 20.78it/s]
 54%|█████▎    | 84/157 [00:03<00:03, 20.76it/s]
 55%|█████▌    | 87/157 [00:04<00:03, 20.69it/s]
 57%|█████▋    | 90/157 [00:04<00:03, 20.77it/s]
 59%|█████▉    | 93/157 [00:04<00:03, 20.81it/s]
 61%|██████    | 96/157 [00:04<00:02, 20.88it/s]
 63%|██████▎   | 99/157 [00:04<00:02, 20.88it/s]
 65%|██████▍   | 102/157 [00:04<00:02, 20.81it/s]
 67%|██████▋   | 105/157 [00:05<00:02, 20.80it/s]
 69%|██████▉   | 108/157 [00:05<00:02, 20.77it/s]
 71%|███████   | 111/157 [00:05<00:02, 20.79it/s]
 73%|███████▎  | 114/157 [00:05<00:02, 20.75it/s]
 75%|███████▍  | 117/157 [00:05<00:01, 20.71it/s]
 76%|███████▋  | 120/157 [00:05<00:01, 20.76it/s]
 78%|███████▊  | 123/157 [00:05<00:01, 20.84it/s]
 80%|████████  | 126/157 [00:06<00:01, 20.80it/s]
 82%|████████▏ | 129/157 [00:06<00:01, 20.80it/s]
 84%|████████▍ | 132/157 [00:06<00:01, 20.80it/s]
 86%|████████▌ | 135/157 [00:06<00:01, 20.72it/s]
 88%|████████▊ | 138/157 [00:06<00:00, 20.79it/s]
 90%|████████▉ | 141/157 [00:06<00:00, 20.77it/s]
 92%|█████████▏| 144/157 [00:06<00:00, 20.71it/s]
 94%|█████████▎| 147/157 [00:07<00:00, 20.78it/s]
 96%|█████████▌| 150/157 [00:07<00:00, 20.82it/s]
 97%|█████████▋| 153/157 [00:07<00:00, 20.88it/s]
 99%|█████████▉| 156/157 [00:07<00:00, 20.90it/s]
100%|██████████| 157/157 [00:07<00:00, 21.00it/s]
Epoch: 2 	Training Loss: 1.156799 	Training Accuracy: 0.704140 	Validation Loss: 1.210601 	Validation Accuracy: 0.695900

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:01, 12.80it/s]
  0%|          | 4/1563 [00:00<01:59, 13.03it/s]
  0%|          | 6/1563 [00:00<01:57, 13.25it/s]
  1%|          | 8/1563 [00:00<01:54, 13.52it/s]
  1%|          | 10/1563 [00:00<01:52, 13.78it/s]
  1%|          | 12/1563 [00:00<01:51, 13.86it/s]
  1%|          | 14/1563 [00:01<01:50, 13.99it/s]
  1%|          | 16/1563 [00:01<01:50, 14.01it/s]
  1%|          | 18/1563 [00:01<01:49, 14.11it/s]
  1%|▏         | 20/1563 [00:01<01:49, 14.08it/s]
  1%|▏         | 22/1563 [00:01<01:49, 14.05it/s]
  2%|▏         | 24/1563 [00:01<01:49, 14.07it/s]
  2%|▏         | 26/1563 [00:01<01:49, 14.08it/s]
  2%|▏         | 28/1563 [00:02<01:48, 14.11it/s]
  2%|▏         | 30/1563 [00:02<01:48, 14.08it/s]
  2%|▏         | 32/1563 [00:02<01:47, 14.19it/s]
  2%|▏         | 34/1563 [00:02<01:47, 14.16it/s]
  2%|▏         | 36/1563 [00:02<01:47, 14.14it/s]
  2%|▏         | 38/1563 [00:02<01:47, 14.14it/s]
  3%|▎         | 40/1563 [00:02<01:48, 14.07it/s]
  3%|▎         | 42/1563 [00:03<01:47, 14.09it/s]
  3%|▎         | 44/1563 [00:03<01:47, 14.10it/s]
  3%|▎         | 46/1563 [00:03<01:47, 14.07it/s]
  3%|▎         | 48/1563 [00:03<01:47, 14.15it/s]
  3%|▎         | 50/1563 [00:03<01:46, 14.15it/s]
  3%|▎         | 52/1563 [00:03<01:46, 14.14it/s]
  3%|▎         | 54/1563 [00:03<01:47, 14.10it/s]
  4%|▎         | 56/1563 [00:03<01:46, 14.12it/s]
  4%|▎         | 58/1563 [00:04<01:46, 14.12it/s]
  4%|▍         | 60/1563 [00:04<01:46, 14.08it/s]
  4%|▍         | 62/1563 [00:04<01:45, 14.18it/s]
  4%|▍         | 64/1563 [00:04<01:45, 14.15it/s]
  4%|▍         | 66/1563 [00:04<01:45, 14.15it/s]
  4%|▍         | 68/1563 [00:04<01:45, 14.11it/s]
  4%|▍         | 70/1563 [00:04<01:45, 14.10it/s]
  5%|▍         | 72/1563 [00:05<01:45, 14.07it/s]
  5%|▍         | 74/1563 [00:05<01:45, 14.06it/s]
  5%|▍         | 76/1563 [00:05<01:45, 14.16it/s]
  5%|▍         | 78/1563 [00:05<01:45, 14.11it/s]
  5%|▌         | 80/1563 [00:05<01:44, 14.17it/s]
  5%|▌         | 82/1563 [00:05<01:44, 14.18it/s]
  5%|▌         | 84/1563 [00:05<01:44, 14.18it/s]
  6%|▌         | 86/1563 [00:06<01:44, 14.18it/s]
  6%|▌         | 88/1563 [00:06<01:44, 14.12it/s]
  6%|▌         | 90/1563 [00:06<01:43, 14.20it/s]
  6%|▌         | 92/1563 [00:06<01:43, 14.16it/s]
  6%|▌         | 94/1563 [00:06<01:43, 14.23it/s]
  6%|▌         | 96/1563 [00:06<01:43, 14.18it/s]
  6%|▋         | 98/1563 [00:06<01:43, 14.14it/s]
  6%|▋         | 100/1563 [00:07<01:43, 14.12it/s]
  7%|▋         | 102/1563 [00:07<01:43, 14.13it/s]
  7%|▋         | 104/1563 [00:07<01:43, 14.11it/s]
  7%|▋         | 106/1563 [00:07<01:42, 14.18it/s]
  7%|▋         | 108/1563 [00:07<01:42, 14.19it/s]
  7%|▋         | 110/1563 [00:07<01:42, 14.14it/s]
  7%|▋         | 112/1563 [00:07<01:42, 14.15it/s]
  7%|▋         | 114/1563 [00:08<01:42, 14.15it/s]
  7%|▋         | 116/1563 [00:08<01:42, 14.17it/s]
  8%|▊         | 118/1563 [00:08<01:42, 14.12it/s]
  8%|▊         | 120/1563 [00:08<01:41, 14.16it/s]
  8%|▊         | 122/1563 [00:08<01:41, 14.13it/s]
  8%|▊         | 124/1563 [00:08<01:41, 14.13it/s]
  8%|▊         | 126/1563 [00:08<01:41, 14.12it/s]
  8%|▊         | 128/1563 [00:09<01:41, 14.11it/s]
  8%|▊         | 130/1563 [00:09<01:41, 14.09it/s]
  8%|▊         | 132/1563 [00:09<01:41, 14.08it/s]
  9%|▊         | 134/1563 [00:09<01:40, 14.16it/s]
  9%|▊         | 136/1563 [00:09<01:40, 14.14it/s]
  9%|▉         | 138/1563 [00:09<01:40, 14.12it/s]
  9%|▉         | 140/1563 [00:09<01:40, 14.18it/s]
  9%|▉         | 142/1563 [00:10<01:40, 14.11it/s]
  9%|▉         | 144/1563 [00:10<01:40, 14.13it/s]
  9%|▉         | 146/1563 [00:10<01:40, 14.11it/s]
  9%|▉         | 148/1563 [00:10<01:40, 14.12it/s]
 10%|▉         | 150/1563 [00:10<01:40, 14.12it/s]
 10%|▉         | 152/1563 [00:10<01:40, 14.05it/s]
 10%|▉         | 154/1563 [00:10<01:40, 14.04it/s]
 10%|▉         | 156/1563 [00:11<01:39, 14.08it/s]
 10%|█         | 158/1563 [00:11<01:39, 14.12it/s]
 10%|█         | 160/1563 [00:11<01:39, 14.09it/s]
 10%|█         | 162/1563 [00:11<01:38, 14.17it/s]
 10%|█         | 164/1563 [00:11<01:39, 14.09it/s]
 11%|█         | 166/1563 [00:11<01:39, 14.09it/s]
 11%|█         | 168/1563 [00:11<01:38, 14.11it/s]
 11%|█         | 170/1563 [00:12<01:38, 14.10it/s]
 11%|█         | 172/1563 [00:12<01:38, 14.09it/s]
 11%|█         | 174/1563 [00:12<01:38, 14.15it/s]
 11%|█▏        | 176/1563 [00:12<01:37, 14.16it/s]
 11%|█▏        | 178/1563 [00:12<01:37, 14.16it/s]
 12%|█▏        | 180/1563 [00:12<01:37, 14.12it/s]
 12%|█▏        | 182/1563 [00:12<01:37, 14.20it/s]
 12%|█▏        | 184/1563 [00:13<01:37, 14.18it/s]
 12%|█▏        | 186/1563 [00:13<01:37, 14.18it/s]
 12%|█▏        | 188/1563 [00:13<01:36, 14.19it/s]
 12%|█▏        | 190/1563 [00:13<01:36, 14.23it/s]
 12%|█▏        | 192/1563 [00:13<01:36, 14.24it/s]
 12%|█▏        | 194/1563 [00:13<01:36, 14.25it/s]
 13%|█▎        | 196/1563 [00:13<01:36, 14.22it/s]
 13%|█▎        | 198/1563 [00:14<01:35, 14.23it/s]
 13%|█▎        | 200/1563 [00:14<01:36, 14.17it/s]
 13%|█▎        | 202/1563 [00:14<01:36, 14.17it/s]
 13%|█▎        | 204/1563 [00:14<01:35, 14.16it/s]
 13%|█▎        | 206/1563 [00:14<01:35, 14.18it/s]
 13%|█▎        | 208/1563 [00:14<01:35, 14.16it/s]
 13%|█▎        | 210/1563 [00:14<01:35, 14.13it/s]
 14%|█▎        | 212/1563 [00:15<01:35, 14.15it/s]
 14%|█▎        | 214/1563 [00:15<01:35, 14.16it/s]
 14%|█▍        | 216/1563 [00:15<01:35, 14.16it/s]
 14%|█▍        | 218/1563 [00:15<01:35, 14.12it/s]
 14%|█▍        | 220/1563 [00:15<01:35, 14.06it/s]
 14%|█▍        | 222/1563 [00:15<01:35, 14.10it/s]
 14%|█▍        | 224/1563 [00:15<01:35, 14.09it/s]
 14%|█▍        | 226/1563 [00:16<01:34, 14.17it/s]
 15%|█▍        | 228/1563 [00:16<01:34, 14.15it/s]
 15%|█▍        | 230/1563 [00:16<01:34, 14.10it/s]
 15%|█▍        | 232/1563 [00:16<01:34, 14.15it/s]
 15%|█▍        | 234/1563 [00:16<01:34, 14.11it/s]
 15%|█▌        | 236/1563 [00:16<01:33, 14.19it/s]
 15%|█▌        | 238/1563 [00:16<01:33, 14.17it/s]
 15%|█▌        | 240/1563 [00:17<01:33, 14.12it/s]
 15%|█▌        | 242/1563 [00:17<01:33, 14.14it/s]
 16%|█▌        | 244/1563 [00:17<01:33, 14.12it/s]
 16%|█▌        | 246/1563 [00:17<01:33, 14.09it/s]
 16%|█▌        | 248/1563 [00:17<01:33, 14.10it/s]
 16%|█▌        | 250/1563 [00:17<01:32, 14.14it/s]
 16%|█▌        | 252/1563 [00:17<01:32, 14.16it/s]
 16%|█▋        | 254/1563 [00:17<01:32, 14.18it/s]
 16%|█▋        | 256/1563 [00:18<01:32, 14.17it/s]
 17%|█▋        | 258/1563 [00:18<01:32, 14.17it/s]
 17%|█▋        | 260/1563 [00:18<01:31, 14.20it/s]
 17%|█▋        | 262/1563 [00:18<01:31, 14.20it/s]
 17%|█▋        | 264/1563 [00:18<01:31, 14.18it/s]
 17%|█▋        | 266/1563 [00:18<01:31, 14.13it/s]
 17%|█▋        | 268/1563 [00:18<01:31, 14.10it/s]
 17%|█▋        | 270/1563 [00:19<01:31, 14.09it/s]
 17%|█▋        | 272/1563 [00:19<01:31, 14.09it/s]
 18%|█▊        | 274/1563 [00:19<01:31, 14.13it/s]
 18%|█▊        | 276/1563 [00:19<01:31, 14.13it/s]
 18%|█▊        | 278/1563 [00:19<01:31, 14.12it/s]
 18%|█▊        | 280/1563 [00:19<01:30, 14.18it/s]
 18%|█▊        | 282/1563 [00:19<01:30, 14.14it/s]
 18%|█▊        | 284/1563 [00:20<01:30, 14.14it/s]
 18%|█▊        | 286/1563 [00:20<01:30, 14.13it/s]
 18%|█▊        | 288/1563 [00:20<01:29, 14.19it/s]
 19%|█▊        | 290/1563 [00:20<01:30, 14.13it/s]
 19%|█▊        | 292/1563 [00:20<01:30, 14.08it/s]
 19%|█▉        | 294/1563 [00:20<01:29, 14.12it/s]
 19%|█▉        | 296/1563 [00:20<01:30, 14.06it/s]
 19%|█▉        | 298/1563 [00:21<01:29, 14.07it/s]
 19%|█▉        | 300/1563 [00:21<01:29, 14.10it/s]
 19%|█▉        | 302/1563 [00:21<01:29, 14.07it/s]
 19%|█▉        | 304/1563 [00:21<01:29, 14.08it/s]
 20%|█▉        | 306/1563 [00:21<01:29, 14.10it/s]
 20%|█▉        | 308/1563 [00:21<01:29, 14.07it/s]
 20%|█▉        | 310/1563 [00:21<01:28, 14.13it/s]
 20%|█▉        | 312/1563 [00:22<01:29, 14.01it/s]
 20%|██        | 314/1563 [00:22<01:28, 14.05it/s]
 20%|██        | 316/1563 [00:22<01:28, 14.06it/s]
 20%|██        | 318/1563 [00:22<01:28, 14.13it/s]
 20%|██        | 320/1563 [00:22<01:28, 14.12it/s]
 21%|██        | 322/1563 [00:22<01:27, 14.13it/s]
 21%|██        | 324/1563 [00:22<01:27, 14.10it/s]
 21%|██        | 326/1563 [00:23<01:27, 14.08it/s]
 21%|██        | 328/1563 [00:23<01:27, 14.11it/s]
 21%|██        | 330/1563 [00:23<01:27, 14.11it/s]
 21%|██        | 332/1563 [00:23<01:26, 14.15it/s]
 21%|██▏       | 334/1563 [00:23<01:26, 14.16it/s]
 21%|██▏       | 336/1563 [00:23<01:26, 14.13it/s]
 22%|██▏       | 338/1563 [00:23<01:26, 14.10it/s]
 22%|██▏       | 340/1563 [00:24<01:26, 14.11it/s]
 22%|██▏       | 342/1563 [00:24<01:26, 14.09it/s]
 22%|██▏       | 344/1563 [00:24<01:26, 14.06it/s]
 22%|██▏       | 346/1563 [00:24<01:26, 14.11it/s]
 22%|██▏       | 348/1563 [00:24<01:25, 14.14it/s]
 22%|██▏       | 350/1563 [00:24<01:25, 14.13it/s]
 23%|██▎       | 352/1563 [00:24<01:25, 14.17it/s]
 23%|██▎       | 354/1563 [00:25<01:25, 14.17it/s]
 23%|██▎       | 356/1563 [00:25<01:25, 14.15it/s]
 23%|██▎       | 358/1563 [00:25<01:24, 14.18it/s]
 23%|██▎       | 360/1563 [00:25<01:24, 14.16it/s]
 23%|██▎       | 362/1563 [00:25<01:24, 14.19it/s]
 23%|██▎       | 364/1563 [00:25<01:24, 14.17it/s]
 23%|██▎       | 366/1563 [00:25<01:24, 14.18it/s]
 24%|██▎       | 368/1563 [00:26<01:23, 14.28it/s]
 24%|██▎       | 370/1563 [00:26<01:23, 14.24it/s]
 24%|██▍       | 372/1563 [00:26<01:24, 14.17it/s]
 24%|██▍       | 374/1563 [00:26<01:24, 14.15it/s]
 24%|██▍       | 376/1563 [00:26<01:23, 14.16it/s]
 24%|██▍       | 378/1563 [00:26<01:23, 14.16it/s]
 24%|██▍       | 380/1563 [00:26<01:23, 14.16it/s]
 24%|██▍       | 382/1563 [00:27<01:23, 14.16it/s]
 25%|██▍       | 384/1563 [00:27<01:23, 14.17it/s]
 25%|██▍       | 386/1563 [00:27<01:23, 14.15it/s]
 25%|██▍       | 388/1563 [00:27<01:22, 14.17it/s]
 25%|██▍       | 390/1563 [00:27<01:22, 14.16it/s]
 25%|██▌       | 392/1563 [00:27<01:23, 14.02it/s]
 25%|██▌       | 394/1563 [00:27<01:23, 14.05it/s]
 25%|██▌       | 396/1563 [00:28<01:22, 14.07it/s]
 25%|██▌       | 398/1563 [00:28<01:22, 14.09it/s]
 26%|██▌       | 400/1563 [00:28<01:22, 14.10it/s]
 26%|██▌       | 402/1563 [00:28<01:22, 14.13it/s]
 26%|██▌       | 404/1563 [00:28<01:21, 14.14it/s]
 26%|██▌       | 406/1563 [00:28<01:21, 14.20it/s]
 26%|██▌       | 408/1563 [00:28<01:21, 14.14it/s]
 26%|██▌       | 410/1563 [00:29<01:21, 14.18it/s]
 26%|██▋       | 412/1563 [00:29<01:21, 14.18it/s]
 26%|██▋       | 414/1563 [00:29<01:21, 14.16it/s]
 27%|██▋       | 416/1563 [00:29<01:21, 14.12it/s]
 27%|██▋       | 418/1563 [00:29<01:20, 14.15it/s]
 27%|██▋       | 420/1563 [00:29<01:20, 14.18it/s]
 27%|██▋       | 422/1563 [00:29<01:20, 14.12it/s]
 27%|██▋       | 424/1563 [00:30<01:20, 14.12it/s]
 27%|██▋       | 426/1563 [00:30<01:20, 14.10it/s]
 27%|██▋       | 428/1563 [00:30<01:20, 14.17it/s]
 28%|██▊       | 430/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 432/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 434/1563 [00:30<01:19, 14.21it/s]
 28%|██▊       | 436/1563 [00:30<01:19, 14.21it/s]
 28%|██▊       | 438/1563 [00:31<01:19, 14.18it/s]
 28%|██▊       | 440/1563 [00:31<01:19, 14.13it/s]
 28%|██▊       | 442/1563 [00:31<01:19, 14.16it/s]
 28%|██▊       | 444/1563 [00:31<01:18, 14.17it/s]
 29%|██▊       | 446/1563 [00:31<01:19, 14.13it/s]
 29%|██▊       | 448/1563 [00:31<01:18, 14.12it/s]
 29%|██▉       | 450/1563 [00:31<01:18, 14.16it/s]
 29%|██▉       | 452/1563 [00:32<01:18, 14.11it/s]
 29%|██▉       | 454/1563 [00:32<01:18, 14.19it/s]
 29%|██▉       | 456/1563 [00:32<01:18, 14.13it/s]
 29%|██▉       | 458/1563 [00:32<01:18, 14.16it/s]
 29%|██▉       | 460/1563 [00:32<01:17, 14.15it/s]
 30%|██▉       | 462/1563 [00:32<01:18, 14.09it/s]
 30%|██▉       | 464/1563 [00:32<01:17, 14.14it/s]
 30%|██▉       | 466/1563 [00:32<01:17, 14.08it/s]
 30%|██▉       | 468/1563 [00:33<01:17, 14.14it/s]
 30%|███       | 470/1563 [00:33<01:17, 14.12it/s]
 30%|███       | 472/1563 [00:33<01:17, 14.08it/s]
 30%|███       | 474/1563 [00:33<01:17, 14.12it/s]
 30%|███       | 476/1563 [00:33<01:17, 14.10it/s]
 31%|███       | 478/1563 [00:33<01:16, 14.15it/s]
 31%|███       | 480/1563 [00:33<01:16, 14.11it/s]
 31%|███       | 482/1563 [00:34<01:16, 14.16it/s]
 31%|███       | 484/1563 [00:34<01:15, 14.21it/s]
 31%|███       | 486/1563 [00:34<01:15, 14.21it/s]
 31%|███       | 488/1563 [00:34<01:15, 14.16it/s]
 31%|███▏      | 490/1563 [00:34<01:15, 14.12it/s]
 31%|███▏      | 492/1563 [00:34<01:15, 14.19it/s]
 32%|███▏      | 494/1563 [00:34<01:15, 14.12it/s]
 32%|███▏      | 496/1563 [00:35<01:15, 14.13it/s]
 32%|███▏      | 498/1563 [00:35<01:15, 14.16it/s]
 32%|███▏      | 500/1563 [00:35<01:15, 14.12it/s]
 32%|███▏      | 502/1563 [00:35<01:15, 14.11it/s]
 32%|███▏      | 504/1563 [00:35<01:14, 14.17it/s]
 32%|███▏      | 506/1563 [00:35<01:14, 14.15it/s]
 33%|███▎      | 508/1563 [00:35<01:14, 14.14it/s]
 33%|███▎      | 510/1563 [00:36<01:14, 14.15it/s]
 33%|███▎      | 512/1563 [00:36<01:14, 14.15it/s]
 33%|███▎      | 514/1563 [00:36<01:14, 14.16it/s]
 33%|███▎      | 516/1563 [00:36<01:13, 14.17it/s]
 33%|███▎      | 518/1563 [00:36<01:13, 14.16it/s]
 33%|███▎      | 520/1563 [00:36<01:13, 14.17it/s]
 33%|███▎      | 522/1563 [00:36<01:13, 14.19it/s]
 34%|███▎      | 524/1563 [00:37<01:13, 14.13it/s]
 34%|███▎      | 526/1563 [00:37<01:13, 14.11it/s]
 34%|███▍      | 528/1563 [00:37<01:13, 14.16it/s]
 34%|███▍      | 530/1563 [00:37<01:13, 14.13it/s]
 34%|███▍      | 532/1563 [00:37<01:12, 14.17it/s]
 34%|███▍      | 534/1563 [00:37<01:12, 14.19it/s]
 34%|███▍      | 536/1563 [00:37<01:12, 14.15it/s]
 34%|███▍      | 538/1563 [00:38<01:12, 14.18it/s]
 35%|███▍      | 540/1563 [00:38<01:12, 14.15it/s]
 35%|███▍      | 542/1563 [00:38<01:12, 14.12it/s]
 35%|███▍      | 544/1563 [00:38<01:12, 14.13it/s]
 35%|███▍      | 546/1563 [00:38<01:11, 14.18it/s]
 35%|███▌      | 548/1563 [00:38<01:11, 14.22it/s]
 35%|███▌      | 550/1563 [00:38<01:11, 14.21it/s]
 35%|███▌      | 552/1563 [00:39<01:11, 14.16it/s]
 35%|███▌      | 554/1563 [00:39<01:11, 14.11it/s]
 36%|███▌      | 556/1563 [00:39<01:11, 14.16it/s]
 36%|███▌      | 558/1563 [00:39<01:11, 14.15it/s]
 36%|███▌      | 560/1563 [00:39<01:11, 14.13it/s]
 36%|███▌      | 562/1563 [00:39<01:10, 14.16it/s]
 36%|███▌      | 564/1563 [00:39<01:10, 14.14it/s]
 36%|███▌      | 566/1563 [00:40<01:10, 14.15it/s]
 36%|███▋      | 568/1563 [00:40<01:10, 14.11it/s]
 36%|███▋      | 570/1563 [00:40<01:10, 14.06it/s]
 37%|███▋      | 572/1563 [00:40<01:10, 14.11it/s]
 37%|███▋      | 574/1563 [00:40<01:09, 14.15it/s]
 37%|███▋      | 576/1563 [00:40<01:09, 14.20it/s]
 37%|███▋      | 578/1563 [00:40<01:09, 14.16it/s]
 37%|███▋      | 580/1563 [00:41<01:09, 14.18it/s]
 37%|███▋      | 582/1563 [00:41<01:09, 14.13it/s]
 37%|███▋      | 584/1563 [00:41<01:09, 14.15it/s]
 37%|███▋      | 586/1563 [00:41<01:08, 14.17it/s]
 38%|███▊      | 588/1563 [00:41<01:08, 14.15it/s]
 38%|███▊      | 590/1563 [00:41<01:08, 14.21it/s]
 38%|███▊      | 592/1563 [00:41<01:08, 14.17it/s]
 38%|███▊      | 594/1563 [00:42<01:08, 14.15it/s]
 38%|███▊      | 596/1563 [00:42<01:08, 14.20it/s]
 38%|███▊      | 598/1563 [00:42<01:08, 14.14it/s]
 38%|███▊      | 600/1563 [00:42<01:08, 14.15it/s]
 39%|███▊      | 602/1563 [00:42<01:08, 14.09it/s]
 39%|███▊      | 604/1563 [00:42<01:07, 14.12it/s]
 39%|███▉      | 606/1563 [00:42<01:07, 14.17it/s]
 39%|███▉      | 608/1563 [00:43<01:07, 14.13it/s]
 39%|███▉      | 610/1563 [00:43<01:07, 14.12it/s]
 39%|███▉      | 612/1563 [00:43<01:07, 14.16it/s]
 39%|███▉      | 614/1563 [00:43<01:07, 14.15it/s]
 39%|███▉      | 616/1563 [00:43<01:06, 14.14it/s]
 40%|███▉      | 618/1563 [00:43<01:06, 14.17it/s]
 40%|███▉      | 620/1563 [00:43<01:06, 14.16it/s]
 40%|███▉      | 622/1563 [00:44<01:06, 14.15it/s]
 40%|███▉      | 624/1563 [00:44<01:06, 14.13it/s]
 40%|████      | 626/1563 [00:44<01:06, 14.15it/s]
 40%|████      | 628/1563 [00:44<01:06, 14.15it/s]
 40%|████      | 630/1563 [00:44<01:05, 14.17it/s]
 40%|████      | 632/1563 [00:44<01:05, 14.16it/s]
 41%|████      | 634/1563 [00:44<01:05, 14.09it/s]
 41%|████      | 636/1563 [00:45<01:05, 14.08it/s]
 41%|████      | 638/1563 [00:45<01:05, 14.11it/s]
 41%|████      | 640/1563 [00:45<01:05, 14.19it/s]
 41%|████      | 642/1563 [00:45<01:05, 14.13it/s]
 41%|████      | 644/1563 [00:45<01:04, 14.15it/s]
 41%|████▏     | 646/1563 [00:45<01:04, 14.17it/s]
 41%|████▏     | 648/1563 [00:45<01:04, 14.14it/s]
 42%|████▏     | 650/1563 [00:46<01:04, 14.16it/s]
 42%|████▏     | 652/1563 [00:46<01:04, 14.11it/s]
 42%|████▏     | 654/1563 [00:46<01:04, 14.13it/s]
 42%|████▏     | 656/1563 [00:46<01:04, 14.11it/s]
 42%|████▏     | 658/1563 [00:46<01:03, 14.18it/s]
 42%|████▏     | 660/1563 [00:46<01:03, 14.14it/s]
 42%|████▏     | 662/1563 [00:46<01:03, 14.15it/s]
 42%|████▏     | 664/1563 [00:46<01:03, 14.18it/s]
 43%|████▎     | 666/1563 [00:47<01:03, 14.17it/s]
 43%|████▎     | 668/1563 [00:47<01:03, 14.18it/s]
 43%|████▎     | 670/1563 [00:47<01:03, 14.11it/s]
 43%|████▎     | 672/1563 [00:47<01:03, 14.12it/s]
 43%|████▎     | 674/1563 [00:47<01:02, 14.11it/s]
 43%|████▎     | 676/1563 [00:47<01:02, 14.16it/s]
 43%|████▎     | 678/1563 [00:47<01:02, 14.17it/s]
 44%|████▎     | 680/1563 [00:48<01:02, 14.14it/s]
 44%|████▎     | 682/1563 [00:48<01:02, 14.17it/s]
 44%|████▍     | 684/1563 [00:48<01:02, 14.14it/s]
 44%|████▍     | 686/1563 [00:48<01:02, 14.12it/s]
 44%|████▍     | 688/1563 [00:48<01:02, 14.11it/s]
 44%|████▍     | 690/1563 [00:48<01:01, 14.12it/s]
 44%|████▍     | 692/1563 [00:48<01:01, 14.15it/s]
 44%|████▍     | 694/1563 [00:49<01:01, 14.16it/s]
 45%|████▍     | 696/1563 [00:49<01:01, 14.15it/s]
 45%|████▍     | 698/1563 [00:49<01:01, 14.13it/s]
 45%|████▍     | 700/1563 [00:49<01:01, 14.10it/s]
 45%|████▍     | 702/1563 [00:49<01:00, 14.16it/s]
 45%|████▌     | 704/1563 [00:49<01:00, 14.13it/s]
 45%|████▌     | 706/1563 [00:49<01:00, 14.12it/s]
 45%|████▌     | 708/1563 [00:50<01:00, 14.22it/s]
 45%|████▌     | 710/1563 [00:50<01:00, 14.19it/s]
 46%|████▌     | 712/1563 [00:50<01:00, 14.14it/s]
 46%|████▌     | 714/1563 [00:50<01:00, 14.10it/s]
 46%|████▌     | 716/1563 [00:50<00:59, 14.13it/s]
 46%|████▌     | 718/1563 [00:50<00:59, 14.09it/s]
 46%|████▌     | 720/1563 [00:50<00:59, 14.17it/s]
 46%|████▌     | 722/1563 [00:51<00:59, 14.15it/s]
 46%|████▋     | 724/1563 [00:51<00:59, 14.13it/s]
 46%|████▋     | 726/1563 [00:51<00:58, 14.19it/s]
 47%|████▋     | 728/1563 [00:51<00:59, 14.14it/s]
 47%|████▋     | 730/1563 [00:51<00:59, 14.12it/s]
 47%|████▋     | 732/1563 [00:51<00:58, 14.18it/s]
 47%|████▋     | 734/1563 [00:51<00:58, 14.13it/s]
 47%|████▋     | 736/1563 [00:52<00:58, 14.15it/s]
 47%|████▋     | 738/1563 [00:52<00:58, 14.13it/s]
 47%|████▋     | 740/1563 [00:52<00:58, 14.09it/s]
 47%|████▋     | 742/1563 [00:52<00:58, 14.07it/s]
 48%|████▊     | 744/1563 [00:52<00:58, 14.06it/s]
 48%|████▊     | 746/1563 [00:52<00:57, 14.10it/s]
 48%|████▊     | 748/1563 [00:52<00:57, 14.14it/s]
 48%|████▊     | 750/1563 [00:53<00:57, 14.11it/s]
 48%|████▊     | 752/1563 [00:53<00:57, 14.08it/s]
 48%|████▊     | 754/1563 [00:53<00:57, 14.07it/s]
 48%|████▊     | 756/1563 [00:53<00:57, 14.12it/s]
 48%|████▊     | 758/1563 [00:53<00:57, 14.10it/s]
 49%|████▊     | 760/1563 [00:53<00:56, 14.10it/s]
 49%|████▉     | 762/1563 [00:53<00:56, 14.07it/s]
 49%|████▉     | 764/1563 [00:54<00:56, 14.08it/s]
 49%|████▉     | 766/1563 [00:54<00:56, 14.11it/s]
 49%|████▉     | 768/1563 [00:54<00:56, 14.06it/s]
 49%|████▉     | 770/1563 [00:54<00:56, 14.14it/s]
 49%|████▉     | 772/1563 [00:54<00:55, 14.16it/s]
 50%|████▉     | 774/1563 [00:54<00:55, 14.13it/s]
 50%|████▉     | 776/1563 [00:54<00:55, 14.12it/s]
 50%|████▉     | 778/1563 [00:55<00:55, 14.14it/s]
 50%|████▉     | 780/1563 [00:55<00:55, 14.14it/s]
 50%|█████     | 782/1563 [00:55<00:55, 14.08it/s]
 50%|█████     | 784/1563 [00:55<00:55, 14.11it/s]
 50%|█████     | 786/1563 [00:55<00:55, 14.08it/s]
 50%|█████     | 788/1563 [00:55<00:54, 14.10it/s]
 51%|█████     | 790/1563 [00:55<00:54, 14.16it/s]
 51%|█████     | 792/1563 [00:56<00:54, 14.12it/s]
 51%|█████     | 794/1563 [00:56<00:54, 14.15it/s]
 51%|█████     | 796/1563 [00:56<00:54, 14.10it/s]
 51%|█████     | 798/1563 [00:56<00:54, 14.17it/s]
 51%|█████     | 800/1563 [00:56<00:54, 14.11it/s]
 51%|█████▏    | 802/1563 [00:56<00:53, 14.16it/s]
 51%|█████▏    | 804/1563 [00:56<00:53, 14.19it/s]
 52%|█████▏    | 806/1563 [00:57<00:53, 14.25it/s]
 52%|█████▏    | 808/1563 [00:57<00:52, 14.28it/s]
 52%|█████▏    | 810/1563 [00:57<00:52, 14.26it/s]
 52%|█████▏    | 812/1563 [00:57<00:52, 14.26it/s]
 52%|█████▏    | 814/1563 [00:57<00:52, 14.20it/s]
 52%|█████▏    | 816/1563 [00:57<00:52, 14.19it/s]
 52%|█████▏    | 818/1563 [00:57<00:52, 14.19it/s]
 52%|█████▏    | 820/1563 [00:58<00:52, 14.16it/s]
 53%|█████▎    | 822/1563 [00:58<00:52, 14.17it/s]
 53%|█████▎    | 824/1563 [00:58<00:52, 14.20it/s]
 53%|█████▎    | 826/1563 [00:58<00:52, 14.15it/s]
 53%|█████▎    | 828/1563 [00:58<00:51, 14.17it/s]
 53%|█████▎    | 830/1563 [00:58<00:51, 14.16it/s]
 53%|█████▎    | 832/1563 [00:58<00:51, 14.23it/s]
 53%|█████▎    | 834/1563 [00:59<00:51, 14.18it/s]
 53%|█████▎    | 836/1563 [00:59<00:51, 14.16it/s]
 54%|█████▎    | 838/1563 [00:59<00:51, 14.18it/s]
 54%|█████▎    | 840/1563 [00:59<00:51, 14.15it/s]
 54%|█████▍    | 842/1563 [00:59<00:51, 14.10it/s]
 54%|█████▍    | 844/1563 [00:59<00:50, 14.14it/s]
 54%|█████▍    | 846/1563 [00:59<00:50, 14.15it/s]
 54%|█████▍    | 848/1563 [01:00<00:50, 14.14it/s]
 54%|█████▍    | 850/1563 [01:00<00:50, 14.10it/s]
 55%|█████▍    | 852/1563 [01:00<00:50, 14.20it/s]
 55%|█████▍    | 854/1563 [01:00<00:50, 14.17it/s]
 55%|█████▍    | 856/1563 [01:00<00:49, 14.15it/s]
 55%|█████▍    | 858/1563 [01:00<00:49, 14.17it/s]
 55%|█████▌    | 860/1563 [01:00<00:49, 14.20it/s]
 55%|█████▌    | 862/1563 [01:00<00:49, 14.20it/s]
 55%|█████▌    | 864/1563 [01:01<00:49, 14.14it/s]
 55%|█████▌    | 866/1563 [01:01<00:49, 14.14it/s]
 56%|█████▌    | 868/1563 [01:01<00:48, 14.20it/s]
 56%|█████▌    | 870/1563 [01:01<00:48, 14.18it/s]
 56%|█████▌    | 872/1563 [01:01<00:48, 14.16it/s]
 56%|█████▌    | 874/1563 [01:01<00:48, 14.14it/s]
 56%|█████▌    | 876/1563 [01:01<00:48, 14.15it/s]
 56%|█████▌    | 878/1563 [01:02<00:48, 14.19it/s]
 56%|█████▋    | 880/1563 [01:02<00:48, 14.16it/s]
 56%|█████▋    | 882/1563 [01:02<00:48, 14.15it/s]
 57%|█████▋    | 884/1563 [01:02<00:47, 14.19it/s]
 57%|█████▋    | 886/1563 [01:02<00:47, 14.17it/s]
 57%|█████▋    | 888/1563 [01:02<00:47, 14.10it/s]
 57%|█████▋    | 890/1563 [01:02<00:47, 14.11it/s]
 57%|█████▋    | 892/1563 [01:03<00:47, 14.18it/s]
 57%|█████▋    | 894/1563 [01:03<00:47, 14.15it/s]
 57%|█████▋    | 896/1563 [01:03<00:47, 14.16it/s]
 57%|█████▋    | 898/1563 [01:03<00:46, 14.17it/s]
 58%|█████▊    | 900/1563 [01:03<00:46, 14.14it/s]
 58%|█████▊    | 902/1563 [01:03<00:46, 14.17it/s]
 58%|█████▊    | 904/1563 [01:03<00:46, 14.11it/s]
 58%|█████▊    | 906/1563 [01:04<00:46, 14.14it/s]
 58%|█████▊    | 908/1563 [01:04<00:46, 14.05it/s]
 58%|█████▊    | 910/1563 [01:04<00:46, 14.12it/s]
 58%|█████▊    | 912/1563 [01:04<00:46, 14.11it/s]
 58%|█████▊    | 914/1563 [01:04<00:45, 14.13it/s]
 59%|█████▊    | 916/1563 [01:04<00:45, 14.22it/s]
 59%|█████▊    | 918/1563 [01:04<00:45, 14.12it/s]
 59%|█████▉    | 920/1563 [01:05<00:45, 14.17it/s]
 59%|█████▉    | 922/1563 [01:05<00:45, 14.13it/s]
 59%|█████▉    | 924/1563 [01:05<00:45, 14.11it/s]
 59%|█████▉    | 926/1563 [01:05<00:44, 14.17it/s]
 59%|█████▉    | 928/1563 [01:05<00:44, 14.17it/s]
 60%|█████▉    | 930/1563 [01:05<00:44, 14.18it/s]
 60%|█████▉    | 932/1563 [01:05<00:44, 14.15it/s]
 60%|█████▉    | 934/1563 [01:06<00:44, 14.18it/s]
 60%|█████▉    | 936/1563 [01:06<00:44, 14.14it/s]
 60%|██████    | 938/1563 [01:06<00:44, 14.12it/s]
 60%|██████    | 940/1563 [01:06<00:44, 14.15it/s]
 60%|██████    | 942/1563 [01:06<00:44, 14.10it/s]
 60%|██████    | 944/1563 [01:06<00:43, 14.20it/s]
 61%|██████    | 946/1563 [01:06<00:43, 14.16it/s]
 61%|██████    | 948/1563 [01:07<00:43, 14.16it/s]
 61%|██████    | 950/1563 [01:07<00:43, 14.17it/s]
 61%|██████    | 952/1563 [01:07<00:43, 14.16it/s]
 61%|██████    | 954/1563 [01:07<00:43, 14.16it/s]
 61%|██████    | 956/1563 [01:07<00:43, 14.09it/s]
 61%|██████▏   | 958/1563 [01:07<00:42, 14.13it/s]
 61%|██████▏   | 960/1563 [01:07<00:42, 14.12it/s]
 62%|██████▏   | 962/1563 [01:08<00:42, 14.11it/s]
 62%|██████▏   | 964/1563 [01:08<00:42, 14.12it/s]
 62%|██████▏   | 966/1563 [01:08<00:42, 14.08it/s]
 62%|██████▏   | 968/1563 [01:08<00:42, 14.11it/s]
 62%|██████▏   | 970/1563 [01:08<00:41, 14.16it/s]
 62%|██████▏   | 972/1563 [01:08<00:41, 14.14it/s]
 62%|██████▏   | 974/1563 [01:08<00:41, 14.14it/s]
 62%|██████▏   | 976/1563 [01:09<00:41, 14.10it/s]
 63%|██████▎   | 978/1563 [01:09<00:41, 14.20it/s]
 63%|██████▎   | 980/1563 [01:09<00:41, 14.11it/s]
 63%|██████▎   | 982/1563 [01:09<00:41, 14.14it/s]
 63%|██████▎   | 984/1563 [01:09<00:40, 14.18it/s]
 63%|██████▎   | 986/1563 [01:09<00:40, 14.11it/s]
 63%|██████▎   | 988/1563 [01:09<00:40, 14.21it/s]
 63%|██████▎   | 990/1563 [01:10<00:40, 14.16it/s]
 63%|██████▎   | 992/1563 [01:10<00:40, 14.21it/s]
 64%|██████▎   | 994/1563 [01:10<00:40, 14.17it/s]
 64%|██████▎   | 996/1563 [01:10<00:40, 14.13it/s]
 64%|██████▍   | 998/1563 [01:10<00:39, 14.13it/s]
 64%|██████▍   | 1000/1563 [01:10<00:39, 14.11it/s]
 64%|██████▍   | 1002/1563 [01:10<00:39, 14.11it/s]
 64%|██████▍   | 1004/1563 [01:11<00:39, 14.10it/s]
 64%|██████▍   | 1006/1563 [01:11<00:39, 14.05it/s]
 64%|██████▍   | 1008/1563 [01:11<00:39, 14.15it/s]
 65%|██████▍   | 1010/1563 [01:11<00:39, 14.16it/s]
 65%|██████▍   | 1012/1563 [01:11<00:38, 14.20it/s]
 65%|██████▍   | 1014/1563 [01:11<00:38, 14.13it/s]
 65%|██████▌   | 1016/1563 [01:11<00:38, 14.20it/s]
 65%|██████▌   | 1018/1563 [01:12<00:38, 14.16it/s]
 65%|██████▌   | 1020/1563 [01:12<00:38, 14.09it/s]
 65%|██████▌   | 1022/1563 [01:12<00:38, 14.18it/s]
 66%|██████▌   | 1024/1563 [01:12<00:38, 14.17it/s]
 66%|██████▌   | 1026/1563 [01:12<00:38, 14.13it/s]
 66%|██████▌   | 1028/1563 [01:12<00:37, 14.13it/s]
 66%|██████▌   | 1030/1563 [01:12<00:37, 14.14it/s]
 66%|██████▌   | 1032/1563 [01:13<00:37, 14.13it/s]
 66%|██████▌   | 1034/1563 [01:13<00:37, 14.10it/s]
 66%|██████▋   | 1036/1563 [01:13<00:37, 14.02it/s]
 66%|██████▋   | 1038/1563 [01:13<00:37, 14.09it/s]
 67%|██████▋   | 1040/1563 [01:13<00:36, 14.15it/s]
 67%|██████▋   | 1042/1563 [01:13<00:36, 14.14it/s]
 67%|██████▋   | 1044/1563 [01:13<00:36, 14.16it/s]
 67%|██████▋   | 1046/1563 [01:14<00:36, 14.17it/s]
 67%|██████▋   | 1048/1563 [01:14<00:36, 14.12it/s]
 67%|██████▋   | 1050/1563 [01:14<00:36, 14.12it/s]
 67%|██████▋   | 1052/1563 [01:14<00:36, 14.11it/s]
 67%|██████▋   | 1054/1563 [01:14<00:36, 14.12it/s]
 68%|██████▊   | 1056/1563 [01:14<00:35, 14.15it/s]
 68%|██████▊   | 1058/1563 [01:14<00:35, 14.16it/s]
 68%|██████▊   | 1060/1563 [01:14<00:35, 14.14it/s]
 68%|██████▊   | 1062/1563 [01:15<00:35, 14.17it/s]
 68%|██████▊   | 1064/1563 [01:15<00:35, 14.17it/s]
 68%|██████▊   | 1066/1563 [01:15<00:35, 14.16it/s]
 68%|██████▊   | 1068/1563 [01:15<00:35, 14.12it/s]
 68%|██████▊   | 1070/1563 [01:15<00:34, 14.15it/s]
 69%|██████▊   | 1072/1563 [01:15<00:34, 14.19it/s]
 69%|██████▊   | 1074/1563 [01:15<00:34, 14.15it/s]
 69%|██████▉   | 1076/1563 [01:16<00:34, 14.16it/s]
 69%|██████▉   | 1078/1563 [01:16<00:34, 14.06it/s]
 69%|██████▉   | 1080/1563 [01:16<00:34, 14.10it/s]
 69%|██████▉   | 1082/1563 [01:16<00:34, 14.08it/s]
 69%|██████▉   | 1084/1563 [01:16<00:33, 14.13it/s]
 69%|██████▉   | 1086/1563 [01:16<00:33, 14.17it/s]
 70%|██████▉   | 1088/1563 [01:16<00:33, 14.17it/s]
 70%|██████▉   | 1090/1563 [01:17<00:33, 14.17it/s]
 70%|██████▉   | 1092/1563 [01:17<00:33, 14.17it/s]
 70%|██████▉   | 1094/1563 [01:17<00:33, 14.18it/s]
 70%|███████   | 1096/1563 [01:17<00:32, 14.20it/s]
 70%|███████   | 1098/1563 [01:17<00:32, 14.17it/s]
 70%|███████   | 1100/1563 [01:17<00:32, 14.16it/s]
 71%|███████   | 1102/1563 [01:17<00:32, 14.14it/s]
 71%|███████   | 1104/1563 [01:18<00:32, 14.15it/s]
 71%|███████   | 1106/1563 [01:18<00:32, 14.11it/s]
 71%|███████   | 1108/1563 [01:18<00:32, 14.17it/s]
 71%|███████   | 1110/1563 [01:18<00:32, 14.13it/s]
 71%|███████   | 1112/1563 [01:18<00:31, 14.15it/s]
 71%|███████▏  | 1114/1563 [01:18<00:31, 14.17it/s]
 71%|███████▏  | 1116/1563 [01:18<00:31, 13.98it/s]
 72%|███████▏  | 1118/1563 [01:19<00:31, 14.12it/s]
 72%|███████▏  | 1120/1563 [01:19<00:31, 14.09it/s]
 72%|███████▏  | 1122/1563 [01:19<00:31, 14.09it/s]
 72%|███████▏  | 1124/1563 [01:19<00:31, 14.14it/s]
 72%|███████▏  | 1126/1563 [01:19<00:30, 14.14it/s]
 72%|███████▏  | 1128/1563 [01:19<00:30, 14.10it/s]
 72%|███████▏  | 1130/1563 [01:19<00:30, 14.09it/s]
 72%|███████▏  | 1132/1563 [01:20<00:30, 14.06it/s]
 73%|███████▎  | 1134/1563 [01:20<00:30, 14.04it/s]
 73%|███████▎  | 1136/1563 [01:20<00:30, 14.05it/s]
 73%|███████▎  | 1138/1563 [01:20<00:30, 14.07it/s]
 73%|███████▎  | 1140/1563 [01:20<00:30, 14.05it/s]
 73%|███████▎  | 1142/1563 [01:20<00:29, 14.09it/s]
 73%|███████▎  | 1144/1563 [01:20<00:29, 14.13it/s]
 73%|███████▎  | 1146/1563 [01:21<00:29, 14.11it/s]
 73%|███████▎  | 1148/1563 [01:21<00:29, 14.09it/s]
 74%|███████▎  | 1150/1563 [01:21<00:29, 14.09it/s]
 74%|███████▎  | 1152/1563 [01:21<00:29, 14.14it/s]
 74%|███████▍  | 1154/1563 [01:21<00:28, 14.11it/s]
 74%|███████▍  | 1156/1563 [01:21<00:28, 14.19it/s]
 74%|███████▍  | 1158/1563 [01:21<00:28, 14.15it/s]
 74%|███████▍  | 1160/1563 [01:22<00:28, 14.16it/s]
 74%|███████▍  | 1162/1563 [01:22<00:28, 14.23it/s]
 74%|███████▍  | 1164/1563 [01:22<00:28, 14.23it/s]
 75%|███████▍  | 1166/1563 [01:22<00:27, 14.22it/s]
 75%|███████▍  | 1168/1563 [01:22<00:27, 14.28it/s]
 75%|███████▍  | 1170/1563 [01:22<00:27, 14.15it/s]
 75%|███████▍  | 1172/1563 [01:22<00:27, 14.19it/s]
 75%|███████▌  | 1174/1563 [01:23<00:27, 14.13it/s]
 75%|███████▌  | 1176/1563 [01:23<00:27, 14.11it/s]
 75%|███████▌  | 1178/1563 [01:23<00:27, 14.16it/s]
 75%|███████▌  | 1180/1563 [01:23<00:27, 14.12it/s]
 76%|███████▌  | 1182/1563 [01:23<00:26, 14.14it/s]
 76%|███████▌  | 1184/1563 [01:23<00:26, 14.13it/s]
 76%|███████▌  | 1186/1563 [01:23<00:26, 14.16it/s]
 76%|███████▌  | 1188/1563 [01:24<00:26, 14.15it/s]
 76%|███████▌  | 1190/1563 [01:24<00:26, 14.19it/s]
 76%|███████▋  | 1192/1563 [01:24<00:26, 14.13it/s]
 76%|███████▋  | 1194/1563 [01:24<00:26, 14.13it/s]
 77%|███████▋  | 1196/1563 [01:24<00:26, 14.06it/s]
 77%|███████▋  | 1198/1563 [01:24<00:25, 14.11it/s]
 77%|███████▋  | 1200/1563 [01:24<00:25, 14.10it/s]
 77%|███████▋  | 1202/1563 [01:25<00:25, 14.18it/s]
 77%|███████▋  | 1204/1563 [01:25<00:25, 14.12it/s]
 77%|███████▋  | 1206/1563 [01:25<00:25, 14.21it/s]
 77%|███████▋  | 1208/1563 [01:25<00:25, 14.15it/s]
 77%|███████▋  | 1210/1563 [01:25<00:24, 14.15it/s]
 78%|███████▊  | 1212/1563 [01:25<00:24, 14.20it/s]
 78%|███████▊  | 1214/1563 [01:25<00:24, 14.10it/s]
 78%|███████▊  | 1216/1563 [01:26<00:24, 14.18it/s]
 78%|███████▊  | 1218/1563 [01:26<00:24, 14.12it/s]
 78%|███████▊  | 1220/1563 [01:26<00:24, 14.13it/s]
 78%|███████▊  | 1222/1563 [01:26<00:24, 14.13it/s]
 78%|███████▊  | 1224/1563 [01:26<00:23, 14.15it/s]
 78%|███████▊  | 1226/1563 [01:26<00:23, 14.18it/s]
 79%|███████▊  | 1228/1563 [01:26<00:23, 14.14it/s]
 79%|███████▊  | 1230/1563 [01:27<00:23, 14.16it/s]
 79%|███████▉  | 1232/1563 [01:27<00:23, 14.11it/s]
 79%|███████▉  | 1234/1563 [01:27<00:23, 14.13it/s]
 79%|███████▉  | 1236/1563 [01:27<00:23, 14.14it/s]
 79%|███████▉  | 1238/1563 [01:27<00:23, 14.12it/s]
 79%|███████▉  | 1240/1563 [01:27<00:22, 14.11it/s]
 79%|███████▉  | 1242/1563 [01:27<00:22, 14.08it/s]
 80%|███████▉  | 1244/1563 [01:28<00:22, 14.11it/s]
 80%|███████▉  | 1246/1563 [01:28<00:22, 14.14it/s]
 80%|███████▉  | 1248/1563 [01:28<00:22, 14.10it/s]
 80%|███████▉  | 1250/1563 [01:28<00:22, 14.09it/s]
 80%|████████  | 1252/1563 [01:28<00:22, 14.11it/s]
 80%|████████  | 1254/1563 [01:28<00:21, 14.10it/s]
 80%|████████  | 1256/1563 [01:28<00:21, 14.11it/s]
 80%|████████  | 1258/1563 [01:29<00:21, 14.13it/s]
 81%|████████  | 1260/1563 [01:29<00:21, 14.11it/s]
 81%|████████  | 1262/1563 [01:29<00:21, 14.13it/s]
 81%|████████  | 1264/1563 [01:29<00:21, 14.17it/s]
 81%|████████  | 1266/1563 [01:29<00:21, 14.09it/s]
 81%|████████  | 1268/1563 [01:29<00:20, 14.19it/s]
 81%|████████▏ | 1270/1563 [01:29<00:20, 14.21it/s]
 81%|████████▏ | 1272/1563 [01:29<00:20, 14.17it/s]
 82%|████████▏ | 1274/1563 [01:30<00:20, 14.21it/s]
 82%|████████▏ | 1276/1563 [01:30<00:20, 14.09it/s]
 82%|████████▏ | 1278/1563 [01:30<00:20, 14.13it/s]
 82%|████████▏ | 1280/1563 [01:30<00:20, 14.02it/s]
 82%|████████▏ | 1282/1563 [01:30<00:19, 14.08it/s]
 82%|████████▏ | 1284/1563 [01:30<00:19, 14.09it/s]
 82%|████████▏ | 1286/1563 [01:30<00:19, 14.09it/s]
 82%|████████▏ | 1288/1563 [01:31<00:19, 14.17it/s]
 83%|████████▎ | 1290/1563 [01:31<00:19, 14.10it/s]
 83%|████████▎ | 1292/1563 [01:31<00:19, 14.16it/s]
 83%|████████▎ | 1294/1563 [01:31<00:18, 14.20it/s]
 83%|████████▎ | 1296/1563 [01:31<00:18, 14.20it/s]
 83%|████████▎ | 1298/1563 [01:31<00:18, 14.15it/s]
 83%|████████▎ | 1300/1563 [01:31<00:18, 14.15it/s]
 83%|████████▎ | 1302/1563 [01:32<00:18, 14.18it/s]
 83%|████████▎ | 1304/1563 [01:32<00:18, 14.14it/s]
 84%|████████▎ | 1306/1563 [01:32<00:18, 14.11it/s]
 84%|████████▎ | 1308/1563 [01:32<00:17, 14.18it/s]
 84%|████████▍ | 1310/1563 [01:32<00:17, 14.14it/s]
 84%|████████▍ | 1312/1563 [01:32<00:17, 14.10it/s]
 84%|████████▍ | 1314/1563 [01:32<00:17, 14.06it/s]
 84%|████████▍ | 1316/1563 [01:33<00:17, 14.13it/s]
 84%|████████▍ | 1318/1563 [01:33<00:17, 14.09it/s]
 84%|████████▍ | 1320/1563 [01:33<00:17, 14.09it/s]
 85%|████████▍ | 1322/1563 [01:33<00:17, 14.13it/s]
 85%|████████▍ | 1324/1563 [01:33<00:16, 14.08it/s]
 85%|████████▍ | 1326/1563 [01:33<00:16, 14.12it/s]
 85%|████████▍ | 1328/1563 [01:33<00:16, 14.13it/s]
 85%|████████▌ | 1330/1563 [01:34<00:16, 14.11it/s]
 85%|████████▌ | 1332/1563 [01:34<00:16, 14.13it/s]
 85%|████████▌ | 1334/1563 [01:34<00:16, 14.10it/s]
 85%|████████▌ | 1336/1563 [01:34<00:16, 14.19it/s]
 86%|████████▌ | 1338/1563 [01:34<00:15, 14.17it/s]
 86%|████████▌ | 1340/1563 [01:34<00:15, 14.18it/s]
 86%|████████▌ | 1342/1563 [01:34<00:15, 14.22it/s]
 86%|████████▌ | 1344/1563 [01:35<00:15, 14.17it/s]
 86%|████████▌ | 1346/1563 [01:35<00:15, 14.23it/s]
 86%|████████▌ | 1348/1563 [01:35<00:15, 14.15it/s]
 86%|████████▋ | 1350/1563 [01:35<00:15, 14.14it/s]
 87%|████████▋ | 1352/1563 [01:35<00:14, 14.12it/s]
 87%|████████▋ | 1354/1563 [01:35<00:14, 14.12it/s]
 87%|████████▋ | 1356/1563 [01:35<00:14, 14.03it/s]
 87%|████████▋ | 1358/1563 [01:36<00:14, 13.98it/s]
 87%|████████▋ | 1360/1563 [01:36<00:14, 14.03it/s]
 87%|████████▋ | 1362/1563 [01:36<00:14, 14.05it/s]
 87%|████████▋ | 1364/1563 [01:36<00:14, 14.11it/s]
 87%|████████▋ | 1366/1563 [01:36<00:13, 14.10it/s]
 88%|████████▊ | 1368/1563 [01:36<00:13, 14.12it/s]
 88%|████████▊ | 1370/1563 [01:36<00:13, 14.13it/s]
 88%|████████▊ | 1372/1563 [01:37<00:13, 14.07it/s]
 88%|████████▊ | 1374/1563 [01:37<00:13, 14.14it/s]
 88%|████████▊ | 1376/1563 [01:37<00:13, 14.14it/s]
 88%|████████▊ | 1378/1563 [01:37<00:13, 14.17it/s]
 88%|████████▊ | 1380/1563 [01:37<00:12, 14.18it/s]
 88%|████████▊ | 1382/1563 [01:37<00:12, 14.16it/s]
 89%|████████▊ | 1384/1563 [01:37<00:12, 14.15it/s]
 89%|████████▊ | 1386/1563 [01:38<00:12, 14.13it/s]
 89%|████████▉ | 1388/1563 [01:38<00:12, 14.13it/s]
 89%|████████▉ | 1390/1563 [01:38<00:12, 14.06it/s]
 89%|████████▉ | 1392/1563 [01:38<00:12, 13.91it/s]
 89%|████████▉ | 1394/1563 [01:38<00:12, 13.90it/s]
 89%|████████▉ | 1396/1563 [01:38<00:12, 13.76it/s]
 89%|████████▉ | 1398/1563 [01:38<00:11, 13.78it/s]
 90%|████████▉ | 1400/1563 [01:39<00:11, 13.69it/s]
 90%|████████▉ | 1402/1563 [01:39<00:11, 13.71it/s]
 90%|████████▉ | 1404/1563 [01:39<00:11, 13.65it/s]
 90%|████████▉ | 1406/1563 [01:39<00:11, 13.64it/s]
 90%|█████████ | 1408/1563 [01:39<00:11, 13.73it/s]
 90%|█████████ | 1410/1563 [01:39<00:11, 13.84it/s]
 90%|█████████ | 1412/1563 [01:39<00:10, 13.96it/s]
 90%|█████████ | 1414/1563 [01:40<00:10, 13.98it/s]
 91%|█████████ | 1416/1563 [01:40<00:10, 14.09it/s]
 91%|█████████ | 1418/1563 [01:40<00:10, 14.08it/s]
 91%|█████████ | 1420/1563 [01:40<00:10, 14.06it/s]
 91%|█████████ | 1422/1563 [01:40<00:09, 14.13it/s]
 91%|█████████ | 1424/1563 [01:40<00:09, 14.09it/s]
 91%|█████████ | 1426/1563 [01:40<00:09, 14.10it/s]
 91%|█████████▏| 1428/1563 [01:41<00:09, 14.09it/s]
 91%|█████████▏| 1430/1563 [01:41<00:09, 14.16it/s]
 92%|█████████▏| 1432/1563 [01:41<00:09, 14.16it/s]
 92%|█████████▏| 1434/1563 [01:41<00:09, 14.17it/s]
 92%|█████████▏| 1436/1563 [01:41<00:08, 14.14it/s]
 92%|█████████▏| 1438/1563 [01:41<00:08, 14.11it/s]
 92%|█████████▏| 1440/1563 [01:41<00:08, 14.16it/s]
 92%|█████████▏| 1442/1563 [01:42<00:08, 14.17it/s]
 92%|█████████▏| 1444/1563 [01:42<00:08, 14.17it/s]
 93%|█████████▎| 1446/1563 [01:42<00:08, 14.16it/s]
 93%|█████████▎| 1448/1563 [01:42<00:08, 14.12it/s]
 93%|█████████▎| 1450/1563 [01:42<00:07, 14.14it/s]
 93%|█████████▎| 1452/1563 [01:42<00:07, 14.08it/s]
 93%|█████████▎| 1454/1563 [01:42<00:07, 14.10it/s]
 93%|█████████▎| 1456/1563 [01:43<00:07, 14.13it/s]
 93%|█████████▎| 1458/1563 [01:43<00:07, 14.13it/s]
 93%|█████████▎| 1460/1563 [01:43<00:07, 14.16it/s]
 94%|█████████▎| 1462/1563 [01:43<00:07, 14.18it/s]
 94%|█████████▎| 1464/1563 [01:43<00:06, 14.16it/s]
 94%|█████████▍| 1466/1563 [01:43<00:06, 14.17it/s]
 94%|█████████▍| 1468/1563 [01:43<00:06, 14.15it/s]
 94%|█████████▍| 1470/1563 [01:44<00:06, 14.19it/s]
 94%|█████████▍| 1472/1563 [01:44<00:06, 14.17it/s]
 94%|█████████▍| 1474/1563 [01:44<00:06, 14.15it/s]
 94%|█████████▍| 1476/1563 [01:44<00:06, 14.15it/s]
 95%|█████████▍| 1478/1563 [01:44<00:06, 14.15it/s]
 95%|█████████▍| 1480/1563 [01:44<00:05, 14.16it/s]
 95%|█████████▍| 1482/1563 [01:44<00:05, 14.19it/s]
 95%|█████████▍| 1484/1563 [01:45<00:05, 14.18it/s]
 95%|█████████▌| 1486/1563 [01:45<00:05, 14.18it/s]
 95%|█████████▌| 1488/1563 [01:45<00:05, 14.13it/s]
 95%|█████████▌| 1490/1563 [01:45<00:05, 14.11it/s]
 95%|█████████▌| 1492/1563 [01:45<00:05, 14.13it/s]
 96%|█████████▌| 1494/1563 [01:45<00:04, 14.14it/s]
 96%|█████████▌| 1496/1563 [01:45<00:04, 14.17it/s]
 96%|█████████▌| 1498/1563 [01:46<00:04, 14.17it/s]
 96%|█████████▌| 1500/1563 [01:46<00:04, 14.19it/s]
 96%|█████████▌| 1502/1563 [01:46<00:04, 14.15it/s]
 96%|█████████▌| 1504/1563 [01:46<00:04, 14.14it/s]
 96%|█████████▋| 1506/1563 [01:46<00:04, 14.12it/s]
 96%|█████████▋| 1508/1563 [01:46<00:03, 14.13it/s]
 97%|█████████▋| 1510/1563 [01:46<00:03, 14.18it/s]
 97%|█████████▋| 1512/1563 [01:47<00:03, 14.16it/s]
 97%|█████████▋| 1514/1563 [01:47<00:03, 14.14it/s]
 97%|█████████▋| 1516/1563 [01:47<00:03, 14.11it/s]
 97%|█████████▋| 1518/1563 [01:47<00:03, 14.13it/s]
 97%|█████████▋| 1520/1563 [01:47<00:03, 14.10it/s]
 97%|█████████▋| 1522/1563 [01:47<00:02, 14.08it/s]
 98%|█████████▊| 1524/1563 [01:47<00:02, 14.16it/s]
 98%|█████████▊| 1526/1563 [01:48<00:02, 14.17it/s]
 98%|█████████▊| 1528/1563 [01:48<00:02, 14.13it/s]
 98%|█████████▊| 1530/1563 [01:48<00:02, 14.10it/s]
 98%|█████████▊| 1532/1563 [01:48<00:02, 14.09it/s]
 98%|█████████▊| 1534/1563 [01:48<00:02, 14.13it/s]
 98%|█████████▊| 1536/1563 [01:48<00:01, 14.14it/s]
 98%|█████████▊| 1538/1563 [01:48<00:01, 14.14it/s]
 99%|█████████▊| 1540/1563 [01:48<00:01, 14.14it/s]
 99%|█████████▊| 1542/1563 [01:49<00:01, 14.18it/s]
 99%|█████████▉| 1544/1563 [01:49<00:01, 14.14it/s]
 99%|█████████▉| 1546/1563 [01:49<00:01, 14.12it/s]
 99%|█████████▉| 1548/1563 [01:49<00:01, 14.07it/s]
 99%|█████████▉| 1550/1563 [01:49<00:00, 14.10it/s]
 99%|█████████▉| 1552/1563 [01:49<00:00, 14.14it/s]
 99%|█████████▉| 1554/1563 [01:49<00:00, 14.09it/s]
100%|█████████▉| 1556/1563 [01:50<00:00, 14.13it/s]
100%|█████████▉| 1558/1563 [01:50<00:00, 14.14it/s]
100%|█████████▉| 1560/1563 [01:50<00:00, 14.17it/s]
100%|█████████▉| 1562/1563 [01:50<00:00, 14.18it/s]
100%|██████████| 1563/1563 [01:50<00:00, 14.13it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  2%|▏         | 3/157 [00:00<00:07, 20.78it/s]
  4%|▍         | 6/157 [00:00<00:07, 21.24it/s]
  6%|▌         | 9/157 [00:00<00:06, 21.39it/s]
  8%|▊         | 12/157 [00:00<00:06, 21.48it/s]
 10%|▉         | 15/157 [00:00<00:06, 21.55it/s]
 11%|█▏        | 18/157 [00:00<00:06, 21.54it/s]
 13%|█▎        | 21/157 [00:00<00:06, 21.55it/s]
 15%|█▌        | 24/157 [00:01<00:06, 21.48it/s]
 17%|█▋        | 27/157 [00:01<00:06, 21.51it/s]
 19%|█▉        | 30/157 [00:01<00:05, 21.52it/s]
 21%|██        | 33/157 [00:01<00:05, 21.59it/s]
 23%|██▎       | 36/157 [00:01<00:05, 21.57it/s]
 25%|██▍       | 39/157 [00:01<00:05, 21.18it/s]
 27%|██▋       | 42/157 [00:01<00:05, 21.04it/s]
 29%|██▊       | 45/157 [00:02<00:05, 20.90it/s]
 31%|███       | 48/157 [00:02<00:05, 20.87it/s]
 32%|███▏      | 51/157 [00:02<00:05, 20.78it/s]
 34%|███▍      | 54/157 [00:02<00:04, 20.79it/s]
 36%|███▋      | 57/157 [00:02<00:04, 20.78it/s]
 38%|███▊      | 60/157 [00:02<00:04, 20.80it/s]
 40%|████      | 63/157 [00:02<00:04, 20.76it/s]
 42%|████▏     | 66/157 [00:03<00:04, 20.74it/s]
 44%|████▍     | 69/157 [00:03<00:04, 20.75it/s]
 46%|████▌     | 72/157 [00:03<00:04, 20.81it/s]
 48%|████▊     | 75/157 [00:03<00:03, 20.75it/s]
 50%|████▉     | 78/157 [00:03<00:03, 20.75it/s]
 52%|█████▏    | 81/157 [00:03<00:03, 20.74it/s]
 54%|█████▎    | 84/157 [00:03<00:03, 20.73it/s]
 55%|█████▌    | 87/157 [00:04<00:03, 20.73it/s]
 57%|█████▋    | 90/157 [00:04<00:03, 20.73it/s]
 59%|█████▉    | 93/157 [00:04<00:03, 20.75it/s]
 61%|██████    | 96/157 [00:04<00:02, 20.68it/s]
 63%|██████▎   | 99/157 [00:04<00:02, 20.66it/s]
 65%|██████▍   | 102/157 [00:04<00:02, 20.69it/s]
 67%|██████▋   | 105/157 [00:05<00:02, 20.74it/s]
 69%|██████▉   | 108/157 [00:05<00:02, 20.73it/s]
 71%|███████   | 111/157 [00:05<00:02, 20.74it/s]
 73%|███████▎  | 114/157 [00:05<00:02, 20.74it/s]
 75%|███████▍  | 117/157 [00:05<00:01, 20.69it/s]
 76%|███████▋  | 120/157 [00:05<00:01, 20.72it/s]
 78%|███████▊  | 123/157 [00:05<00:01, 20.76it/s]
 80%|████████  | 126/157 [00:06<00:01, 20.69it/s]
 82%|████████▏ | 129/157 [00:06<00:01, 20.60it/s]
 84%|████████▍ | 132/157 [00:06<00:01, 20.60it/s]
 86%|████████▌ | 135/157 [00:06<00:01, 20.67it/s]
 88%|████████▊ | 138/157 [00:06<00:00, 20.52it/s]
 90%|████████▉ | 141/157 [00:06<00:00, 20.56it/s]
 92%|█████████▏| 144/157 [00:06<00:00, 20.69it/s]
 94%|█████████▎| 147/157 [00:07<00:00, 20.72it/s]
 96%|█████████▌| 150/157 [00:07<00:00, 20.72it/s]
 97%|█████████▋| 153/157 [00:07<00:00, 20.72it/s]
 99%|█████████▉| 156/157 [00:07<00:00, 20.66it/s]
100%|██████████| 157/157 [00:07<00:00, 20.95it/s]
Epoch: 3 	Training Loss: 0.836446 	Training Accuracy: 0.780990 	Validation Loss: 1.186394 	Validation Accuracy: 0.704600

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:03, 12.64it/s]
  0%|          | 4/1563 [00:00<01:58, 13.20it/s]
  0%|          | 6/1563 [00:00<01:55, 13.53it/s]
  1%|          | 8/1563 [00:00<01:53, 13.72it/s]
  1%|          | 10/1563 [00:00<01:51, 13.90it/s]
  1%|          | 12/1563 [00:00<01:51, 13.95it/s]
  1%|          | 14/1563 [00:01<01:50, 13.97it/s]
  1%|          | 16/1563 [00:01<01:50, 14.05it/s]
  1%|          | 18/1563 [00:01<01:50, 13.97it/s]
  1%|▏         | 20/1563 [00:01<01:49, 14.06it/s]
  1%|▏         | 22/1563 [00:01<01:49, 14.10it/s]
  2%|▏         | 24/1563 [00:01<01:49, 14.06it/s]
  2%|▏         | 26/1563 [00:01<01:48, 14.14it/s]
  2%|▏         | 28/1563 [00:02<01:48, 14.15it/s]
  2%|▏         | 30/1563 [00:02<01:48, 14.09it/s]
  2%|▏         | 32/1563 [00:02<01:48, 14.10it/s]
  2%|▏         | 34/1563 [00:02<01:48, 14.09it/s]
  2%|▏         | 36/1563 [00:02<01:48, 14.10it/s]
  2%|▏         | 38/1563 [00:02<01:48, 14.08it/s]
  3%|▎         | 40/1563 [00:02<01:47, 14.14it/s]
  3%|▎         | 42/1563 [00:03<01:47, 14.12it/s]
  3%|▎         | 44/1563 [00:03<01:47, 14.11it/s]
  3%|▎         | 46/1563 [00:03<01:47, 14.15it/s]
  3%|▎         | 48/1563 [00:03<01:46, 14.17it/s]
  3%|▎         | 50/1563 [00:03<01:46, 14.17it/s]
  3%|▎         | 52/1563 [00:03<01:46, 14.14it/s]
  3%|▎         | 54/1563 [00:03<01:46, 14.20it/s]
  4%|▎         | 56/1563 [00:03<01:46, 14.20it/s]
  4%|▎         | 58/1563 [00:04<01:46, 14.14it/s]
  4%|▍         | 60/1563 [00:04<01:46, 14.18it/s]
  4%|▍         | 62/1563 [00:04<01:47, 14.02it/s]
  4%|▍         | 64/1563 [00:04<01:46, 14.01it/s]
  4%|▍         | 66/1563 [00:04<01:46, 14.06it/s]
  4%|▍         | 68/1563 [00:04<01:46, 14.05it/s]
  4%|▍         | 70/1563 [00:04<01:45, 14.09it/s]
  5%|▍         | 72/1563 [00:05<01:46, 14.05it/s]
  5%|▍         | 74/1563 [00:05<01:45, 14.13it/s]
  5%|▍         | 76/1563 [00:05<01:45, 14.07it/s]
  5%|▍         | 78/1563 [00:05<01:45, 14.10it/s]
  5%|▌         | 80/1563 [00:05<01:45, 14.12it/s]
  5%|▌         | 82/1563 [00:05<01:44, 14.13it/s]
  5%|▌         | 84/1563 [00:05<01:44, 14.20it/s]
  6%|▌         | 86/1563 [00:06<01:44, 14.14it/s]
  6%|▌         | 88/1563 [00:06<01:44, 14.12it/s]
  6%|▌         | 90/1563 [00:06<01:44, 14.11it/s]
  6%|▌         | 92/1563 [00:06<01:44, 14.13it/s]
  6%|▌         | 94/1563 [00:06<01:43, 14.17it/s]
  6%|▌         | 96/1563 [00:06<01:43, 14.11it/s]
  6%|▋         | 98/1563 [00:06<01:43, 14.11it/s]
  6%|▋         | 100/1563 [00:07<01:43, 14.15it/s]
  7%|▋         | 102/1563 [00:07<01:43, 14.16it/s]
  7%|▋         | 104/1563 [00:07<01:42, 14.17it/s]
  7%|▋         | 106/1563 [00:07<01:42, 14.18it/s]
  7%|▋         | 108/1563 [00:07<01:42, 14.19it/s]
  7%|▋         | 110/1563 [00:07<01:42, 14.17it/s]
  7%|▋         | 112/1563 [00:07<01:42, 14.14it/s]
  7%|▋         | 114/1563 [00:08<01:42, 14.19it/s]
  7%|▋         | 116/1563 [00:08<01:42, 14.14it/s]
  8%|▊         | 118/1563 [00:08<01:41, 14.19it/s]
  8%|▊         | 120/1563 [00:08<01:41, 14.16it/s]
  8%|▊         | 122/1563 [00:08<01:41, 14.21it/s]
  8%|▊         | 124/1563 [00:08<01:41, 14.21it/s]
  8%|▊         | 126/1563 [00:08<01:41, 14.19it/s]
  8%|▊         | 128/1563 [00:09<01:41, 14.17it/s]
  8%|▊         | 130/1563 [00:09<01:41, 14.14it/s]
  8%|▊         | 132/1563 [00:09<01:41, 14.13it/s]
  9%|▊         | 134/1563 [00:09<01:40, 14.16it/s]
  9%|▊         | 136/1563 [00:09<01:41, 14.10it/s]
  9%|▉         | 138/1563 [00:09<01:40, 14.19it/s]
  9%|▉         | 140/1563 [00:09<01:40, 14.18it/s]
  9%|▉         | 142/1563 [00:10<01:39, 14.25it/s]
  9%|▉         | 144/1563 [00:10<01:39, 14.20it/s]
  9%|▉         | 146/1563 [00:10<01:40, 14.17it/s]
  9%|▉         | 148/1563 [00:10<01:39, 14.18it/s]
 10%|▉         | 150/1563 [00:10<01:39, 14.14it/s]
 10%|▉         | 152/1563 [00:10<01:39, 14.18it/s]
 10%|▉         | 154/1563 [00:10<01:39, 14.14it/s]
 10%|▉         | 156/1563 [00:11<01:39, 14.15it/s]
 10%|█         | 158/1563 [00:11<01:39, 14.10it/s]
 10%|█         | 160/1563 [00:11<01:39, 14.13it/s]
 10%|█         | 162/1563 [00:11<01:39, 14.14it/s]
 10%|█         | 164/1563 [00:11<01:39, 14.11it/s]
 11%|█         | 166/1563 [00:11<01:38, 14.20it/s]
 11%|█         | 168/1563 [00:11<01:38, 14.16it/s]
 11%|█         | 170/1563 [00:12<01:38, 14.14it/s]
 11%|█         | 172/1563 [00:12<01:38, 14.18it/s]
 11%|█         | 174/1563 [00:12<01:38, 14.15it/s]
 11%|█▏        | 176/1563 [00:12<01:38, 14.12it/s]
 11%|█▏        | 178/1563 [00:12<01:38, 14.12it/s]
 12%|█▏        | 180/1563 [00:12<01:37, 14.14it/s]
 12%|█▏        | 182/1563 [00:12<01:37, 14.15it/s]
 12%|█▏        | 184/1563 [00:13<01:37, 14.11it/s]
 12%|█▏        | 186/1563 [00:13<01:37, 14.13it/s]
 12%|█▏        | 188/1563 [00:13<01:37, 14.06it/s]
 12%|█▏        | 190/1563 [00:13<01:37, 14.08it/s]
 12%|█▏        | 192/1563 [00:13<01:37, 14.08it/s]
 12%|█▏        | 194/1563 [00:13<01:36, 14.17it/s]
 13%|█▎        | 196/1563 [00:13<01:36, 14.16it/s]
 13%|█▎        | 198/1563 [00:14<01:36, 14.12it/s]
 13%|█▎        | 200/1563 [00:14<01:36, 14.13it/s]
 13%|█▎        | 202/1563 [00:14<01:36, 14.10it/s]
 13%|█▎        | 204/1563 [00:14<01:36, 14.15it/s]
 13%|█▎        | 206/1563 [00:14<01:36, 14.13it/s]
 13%|█▎        | 208/1563 [00:14<01:35, 14.13it/s]
 13%|█▎        | 210/1563 [00:14<01:35, 14.14it/s]
 14%|█▎        | 212/1563 [00:15<01:35, 14.15it/s]
 14%|█▎        | 214/1563 [00:15<01:35, 14.10it/s]
 14%|█▍        | 216/1563 [00:15<01:35, 14.11it/s]
 14%|█▍        | 218/1563 [00:15<01:35, 14.12it/s]
 14%|█▍        | 220/1563 [00:15<01:35, 14.13it/s]
 14%|█▍        | 222/1563 [00:15<01:34, 14.13it/s]
 14%|█▍        | 224/1563 [00:15<01:34, 14.13it/s]
 14%|█▍        | 226/1563 [00:16<01:34, 14.16it/s]
 15%|█▍        | 228/1563 [00:16<01:34, 14.16it/s]
 15%|█▍        | 230/1563 [00:16<01:33, 14.22it/s]
 15%|█▍        | 232/1563 [00:16<01:33, 14.17it/s]
 15%|█▍        | 234/1563 [00:16<01:33, 14.18it/s]
 15%|█▌        | 236/1563 [00:16<01:33, 14.13it/s]
 15%|█▌        | 238/1563 [00:16<01:33, 14.15it/s]
 15%|█▌        | 240/1563 [00:17<01:33, 14.14it/s]
 15%|█▌        | 242/1563 [00:17<01:33, 14.14it/s]
 16%|█▌        | 244/1563 [00:17<01:33, 14.16it/s]
 16%|█▌        | 246/1563 [00:17<01:33, 14.10it/s]
 16%|█▌        | 248/1563 [00:17<01:32, 14.14it/s]
 16%|█▌        | 250/1563 [00:17<01:32, 14.14it/s]
 16%|█▌        | 252/1563 [00:17<01:32, 14.17it/s]
 16%|█▋        | 254/1563 [00:17<01:32, 14.19it/s]
 16%|█▋        | 256/1563 [00:18<01:32, 14.08it/s]
 17%|█▋        | 258/1563 [00:18<01:32, 14.12it/s]
 17%|█▋        | 260/1563 [00:18<01:32, 14.09it/s]
 17%|█▋        | 262/1563 [00:18<01:32, 14.12it/s]
 17%|█▋        | 264/1563 [00:18<01:31, 14.13it/s]
 17%|█▋        | 266/1563 [00:18<01:31, 14.13it/s]
 17%|█▋        | 268/1563 [00:18<01:31, 14.10it/s]
 17%|█▋        | 270/1563 [00:19<01:31, 14.10it/s]
 17%|█▋        | 272/1563 [00:19<01:31, 14.16it/s]
 18%|█▊        | 274/1563 [00:19<01:31, 14.15it/s]
 18%|█▊        | 276/1563 [00:19<01:30, 14.19it/s]
 18%|█▊        | 278/1563 [00:19<01:30, 14.19it/s]
 18%|█▊        | 280/1563 [00:19<01:30, 14.14it/s]
 18%|█▊        | 282/1563 [00:19<01:30, 14.14it/s]
 18%|█▊        | 284/1563 [00:20<01:30, 14.15it/s]
 18%|█▊        | 286/1563 [00:20<01:30, 14.17it/s]
 18%|█▊        | 288/1563 [00:20<01:29, 14.18it/s]
 19%|█▊        | 290/1563 [00:20<01:30, 14.14it/s]
 19%|█▊        | 292/1563 [00:20<01:29, 14.18it/s]
 19%|█▉        | 294/1563 [00:20<01:29, 14.16it/s]
 19%|█▉        | 296/1563 [00:20<01:29, 14.21it/s]
 19%|█▉        | 298/1563 [00:21<01:29, 14.20it/s]
 19%|█▉        | 300/1563 [00:21<01:29, 14.18it/s]
 19%|█▉        | 302/1563 [00:21<01:28, 14.25it/s]
 19%|█▉        | 304/1563 [00:21<01:28, 14.24it/s]
 20%|█▉        | 306/1563 [00:21<01:28, 14.19it/s]
 20%|█▉        | 308/1563 [00:21<01:28, 14.16it/s]
 20%|█▉        | 310/1563 [00:21<01:28, 14.14it/s]
 20%|█▉        | 312/1563 [00:22<01:27, 14.25it/s]
 20%|██        | 314/1563 [00:22<01:28, 14.12it/s]
 20%|██        | 316/1563 [00:22<01:28, 14.11it/s]
 20%|██        | 318/1563 [00:22<01:28, 14.10it/s]
 20%|██        | 320/1563 [00:22<01:28, 14.11it/s]
 21%|██        | 322/1563 [00:22<01:27, 14.14it/s]
 21%|██        | 324/1563 [00:22<01:27, 14.12it/s]
 21%|██        | 326/1563 [00:23<01:27, 14.12it/s]
 21%|██        | 328/1563 [00:23<01:27, 14.15it/s]
 21%|██        | 330/1563 [00:23<01:27, 14.11it/s]
 21%|██        | 332/1563 [00:23<01:27, 14.14it/s]
 21%|██▏       | 334/1563 [00:23<01:27, 14.11it/s]
 21%|██▏       | 336/1563 [00:23<01:27, 14.10it/s]
 22%|██▏       | 338/1563 [00:23<01:26, 14.10it/s]
 22%|██▏       | 340/1563 [00:24<01:26, 14.08it/s]
 22%|██▏       | 342/1563 [00:24<01:26, 14.07it/s]
 22%|██▏       | 344/1563 [00:24<01:26, 14.10it/s]
 22%|██▏       | 346/1563 [00:24<01:25, 14.16it/s]
 22%|██▏       | 348/1563 [00:24<01:25, 14.15it/s]
 22%|██▏       | 350/1563 [00:24<01:25, 14.12it/s]
 23%|██▎       | 352/1563 [00:24<01:25, 14.14it/s]
 23%|██▎       | 354/1563 [00:25<01:25, 14.13it/s]
 23%|██▎       | 356/1563 [00:25<01:25, 14.10it/s]
 23%|██▎       | 358/1563 [00:25<01:25, 14.05it/s]
 23%|██▎       | 360/1563 [00:25<01:25, 14.08it/s]
 23%|██▎       | 362/1563 [00:25<01:25, 14.10it/s]
 23%|██▎       | 364/1563 [00:25<01:25, 14.09it/s]
 23%|██▎       | 366/1563 [00:25<01:24, 14.11it/s]
 24%|██▎       | 368/1563 [00:26<01:24, 14.15it/s]
 24%|██▎       | 370/1563 [00:26<01:23, 14.20it/s]
 24%|██▍       | 372/1563 [00:26<01:24, 14.17it/s]
 24%|██▍       | 374/1563 [00:26<01:23, 14.17it/s]
 24%|██▍       | 376/1563 [00:26<01:23, 14.16it/s]
 24%|██▍       | 378/1563 [00:26<01:24, 14.09it/s]
 24%|██▍       | 380/1563 [00:26<01:23, 14.17it/s]
 24%|██▍       | 382/1563 [00:27<01:23, 14.13it/s]
 25%|██▍       | 384/1563 [00:27<01:23, 14.11it/s]
 25%|██▍       | 386/1563 [00:27<01:23, 14.14it/s]
 25%|██▍       | 388/1563 [00:27<01:23, 14.16it/s]
 25%|██▍       | 390/1563 [00:27<01:22, 14.19it/s]
 25%|██▌       | 392/1563 [00:27<01:22, 14.18it/s]
 25%|██▌       | 394/1563 [00:27<01:22, 14.19it/s]
 25%|██▌       | 396/1563 [00:28<01:22, 14.14it/s]
 25%|██▌       | 398/1563 [00:28<01:22, 14.16it/s]
 26%|██▌       | 400/1563 [00:28<01:21, 14.20it/s]
 26%|██▌       | 402/1563 [00:28<01:22, 14.13it/s]
 26%|██▌       | 404/1563 [00:28<01:21, 14.15it/s]
 26%|██▌       | 406/1563 [00:28<01:22, 14.10it/s]
 26%|██▌       | 408/1563 [00:28<01:21, 14.15it/s]
 26%|██▌       | 410/1563 [00:29<01:21, 14.14it/s]
 26%|██▋       | 412/1563 [00:29<01:21, 14.15it/s]
 26%|██▋       | 414/1563 [00:29<01:20, 14.19it/s]
 27%|██▋       | 416/1563 [00:29<01:21, 14.12it/s]
 27%|██▋       | 418/1563 [00:29<01:20, 14.15it/s]
 27%|██▋       | 420/1563 [00:29<01:20, 14.13it/s]
 27%|██▋       | 422/1563 [00:29<01:20, 14.21it/s]
 27%|██▋       | 424/1563 [00:30<01:20, 14.17it/s]
 27%|██▋       | 426/1563 [00:30<01:20, 14.18it/s]
 27%|██▋       | 428/1563 [00:30<01:20, 14.12it/s]
 28%|██▊       | 430/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 432/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 434/1563 [00:30<01:20, 14.10it/s]
 28%|██▊       | 436/1563 [00:30<01:20, 14.07it/s]
 28%|██▊       | 438/1563 [00:31<01:19, 14.15it/s]
 28%|██▊       | 440/1563 [00:31<01:19, 14.11it/s]
 28%|██▊       | 442/1563 [00:31<01:19, 14.17it/s]
 28%|██▊       | 444/1563 [00:31<01:18, 14.18it/s]
 29%|██▊       | 446/1563 [00:31<01:18, 14.17it/s]
 29%|██▊       | 448/1563 [00:31<01:18, 14.15it/s]
 29%|██▉       | 450/1563 [00:31<01:19, 14.08it/s]
 29%|██▉       | 452/1563 [00:31<01:18, 14.08it/s]
 29%|██▉       | 454/1563 [00:32<01:18, 14.11it/s]
 29%|██▉       | 456/1563 [00:32<01:18, 14.14it/s]
 29%|██▉       | 458/1563 [00:32<01:18, 14.09it/s]
 29%|██▉       | 460/1563 [00:32<01:18, 14.06it/s]
 30%|██▉       | 462/1563 [00:32<01:17, 14.15it/s]
 30%|██▉       | 464/1563 [00:32<01:17, 14.12it/s]
 30%|██▉       | 466/1563 [00:32<01:17, 14.12it/s]
 30%|██▉       | 468/1563 [00:33<01:17, 14.11it/s]
 30%|███       | 470/1563 [00:33<01:17, 14.07it/s]
 30%|███       | 472/1563 [00:33<01:17, 14.04it/s]
 30%|███       | 474/1563 [00:33<01:17, 14.06it/s]
 30%|███       | 476/1563 [00:33<01:17, 14.11it/s]
 31%|███       | 478/1563 [00:33<01:16, 14.15it/s]
 31%|███       | 480/1563 [00:33<01:16, 14.12it/s]
 31%|███       | 482/1563 [00:34<01:16, 14.17it/s]
 31%|███       | 484/1563 [00:34<01:16, 14.11it/s]
 31%|███       | 486/1563 [00:34<01:16, 14.17it/s]
 31%|███       | 488/1563 [00:34<01:16, 14.10it/s]
 31%|███▏      | 490/1563 [00:34<01:15, 14.19it/s]
 31%|███▏      | 492/1563 [00:34<01:15, 14.20it/s]
 32%|███▏      | 494/1563 [00:34<01:15, 14.18it/s]
 32%|███▏      | 496/1563 [00:35<01:15, 14.18it/s]
 32%|███▏      | 498/1563 [00:35<01:15, 14.14it/s]
 32%|███▏      | 500/1563 [00:35<01:15, 14.07it/s]
 32%|███▏      | 502/1563 [00:35<01:15, 14.11it/s]
 32%|███▏      | 504/1563 [00:35<01:15, 14.07it/s]
 32%|███▏      | 506/1563 [00:35<01:14, 14.11it/s]
 33%|███▎      | 508/1563 [00:35<01:14, 14.12it/s]
 33%|███▎      | 510/1563 [00:36<01:14, 14.11it/s]
 33%|███▎      | 512/1563 [00:36<01:14, 14.08it/s]
 33%|███▎      | 514/1563 [00:36<01:14, 14.09it/s]
 33%|███▎      | 516/1563 [00:36<01:14, 14.11it/s]
 33%|███▎      | 518/1563 [00:36<01:14, 14.10it/s]
 33%|███▎      | 520/1563 [00:36<01:13, 14.15it/s]
 33%|███▎      | 522/1563 [00:36<01:13, 14.11it/s]
 34%|███▎      | 524/1563 [00:37<01:13, 14.13it/s]
 34%|███▎      | 526/1563 [00:37<01:13, 14.14it/s]
 34%|███▍      | 528/1563 [00:37<01:12, 14.18it/s]
 34%|███▍      | 530/1563 [00:37<01:12, 14.17it/s]
 34%|███▍      | 532/1563 [00:37<01:13, 14.12it/s]
 34%|███▍      | 534/1563 [00:37<01:12, 14.13it/s]
 34%|███▍      | 536/1563 [00:37<01:12, 14.12it/s]
 34%|███▍      | 538/1563 [00:38<01:12, 14.17it/s]
 35%|███▍      | 540/1563 [00:38<01:12, 14.15it/s]
 35%|███▍      | 542/1563 [00:38<01:12, 14.13it/s]
 35%|███▍      | 544/1563 [00:38<01:12, 14.02it/s]
 35%|███▍      | 546/1563 [00:38<01:12, 14.06it/s]
 35%|███▌      | 548/1563 [00:38<01:11, 14.10it/s]
 35%|███▌      | 550/1563 [00:38<01:11, 14.08it/s]
 35%|███▌      | 552/1563 [00:39<01:11, 14.13it/s]
 35%|███▌      | 554/1563 [00:39<01:11, 14.15it/s]
 36%|███▌      | 556/1563 [00:39<01:11, 14.13it/s]
 36%|███▌      | 558/1563 [00:39<01:10, 14.19it/s]
 36%|███▌      | 560/1563 [00:39<01:10, 14.20it/s]
 36%|███▌      | 562/1563 [00:39<01:10, 14.20it/s]
 36%|███▌      | 564/1563 [00:39<01:10, 14.19it/s]
 36%|███▌      | 566/1563 [00:40<01:10, 14.17it/s]
 36%|███▋      | 568/1563 [00:40<01:10, 14.15it/s]
 36%|███▋      | 570/1563 [00:40<01:10, 14.15it/s]
 37%|███▋      | 572/1563 [00:40<01:10, 14.14it/s]
 37%|███▋      | 574/1563 [00:40<01:09, 14.17it/s]
 37%|███▋      | 576/1563 [00:40<01:09, 14.13it/s]
 37%|███▋      | 578/1563 [00:40<01:09, 14.12it/s]
 37%|███▋      | 580/1563 [00:41<01:09, 14.14it/s]
 37%|███▋      | 582/1563 [00:41<01:09, 14.12it/s]
 37%|███▋      | 584/1563 [00:41<01:09, 14.12it/s]
 37%|███▋      | 586/1563 [00:41<01:09, 14.06it/s]
 38%|███▊      | 588/1563 [00:41<01:09, 14.10it/s]
 38%|███▊      | 590/1563 [00:41<01:09, 14.07it/s]
 38%|███▊      | 592/1563 [00:41<01:08, 14.10it/s]
 38%|███▊      | 594/1563 [00:42<01:08, 14.12it/s]
 38%|███▊      | 596/1563 [00:42<01:08, 14.12it/s]
 38%|███▊      | 598/1563 [00:42<01:08, 14.09it/s]
 38%|███▊      | 600/1563 [00:42<01:08, 14.12it/s]
 39%|███▊      | 602/1563 [00:42<01:07, 14.16it/s]
 39%|███▊      | 604/1563 [00:42<01:07, 14.11it/s]
 39%|███▉      | 606/1563 [00:42<01:07, 14.09it/s]
 39%|███▉      | 608/1563 [00:43<01:07, 14.10it/s]
 39%|███▉      | 610/1563 [00:43<01:07, 14.09it/s]
 39%|███▉      | 612/1563 [00:43<01:07, 14.15it/s]
 39%|███▉      | 614/1563 [00:43<01:06, 14.17it/s]
 39%|███▉      | 616/1563 [00:43<01:06, 14.19it/s]
 40%|███▉      | 618/1563 [00:43<01:06, 14.14it/s]
 40%|███▉      | 620/1563 [00:43<01:06, 14.13it/s]
 40%|███▉      | 622/1563 [00:44<01:06, 14.13it/s]
 40%|███▉      | 624/1563 [00:44<01:06, 14.03it/s]
 40%|████      | 626/1563 [00:44<01:06, 14.11it/s]
 40%|████      | 628/1563 [00:44<01:06, 14.08it/s]
 40%|████      | 630/1563 [00:44<01:06, 14.11it/s]
 40%|████      | 632/1563 [00:44<01:05, 14.12it/s]
 41%|████      | 634/1563 [00:44<01:05, 14.11it/s]
 41%|████      | 636/1563 [00:45<01:05, 14.10it/s]
 41%|████      | 638/1563 [00:45<01:05, 14.13it/s]
 41%|████      | 640/1563 [00:45<01:05, 14.16it/s]
 41%|████      | 642/1563 [00:45<01:05, 14.13it/s]
 41%|████      | 644/1563 [00:45<01:04, 14.16it/s]
 41%|████▏     | 646/1563 [00:45<01:04, 14.13it/s]
 41%|████▏     | 648/1563 [00:45<01:04, 14.15it/s]
 42%|████▏     | 650/1563 [00:46<01:04, 14.16it/s]
 42%|████▏     | 652/1563 [00:46<01:04, 14.11it/s]
 42%|████▏     | 654/1563 [00:46<01:04, 14.17it/s]
 42%|████▏     | 656/1563 [00:46<01:04, 14.15it/s]
 42%|████▏     | 658/1563 [00:46<01:04, 14.14it/s]
 42%|████▏     | 660/1563 [00:46<01:03, 14.19it/s]
 42%|████▏     | 662/1563 [00:46<01:03, 14.17it/s]
 42%|████▏     | 664/1563 [00:47<01:03, 14.11it/s]
 43%|████▎     | 666/1563 [00:47<01:03, 14.08it/s]
 43%|████▎     | 668/1563 [00:47<01:03, 14.12it/s]
 43%|████▎     | 670/1563 [00:47<01:03, 14.15it/s]
 43%|████▎     | 672/1563 [00:47<01:03, 14.14it/s]
 43%|████▎     | 674/1563 [00:47<01:02, 14.14it/s]
 43%|████▎     | 676/1563 [00:47<01:02, 14.19it/s]
 43%|████▎     | 678/1563 [00:47<01:02, 14.16it/s]
 44%|████▎     | 680/1563 [00:48<01:02, 14.12it/s]
 44%|████▎     | 682/1563 [00:48<01:02, 14.16it/s]
 44%|████▍     | 684/1563 [00:48<01:02, 14.16it/s]
 44%|████▍     | 686/1563 [00:48<01:01, 14.17it/s]
 44%|████▍     | 688/1563 [00:48<01:01, 14.16it/s]
 44%|████▍     | 690/1563 [00:48<01:01, 14.22it/s]
 44%|████▍     | 692/1563 [00:48<01:01, 14.12it/s]
 44%|████▍     | 694/1563 [00:49<01:01, 14.18it/s]
 45%|████▍     | 696/1563 [00:49<01:01, 14.14it/s]
 45%|████▍     | 698/1563 [00:49<01:01, 14.16it/s]
 45%|████▍     | 700/1563 [00:49<01:00, 14.15it/s]
 45%|████▍     | 702/1563 [00:49<01:00, 14.19it/s]
 45%|████▌     | 704/1563 [00:49<01:01, 14.06it/s]
 45%|████▌     | 706/1563 [00:49<01:00, 14.10it/s]
 45%|████▌     | 708/1563 [00:50<01:00, 14.10it/s]
 45%|████▌     | 710/1563 [00:50<01:00, 14.12it/s]
 46%|████▌     | 712/1563 [00:50<01:00, 14.09it/s]
 46%|████▌     | 714/1563 [00:50<01:00, 14.11it/s]
 46%|████▌     | 716/1563 [00:50<00:59, 14.18it/s]
 46%|████▌     | 718/1563 [00:50<00:59, 14.21it/s]
 46%|████▌     | 720/1563 [00:50<00:59, 14.21it/s]
 46%|████▌     | 722/1563 [00:51<00:59, 14.18it/s]
 46%|████▋     | 724/1563 [00:51<00:59, 14.18it/s]
 46%|████▋     | 726/1563 [00:51<00:59, 14.14it/s]
 47%|████▋     | 728/1563 [00:51<00:58, 14.22it/s]
 47%|████▋     | 730/1563 [00:51<00:58, 14.16it/s]
 47%|████▋     | 732/1563 [00:51<00:58, 14.13it/s]
 47%|████▋     | 734/1563 [00:51<00:58, 14.15it/s]
 47%|████▋     | 736/1563 [00:52<00:58, 14.19it/s]
 47%|████▋     | 738/1563 [00:52<00:58, 14.21it/s]
 47%|████▋     | 740/1563 [00:52<00:58, 14.17it/s]
 47%|████▋     | 742/1563 [00:52<00:57, 14.18it/s]
 48%|████▊     | 744/1563 [00:52<00:57, 14.20it/s]
 48%|████▊     | 746/1563 [00:52<00:57, 14.15it/s]
 48%|████▊     | 748/1563 [00:52<00:57, 14.18it/s]
 48%|████▊     | 750/1563 [00:53<00:57, 14.12it/s]
 48%|████▊     | 752/1563 [00:53<00:57, 14.16it/s]
 48%|████▊     | 754/1563 [00:53<00:57, 14.16it/s]
 48%|████▊     | 756/1563 [00:53<00:57, 14.15it/s]
 48%|████▊     | 758/1563 [00:53<00:56, 14.15it/s]
 49%|████▊     | 760/1563 [00:53<00:56, 14.15it/s]
 49%|████▉     | 762/1563 [00:53<00:56, 14.15it/s]
 49%|████▉     | 764/1563 [00:54<00:56, 14.16it/s]
 49%|████▉     | 766/1563 [00:54<00:56, 14.18it/s]
 49%|████▉     | 768/1563 [00:54<00:56, 14.19it/s]
 49%|████▉     | 770/1563 [00:54<00:56, 14.15it/s]
 49%|████▉     | 772/1563 [00:54<00:55, 14.15it/s]
 50%|████▉     | 774/1563 [00:54<00:55, 14.16it/s]
 50%|████▉     | 776/1563 [00:54<00:55, 14.09it/s]
 50%|████▉     | 778/1563 [00:55<00:55, 14.13it/s]
 50%|████▉     | 780/1563 [00:55<00:55, 14.10it/s]
 50%|█████     | 782/1563 [00:55<00:55, 14.06it/s]
 50%|█████     | 784/1563 [00:55<00:55, 14.02it/s]
 50%|█████     | 786/1563 [00:55<00:55, 14.04it/s]
 50%|█████     | 788/1563 [00:55<00:54, 14.11it/s]
 51%|█████     | 790/1563 [00:55<00:54, 14.09it/s]
 51%|█████     | 792/1563 [00:56<00:54, 14.09it/s]
 51%|█████     | 794/1563 [00:56<00:54, 14.09it/s]
 51%|█████     | 796/1563 [00:56<00:54, 14.10it/s]
 51%|█████     | 798/1563 [00:56<00:54, 14.12it/s]
 51%|█████     | 800/1563 [00:56<00:53, 14.15it/s]
 51%|█████▏    | 802/1563 [00:56<00:53, 14.12it/s]
 51%|█████▏    | 804/1563 [00:56<00:53, 14.16it/s]
 52%|█████▏    | 806/1563 [00:57<00:53, 14.14it/s]
 52%|█████▏    | 808/1563 [00:57<00:53, 14.11it/s]
 52%|█████▏    | 810/1563 [00:57<00:53, 14.11it/s]
 52%|█████▏    | 812/1563 [00:57<00:53, 14.05it/s]
 52%|█████▏    | 814/1563 [00:57<00:53, 14.09it/s]
 52%|█████▏    | 816/1563 [00:57<00:52, 14.11it/s]
 52%|█████▏    | 818/1563 [00:57<00:52, 14.10it/s]
 52%|█████▏    | 820/1563 [00:58<00:52, 14.14it/s]
 53%|█████▎    | 822/1563 [00:58<00:52, 14.06it/s]
 53%|█████▎    | 824/1563 [00:58<00:52, 14.08it/s]
 53%|█████▎    | 826/1563 [00:58<00:52, 14.13it/s]
 53%|█████▎    | 828/1563 [00:58<00:52, 14.13it/s]
 53%|█████▎    | 830/1563 [00:58<00:51, 14.18it/s]
 53%|█████▎    | 832/1563 [00:58<00:51, 14.15it/s]
 53%|█████▎    | 834/1563 [00:59<00:51, 14.17it/s]
 53%|█████▎    | 836/1563 [00:59<00:51, 14.17it/s]
 54%|█████▎    | 838/1563 [00:59<00:51, 14.19it/s]
 54%|█████▎    | 840/1563 [00:59<00:51, 14.17it/s]
 54%|█████▍    | 842/1563 [00:59<00:50, 14.16it/s]
 54%|█████▍    | 844/1563 [00:59<00:50, 14.18it/s]
 54%|█████▍    | 846/1563 [00:59<00:50, 14.19it/s]
 54%|█████▍    | 848/1563 [01:00<00:50, 14.15it/s]
 54%|█████▍    | 850/1563 [01:00<00:50, 14.20it/s]
 55%|█████▍    | 852/1563 [01:00<00:50, 14.17it/s]
 55%|█████▍    | 854/1563 [01:00<00:49, 14.20it/s]
 55%|█████▍    | 856/1563 [01:00<00:49, 14.14it/s]
 55%|█████▍    | 858/1563 [01:00<00:49, 14.17it/s]
 55%|█████▌    | 860/1563 [01:00<00:49, 14.13it/s]
 55%|█████▌    | 862/1563 [01:01<00:49, 14.12it/s]
 55%|█████▌    | 864/1563 [01:01<00:49, 14.10it/s]
 55%|█████▌    | 866/1563 [01:01<00:49, 14.10it/s]
 56%|█████▌    | 868/1563 [01:01<00:48, 14.21it/s]
 56%|█████▌    | 870/1563 [01:01<00:48, 14.16it/s]
 56%|█████▌    | 872/1563 [01:01<00:48, 14.16it/s]
 56%|█████▌    | 874/1563 [01:01<00:48, 14.18it/s]
 56%|█████▌    | 876/1563 [01:01<00:48, 14.14it/s]
 56%|█████▌    | 878/1563 [01:02<00:48, 14.11it/s]
 56%|█████▋    | 880/1563 [01:02<00:48, 14.12it/s]
 56%|█████▋    | 882/1563 [01:02<00:48, 14.14it/s]
 57%|█████▋    | 884/1563 [01:02<00:48, 14.12it/s]
 57%|█████▋    | 886/1563 [01:02<00:47, 14.11it/s]
 57%|█████▋    | 888/1563 [01:02<00:47, 14.09it/s]
 57%|█████▋    | 890/1563 [01:02<00:47, 14.12it/s]
 57%|█████▋    | 892/1563 [01:03<00:47, 14.11it/s]
 57%|█████▋    | 894/1563 [01:03<00:47, 14.13it/s]
 57%|█████▋    | 896/1563 [01:03<00:47, 14.11it/s]
 57%|█████▋    | 898/1563 [01:03<00:47, 14.11it/s]
 58%|█████▊    | 900/1563 [01:03<00:47, 14.06it/s]
 58%|█████▊    | 902/1563 [01:03<00:46, 14.09it/s]
 58%|█████▊    | 904/1563 [01:03<00:46, 14.07it/s]
 58%|█████▊    | 906/1563 [01:04<00:46, 14.08it/s]
 58%|█████▊    | 908/1563 [01:04<00:46, 14.08it/s]
 58%|█████▊    | 910/1563 [01:04<00:46, 14.04it/s]
 58%|█████▊    | 912/1563 [01:04<00:46, 14.10it/s]
 58%|█████▊    | 914/1563 [01:04<00:46, 14.10it/s]
 59%|█████▊    | 916/1563 [01:04<00:45, 14.14it/s]
 59%|█████▊    | 918/1563 [01:04<00:45, 14.16it/s]
 59%|█████▉    | 920/1563 [01:05<00:45, 14.15it/s]
 59%|█████▉    | 922/1563 [01:05<00:45, 14.17it/s]
 59%|█████▉    | 924/1563 [01:05<00:45, 14.14it/s]
 59%|█████▉    | 926/1563 [01:05<00:44, 14.21it/s]
 59%|█████▉    | 928/1563 [01:05<00:44, 14.17it/s]
 60%|█████▉    | 930/1563 [01:05<00:44, 14.14it/s]
 60%|█████▉    | 932/1563 [01:05<00:44, 14.11it/s]
 60%|█████▉    | 934/1563 [01:06<00:44, 14.18it/s]
 60%|█████▉    | 936/1563 [01:06<00:44, 14.14it/s]
 60%|██████    | 938/1563 [01:06<00:44, 14.13it/s]
 60%|██████    | 940/1563 [01:06<00:44, 14.16it/s]
 60%|██████    | 942/1563 [01:06<00:44, 14.11it/s]
 60%|██████    | 944/1563 [01:06<00:44, 14.05it/s]
 61%|██████    | 946/1563 [01:06<00:43, 14.04it/s]
 61%|██████    | 948/1563 [01:07<00:43, 14.01it/s]
 61%|██████    | 950/1563 [01:07<00:43, 14.04it/s]
 61%|██████    | 952/1563 [01:07<00:43, 14.10it/s]
 61%|██████    | 954/1563 [01:07<00:43, 14.10it/s]
 61%|██████    | 956/1563 [01:07<00:43, 14.10it/s]
 61%|██████▏   | 958/1563 [01:07<00:43, 14.07it/s]
 61%|██████▏   | 960/1563 [01:07<00:42, 14.09it/s]
 62%|██████▏   | 962/1563 [01:08<00:42, 14.11it/s]
 62%|██████▏   | 964/1563 [01:08<00:42, 14.10it/s]
 62%|██████▏   | 966/1563 [01:08<00:42, 14.13it/s]
 62%|██████▏   | 968/1563 [01:08<00:42, 14.10it/s]
 62%|██████▏   | 970/1563 [01:08<00:42, 14.11it/s]
 62%|██████▏   | 972/1563 [01:08<00:41, 14.08it/s]
 62%|██████▏   | 974/1563 [01:08<00:41, 14.10it/s]
 62%|██████▏   | 976/1563 [01:09<00:41, 14.10it/s]
 63%|██████▎   | 978/1563 [01:09<00:41, 14.11it/s]
 63%|██████▎   | 980/1563 [01:09<00:41, 14.10it/s]
 63%|██████▎   | 982/1563 [01:09<00:41, 14.07it/s]
 63%|██████▎   | 984/1563 [01:09<00:40, 14.16it/s]
 63%|██████▎   | 986/1563 [01:09<00:40, 14.11it/s]
 63%|██████▎   | 988/1563 [01:09<00:40, 14.11it/s]
 63%|██████▎   | 990/1563 [01:10<00:40, 14.11it/s]
 63%|██████▎   | 992/1563 [01:10<00:40, 14.11it/s]
 64%|██████▎   | 994/1563 [01:10<00:40, 14.17it/s]
 64%|██████▎   | 996/1563 [01:10<00:40, 14.14it/s]
 64%|██████▍   | 998/1563 [01:10<00:39, 14.14it/s]
 64%|██████▍   | 1000/1563 [01:10<00:39, 14.15it/s]
 64%|██████▍   | 1002/1563 [01:10<00:39, 14.12it/s]
 64%|██████▍   | 1004/1563 [01:11<00:39, 14.15it/s]
 64%|██████▍   | 1006/1563 [01:11<00:39, 14.15it/s]
 64%|██████▍   | 1008/1563 [01:11<00:39, 14.15it/s]
 65%|██████▍   | 1010/1563 [01:11<00:39, 14.12it/s]
 65%|██████▍   | 1012/1563 [01:11<00:39, 14.12it/s]
 65%|██████▍   | 1014/1563 [01:11<00:38, 14.16it/s]
 65%|██████▌   | 1016/1563 [01:11<00:38, 14.17it/s]
 65%|██████▌   | 1018/1563 [01:12<00:38, 14.16it/s]
 65%|██████▌   | 1020/1563 [01:12<00:38, 14.12it/s]
 65%|██████▌   | 1022/1563 [01:12<00:38, 14.13it/s]
 66%|██████▌   | 1024/1563 [01:12<00:38, 14.11it/s]
 66%|██████▌   | 1026/1563 [01:12<00:37, 14.15it/s]
 66%|██████▌   | 1028/1563 [01:12<00:37, 14.15it/s]
 66%|██████▌   | 1030/1563 [01:12<00:37, 14.12it/s]
 66%|██████▌   | 1032/1563 [01:13<00:37, 14.12it/s]
 66%|██████▌   | 1034/1563 [01:13<00:37, 14.12it/s]
 66%|██████▋   | 1036/1563 [01:13<00:37, 14.09it/s]
 66%|██████▋   | 1038/1563 [01:13<00:37, 14.12it/s]
 67%|██████▋   | 1040/1563 [01:13<00:37, 14.08it/s]
 67%|██████▋   | 1042/1563 [01:13<00:36, 14.12it/s]
 67%|██████▋   | 1044/1563 [01:13<00:36, 14.09it/s]
 67%|██████▋   | 1046/1563 [01:14<00:36, 14.14it/s]
 67%|██████▋   | 1048/1563 [01:14<00:36, 14.11it/s]
 67%|██████▋   | 1050/1563 [01:14<00:36, 14.07it/s]
 67%|██████▋   | 1052/1563 [01:14<00:36, 14.14it/s]
 67%|██████▋   | 1054/1563 [01:14<00:36, 14.09it/s]
 68%|██████▊   | 1056/1563 [01:14<00:35, 14.14it/s]
 68%|██████▊   | 1058/1563 [01:14<00:35, 14.15it/s]
 68%|██████▊   | 1060/1563 [01:15<00:35, 14.14it/s]
 68%|██████▊   | 1062/1563 [01:15<00:35, 14.17it/s]
 68%|██████▊   | 1064/1563 [01:15<00:35, 14.12it/s]
 68%|██████▊   | 1066/1563 [01:15<00:35, 14.10it/s]
 68%|██████▊   | 1068/1563 [01:15<00:35, 14.07it/s]
 68%|██████▊   | 1070/1563 [01:15<00:34, 14.15it/s]
 69%|██████▊   | 1072/1563 [01:15<00:34, 14.09it/s]
 69%|██████▊   | 1074/1563 [01:16<00:34, 14.15it/s]
 69%|██████▉   | 1076/1563 [01:16<00:34, 14.18it/s]
 69%|██████▉   | 1078/1563 [01:16<00:34, 14.09it/s]
 69%|██████▉   | 1080/1563 [01:16<00:34, 14.10it/s]
 69%|██████▉   | 1082/1563 [01:16<00:34, 14.11it/s]
 69%|██████▉   | 1084/1563 [01:16<00:34, 14.07it/s]
 69%|██████▉   | 1086/1563 [01:16<00:33, 14.10it/s]
 70%|██████▉   | 1088/1563 [01:17<00:33, 14.10it/s]
 70%|██████▉   | 1090/1563 [01:17<00:33, 14.10it/s]
 70%|██████▉   | 1092/1563 [01:17<00:33, 14.07it/s]
 70%|██████▉   | 1094/1563 [01:17<00:33, 14.09it/s]
 70%|███████   | 1096/1563 [01:17<00:33, 14.11it/s]
 70%|███████   | 1098/1563 [01:17<00:33, 14.05it/s]
 70%|███████   | 1100/1563 [01:17<00:32, 14.13it/s]
 71%|███████   | 1102/1563 [01:18<00:32, 14.06it/s]
 71%|███████   | 1104/1563 [01:18<00:32, 13.97it/s]
 71%|███████   | 1106/1563 [01:18<00:32, 14.08it/s]
 71%|███████   | 1108/1563 [01:18<00:32, 14.08it/s]
 71%|███████   | 1110/1563 [01:18<00:32, 14.08it/s]
 71%|███████   | 1112/1563 [01:18<00:32, 14.05it/s]
 71%|███████▏  | 1114/1563 [01:18<00:31, 14.12it/s]
 71%|███████▏  | 1116/1563 [01:18<00:31, 14.16it/s]
 72%|███████▏  | 1118/1563 [01:19<00:31, 14.13it/s]
 72%|███████▏  | 1120/1563 [01:19<00:31, 14.13it/s]
 72%|███████▏  | 1122/1563 [01:19<00:31, 14.16it/s]
 72%|███████▏  | 1124/1563 [01:19<00:30, 14.18it/s]
 72%|███████▏  | 1126/1563 [01:19<00:30, 14.10it/s]
 72%|███████▏  | 1128/1563 [01:19<00:30, 14.09it/s]
 72%|███████▏  | 1130/1563 [01:19<00:30, 14.12it/s]
 72%|███████▏  | 1132/1563 [01:20<00:30, 14.12it/s]
 73%|███████▎  | 1134/1563 [01:20<00:30, 14.10it/s]
 73%|███████▎  | 1136/1563 [01:20<00:30, 14.08it/s]
 73%|███████▎  | 1138/1563 [01:20<00:30, 14.08it/s]
 73%|███████▎  | 1140/1563 [01:20<00:29, 14.17it/s]
 73%|███████▎  | 1142/1563 [01:20<00:29, 14.10it/s]
 73%|███████▎  | 1144/1563 [01:20<00:29, 14.14it/s]
 73%|███████▎  | 1146/1563 [01:21<00:29, 14.14it/s]
 73%|███████▎  | 1148/1563 [01:21<00:29, 14.17it/s]
 74%|███████▎  | 1150/1563 [01:21<00:29, 14.08it/s]
 74%|███████▎  | 1152/1563 [01:21<00:29, 14.12it/s]
 74%|███████▍  | 1154/1563 [01:21<00:29, 14.10it/s]
 74%|███████▍  | 1156/1563 [01:21<00:28, 14.10it/s]
 74%|███████▍  | 1158/1563 [01:21<00:28, 14.07it/s]
 74%|███████▍  | 1160/1563 [01:22<00:28, 14.06it/s]
 74%|███████▍  | 1162/1563 [01:22<00:28, 14.13it/s]
 74%|███████▍  | 1164/1563 [01:22<00:28, 14.16it/s]
 75%|███████▍  | 1166/1563 [01:22<00:28, 14.10it/s]
 75%|███████▍  | 1168/1563 [01:22<00:27, 14.13it/s]
 75%|███████▍  | 1170/1563 [01:22<00:27, 14.10it/s]
 75%|███████▍  | 1172/1563 [01:22<00:27, 14.12it/s]
 75%|███████▌  | 1174/1563 [01:23<00:27, 14.12it/s]
 75%|███████▌  | 1176/1563 [01:23<00:27, 14.06it/s]
 75%|███████▌  | 1178/1563 [01:23<00:27, 14.09it/s]
 75%|███████▌  | 1180/1563 [01:23<00:27, 14.14it/s]
 76%|███████▌  | 1182/1563 [01:23<00:26, 14.18it/s]
 76%|███████▌  | 1184/1563 [01:23<00:26, 14.10it/s]
 76%|███████▌  | 1186/1563 [01:23<00:26, 14.11it/s]
 76%|███████▌  | 1188/1563 [01:24<00:26, 14.09it/s]
 76%|███████▌  | 1190/1563 [01:24<00:26, 14.08it/s]
 76%|███████▋  | 1192/1563 [01:24<00:26, 14.12it/s]
 76%|███████▋  | 1194/1563 [01:24<00:26, 14.07it/s]
 77%|███████▋  | 1196/1563 [01:24<00:25, 14.15it/s]
 77%|███████▋  | 1198/1563 [01:24<00:25, 14.09it/s]
 77%|███████▋  | 1200/1563 [01:24<00:25, 14.09it/s]
 77%|███████▋  | 1202/1563 [01:25<00:25, 14.08it/s]
 77%|███████▋  | 1204/1563 [01:25<00:25, 14.09it/s]
 77%|███████▋  | 1206/1563 [01:25<00:25, 14.10it/s]
 77%|███████▋  | 1208/1563 [01:25<00:25, 14.13it/s]
 77%|███████▋  | 1210/1563 [01:25<00:24, 14.12it/s]
 78%|███████▊  | 1212/1563 [01:25<00:24, 14.08it/s]
 78%|███████▊  | 1214/1563 [01:25<00:24, 14.02it/s]
 78%|███████▊  | 1216/1563 [01:26<00:24, 14.04it/s]
 78%|███████▊  | 1218/1563 [01:26<00:24, 13.99it/s]
 78%|███████▊  | 1220/1563 [01:26<00:24, 14.01it/s]
 78%|███████▊  | 1222/1563 [01:26<00:24, 14.00it/s]
 78%|███████▊  | 1224/1563 [01:26<00:24, 14.04it/s]
 78%|███████▊  | 1226/1563 [01:26<00:23, 14.11it/s]
 79%|███████▊  | 1228/1563 [01:26<00:23, 14.14it/s]
 79%|███████▊  | 1230/1563 [01:27<00:23, 14.14it/s]
 79%|███████▉  | 1232/1563 [01:27<00:23, 14.14it/s]
 79%|███████▉  | 1234/1563 [01:27<00:23, 14.16it/s]
 79%|███████▉  | 1236/1563 [01:27<00:23, 14.15it/s]
 79%|███████▉  | 1238/1563 [01:27<00:23, 14.07it/s]
 79%|███████▉  | 1240/1563 [01:27<00:22, 14.14it/s]
 79%|███████▉  | 1242/1563 [01:27<00:22, 14.11it/s]
 80%|███████▉  | 1244/1563 [01:28<00:22, 14.13it/s]
 80%|███████▉  | 1246/1563 [01:28<00:22, 14.18it/s]
 80%|███████▉  | 1248/1563 [01:28<00:22, 14.16it/s]
 80%|███████▉  | 1250/1563 [01:28<00:22, 14.12it/s]
 80%|████████  | 1252/1563 [01:28<00:21, 14.16it/s]
 80%|████████  | 1254/1563 [01:28<00:21, 14.15it/s]
 80%|████████  | 1256/1563 [01:28<00:21, 14.14it/s]
 80%|████████  | 1258/1563 [01:29<00:21, 14.14it/s]
 81%|████████  | 1260/1563 [01:29<00:21, 14.08it/s]
 81%|████████  | 1262/1563 [01:29<00:21, 14.14it/s]
 81%|████████  | 1264/1563 [01:29<00:21, 14.12it/s]
 81%|████████  | 1266/1563 [01:29<00:21, 14.10it/s]
 81%|████████  | 1268/1563 [01:29<00:20, 14.16it/s]
 81%|████████▏ | 1270/1563 [01:29<00:20, 14.15it/s]
 81%|████████▏ | 1272/1563 [01:30<00:20, 14.14it/s]
 82%|████████▏ | 1274/1563 [01:30<00:20, 14.14it/s]
 82%|████████▏ | 1276/1563 [01:30<00:20, 14.13it/s]
 82%|████████▏ | 1278/1563 [01:30<00:20, 14.14it/s]
 82%|████████▏ | 1280/1563 [01:30<00:20, 14.11it/s]
 82%|████████▏ | 1282/1563 [01:30<00:19, 14.13it/s]
 82%|████████▏ | 1284/1563 [01:30<00:19, 14.12it/s]
 82%|████████▏ | 1286/1563 [01:31<00:19, 14.09it/s]
 82%|████████▏ | 1288/1563 [01:31<00:19, 14.12it/s]
 83%|████████▎ | 1290/1563 [01:31<00:19, 14.08it/s]
 83%|████████▎ | 1292/1563 [01:31<00:19, 14.07it/s]
 83%|████████▎ | 1294/1563 [01:31<00:19, 14.12it/s]
 83%|████████▎ | 1296/1563 [01:31<00:18, 14.14it/s]
 83%|████████▎ | 1298/1563 [01:31<00:18, 14.10it/s]
 83%|████████▎ | 1300/1563 [01:32<00:18, 14.10it/s]
 83%|████████▎ | 1302/1563 [01:32<00:18, 14.15it/s]
 83%|████████▎ | 1304/1563 [01:32<00:18, 14.12it/s]
 84%|████████▎ | 1306/1563 [01:32<00:18, 14.08it/s]
 84%|████████▎ | 1308/1563 [01:32<00:18, 14.09it/s]
 84%|████████▍ | 1310/1563 [01:32<00:17, 14.14it/s]
 84%|████████▍ | 1312/1563 [01:32<00:17, 14.14it/s]
 84%|████████▍ | 1314/1563 [01:33<00:17, 14.14it/s]
 84%|████████▍ | 1316/1563 [01:33<00:17, 14.08it/s]
 84%|████████▍ | 1318/1563 [01:33<00:17, 14.06it/s]
 84%|████████▍ | 1320/1563 [01:33<00:17, 14.09it/s]
 85%|████████▍ | 1322/1563 [01:33<00:17, 14.12it/s]
 85%|████████▍ | 1324/1563 [01:33<00:16, 14.14it/s]
 85%|████████▍ | 1326/1563 [01:33<00:16, 14.20it/s]
 85%|████████▍ | 1328/1563 [01:34<00:16, 14.22it/s]
 85%|████████▌ | 1330/1563 [01:34<00:16, 14.12it/s]
 85%|████████▌ | 1332/1563 [01:34<00:16, 14.17it/s]
 85%|████████▌ | 1334/1563 [01:34<00:16, 14.14it/s]
 85%|████████▌ | 1336/1563 [01:34<00:16, 14.12it/s]
 86%|████████▌ | 1338/1563 [01:34<00:15, 14.14it/s]
 86%|████████▌ | 1340/1563 [01:34<00:15, 14.10it/s]
 86%|████████▌ | 1342/1563 [01:35<00:15, 14.14it/s]
 86%|████████▌ | 1344/1563 [01:35<00:15, 14.15it/s]
 86%|████████▌ | 1346/1563 [01:35<00:15, 14.25it/s]
 86%|████████▌ | 1348/1563 [01:35<00:15, 14.15it/s]
 86%|████████▋ | 1350/1563 [01:35<00:15, 14.13it/s]
 87%|████████▋ | 1352/1563 [01:35<00:14, 14.13it/s]
 87%|████████▋ | 1354/1563 [01:35<00:14, 14.12it/s]
 87%|████████▋ | 1356/1563 [01:35<00:14, 14.14it/s]
 87%|████████▋ | 1358/1563 [01:36<00:14, 14.08it/s]
 87%|████████▋ | 1360/1563 [01:36<00:14, 14.19it/s]
 87%|████████▋ | 1362/1563 [01:36<00:14, 14.12it/s]
 87%|████████▋ | 1364/1563 [01:36<00:14, 14.18it/s]
 87%|████████▋ | 1366/1563 [01:36<00:13, 14.19it/s]
 88%|████████▊ | 1368/1563 [01:36<00:13, 14.15it/s]
 88%|████████▊ | 1370/1563 [01:36<00:13, 14.21it/s]
 88%|████████▊ | 1372/1563 [01:37<00:13, 14.14it/s]
 88%|████████▊ | 1374/1563 [01:37<00:13, 14.20it/s]
 88%|████████▊ | 1376/1563 [01:37<00:13, 14.21it/s]
 88%|████████▊ | 1378/1563 [01:37<00:13, 14.13it/s]
 88%|████████▊ | 1380/1563 [01:37<00:12, 14.14it/s]
 88%|████████▊ | 1382/1563 [01:37<00:12, 14.12it/s]
 89%|████████▊ | 1384/1563 [01:37<00:12, 14.12it/s]
 89%|████████▊ | 1386/1563 [01:38<00:12, 14.20it/s]
 89%|████████▉ | 1388/1563 [01:38<00:12, 14.20it/s]
 89%|████████▉ | 1390/1563 [01:38<00:12, 14.24it/s]
 89%|████████▉ | 1392/1563 [01:38<00:12, 14.19it/s]
 89%|████████▉ | 1394/1563 [01:38<00:11, 14.18it/s]
 89%|████████▉ | 1396/1563 [01:38<00:11, 14.12it/s]
 89%|████████▉ | 1398/1563 [01:38<00:11, 14.10it/s]
 90%|████████▉ | 1400/1563 [01:39<00:11, 14.12it/s]
 90%|████████▉ | 1402/1563 [01:39<00:11, 14.14it/s]
 90%|████████▉ | 1404/1563 [01:39<00:11, 14.14it/s]
 90%|████████▉ | 1406/1563 [01:39<00:11, 14.17it/s]
 90%|█████████ | 1408/1563 [01:39<00:10, 14.16it/s]
 90%|█████████ | 1410/1563 [01:39<00:10, 14.11it/s]
 90%|█████████ | 1412/1563 [01:39<00:10, 14.09it/s]
 90%|█████████ | 1414/1563 [01:40<00:10, 14.09it/s]
 91%|█████████ | 1416/1563 [01:40<00:10, 14.03it/s]
 91%|█████████ | 1418/1563 [01:40<00:10, 14.13it/s]
 91%|█████████ | 1420/1563 [01:40<00:10, 14.10it/s]
 91%|█████████ | 1422/1563 [01:40<00:09, 14.11it/s]
 91%|█████████ | 1424/1563 [01:40<00:09, 14.09it/s]
 91%|█████████ | 1426/1563 [01:40<00:09, 14.07it/s]
 91%|█████████▏| 1428/1563 [01:41<00:09, 14.08it/s]
 91%|█████████▏| 1430/1563 [01:41<00:09, 14.08it/s]
 92%|█████████▏| 1432/1563 [01:41<00:09, 14.13it/s]
 92%|█████████▏| 1434/1563 [01:41<00:09, 14.14it/s]
 92%|█████████▏| 1436/1563 [01:41<00:08, 14.14it/s]
 92%|█████████▏| 1438/1563 [01:41<00:08, 14.12it/s]
 92%|█████████▏| 1440/1563 [01:41<00:08, 14.07it/s]
 92%|█████████▏| 1442/1563 [01:42<00:08, 14.11it/s]
 92%|█████████▏| 1444/1563 [01:42<00:08, 14.10it/s]
 93%|█████████▎| 1446/1563 [01:42<00:08, 14.10it/s]
 93%|█████████▎| 1448/1563 [01:42<00:08, 14.12it/s]
 93%|█████████▎| 1450/1563 [01:42<00:08, 14.09it/s]
 93%|█████████▎| 1452/1563 [01:42<00:07, 14.12it/s]
 93%|█████████▎| 1454/1563 [01:42<00:07, 14.11it/s]
 93%|█████████▎| 1456/1563 [01:43<00:07, 14.15it/s]
 93%|█████████▎| 1458/1563 [01:43<00:07, 14.14it/s]
 93%|█████████▎| 1460/1563 [01:43<00:07, 14.11it/s]
 94%|█████████▎| 1462/1563 [01:43<00:07, 14.19it/s]
 94%|█████████▎| 1464/1563 [01:43<00:06, 14.15it/s]
 94%|█████████▍| 1466/1563 [01:43<00:06, 14.11it/s]
 94%|█████████▍| 1468/1563 [01:43<00:06, 14.15it/s]
 94%|█████████▍| 1470/1563 [01:44<00:06, 14.09it/s]
 94%|█████████▍| 1472/1563 [01:44<00:06, 14.09it/s]
 94%|█████████▍| 1474/1563 [01:44<00:06, 14.13it/s]
 94%|█████████▍| 1476/1563 [01:44<00:06, 14.16it/s]
 95%|█████████▍| 1478/1563 [01:44<00:06, 14.11it/s]
 95%|█████████▍| 1480/1563 [01:44<00:05, 14.10it/s]
 95%|█████████▍| 1482/1563 [01:44<00:05, 14.05it/s]
 95%|█████████▍| 1484/1563 [01:45<00:05, 14.06it/s]
 95%|█████████▌| 1486/1563 [01:45<00:05, 14.11it/s]
 95%|█████████▌| 1488/1563 [01:45<00:05, 14.15it/s]
 95%|█████████▌| 1490/1563 [01:45<00:05, 14.12it/s]
 95%|█████████▌| 1492/1563 [01:45<00:05, 14.11it/s]
 96%|█████████▌| 1494/1563 [01:45<00:04, 14.15it/s]
 96%|█████████▌| 1496/1563 [01:45<00:04, 14.15it/s]
 96%|█████████▌| 1498/1563 [01:46<00:04, 14.12it/s]
 96%|█████████▌| 1500/1563 [01:46<00:04, 14.08it/s]
 96%|█████████▌| 1502/1563 [01:46<00:04, 14.09it/s]
 96%|█████████▌| 1504/1563 [01:46<00:04, 14.14it/s]
 96%|█████████▋| 1506/1563 [01:46<00:04, 14.11it/s]
 96%|█████████▋| 1508/1563 [01:46<00:03, 14.14it/s]
 97%|█████████▋| 1510/1563 [01:46<00:03, 14.15it/s]
 97%|█████████▋| 1512/1563 [01:47<00:03, 14.12it/s]
 97%|█████████▋| 1514/1563 [01:47<00:03, 14.08it/s]
 97%|█████████▋| 1516/1563 [01:47<00:03, 14.12it/s]
 97%|█████████▋| 1518/1563 [01:47<00:03, 14.12it/s]
 97%|█████████▋| 1520/1563 [01:47<00:03, 14.16it/s]
 97%|█████████▋| 1522/1563 [01:47<00:02, 14.13it/s]
 98%|█████████▊| 1524/1563 [01:47<00:02, 14.17it/s]
 98%|█████████▊| 1526/1563 [01:48<00:02, 14.22it/s]
 98%|█████████▊| 1528/1563 [01:48<00:02, 14.11it/s]
 98%|█████████▊| 1530/1563 [01:48<00:02, 14.15it/s]
 98%|█████████▊| 1532/1563 [01:48<00:02, 14.11it/s]
 98%|█████████▊| 1534/1563 [01:48<00:02, 14.11it/s]
 98%|█████████▊| 1536/1563 [01:48<00:01, 14.11it/s]
 98%|█████████▊| 1538/1563 [01:48<00:01, 14.11it/s]
 99%|█████████▊| 1540/1563 [01:49<00:01, 14.19it/s]
 99%|█████████▊| 1542/1563 [01:49<00:01, 14.17it/s]
 99%|█████████▉| 1544/1563 [01:49<00:01, 14.19it/s]
 99%|█████████▉| 1546/1563 [01:49<00:01, 14.14it/s]
 99%|█████████▉| 1548/1563 [01:49<00:01, 14.18it/s]
 99%|█████████▉| 1550/1563 [01:49<00:00, 14.12it/s]
 99%|█████████▉| 1552/1563 [01:49<00:00, 14.08it/s]
 99%|█████████▉| 1554/1563 [01:50<00:00, 14.16it/s]
100%|█████████▉| 1556/1563 [01:50<00:00, 14.15it/s]
100%|█████████▉| 1558/1563 [01:50<00:00, 14.18it/s]
100%|█████████▉| 1560/1563 [01:50<00:00, 14.24it/s]
100%|█████████▉| 1562/1563 [01:50<00:00, 14.20it/s]
100%|██████████| 1563/1563 [01:50<00:00, 14.13it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  2%|▏         | 3/157 [00:00<00:07, 21.00it/s]
  4%|▍         | 6/157 [00:00<00:07, 21.45it/s]
  6%|▌         | 9/157 [00:00<00:06, 21.40it/s]
  8%|▊         | 12/157 [00:00<00:06, 21.46it/s]
 10%|▉         | 15/157 [00:00<00:06, 21.41it/s]
 11%|█▏        | 18/157 [00:00<00:06, 21.37it/s]
 13%|█▎        | 21/157 [00:00<00:06, 21.42it/s]
 15%|█▌        | 24/157 [00:01<00:06, 21.49it/s]
 17%|█▋        | 27/157 [00:01<00:06, 21.46it/s]
 19%|█▉        | 30/157 [00:01<00:05, 21.52it/s]
 21%|██        | 33/157 [00:01<00:05, 21.49it/s]
 23%|██▎       | 36/157 [00:01<00:05, 21.49it/s]
 25%|██▍       | 39/157 [00:01<00:05, 21.41it/s]
 27%|██▋       | 42/157 [00:01<00:05, 21.20it/s]
 29%|██▊       | 45/157 [00:02<00:05, 21.03it/s]
 31%|███       | 48/157 [00:02<00:05, 20.93it/s]
 32%|███▏      | 51/157 [00:02<00:05, 20.91it/s]
 34%|███▍      | 54/157 [00:02<00:04, 20.91it/s]
 36%|███▋      | 57/157 [00:02<00:04, 20.85it/s]
 38%|███▊      | 60/157 [00:02<00:04, 20.78it/s]
 40%|████      | 63/157 [00:02<00:04, 20.80it/s]
 42%|████▏     | 66/157 [00:03<00:04, 20.85it/s]
 44%|████▍     | 69/157 [00:03<00:04, 20.79it/s]
 46%|████▌     | 72/157 [00:03<00:04, 20.76it/s]
 48%|████▊     | 75/157 [00:03<00:03, 20.78it/s]
 50%|████▉     | 78/157 [00:03<00:03, 20.68it/s]
 52%|█████▏    | 81/157 [00:03<00:03, 20.73it/s]
 54%|█████▎    | 84/157 [00:03<00:03, 20.79it/s]
 55%|█████▌    | 87/157 [00:04<00:03, 20.77it/s]
 57%|█████▋    | 90/157 [00:04<00:03, 20.74it/s]
 59%|█████▉    | 93/157 [00:04<00:03, 20.75it/s]
 61%|██████    | 96/157 [00:04<00:02, 20.68it/s]
 63%|██████▎   | 99/157 [00:04<00:02, 20.71it/s]
 65%|██████▍   | 102/157 [00:04<00:02, 20.66it/s]
 67%|██████▋   | 105/157 [00:05<00:02, 20.67it/s]
 69%|██████▉   | 108/157 [00:05<00:02, 20.72it/s]
 71%|███████   | 111/157 [00:05<00:02, 20.62it/s]
 73%|███████▎  | 114/157 [00:05<00:02, 20.73it/s]
 75%|███████▍  | 117/157 [00:05<00:01, 20.67it/s]
 76%|███████▋  | 120/157 [00:05<00:01, 20.78it/s]
 78%|███████▊  | 123/157 [00:05<00:01, 20.75it/s]
 80%|████████  | 126/157 [00:06<00:01, 20.80it/s]
 82%|████████▏ | 129/157 [00:06<00:01, 20.87it/s]
 84%|████████▍ | 132/157 [00:06<00:01, 20.81it/s]
 86%|████████▌ | 135/157 [00:06<00:01, 20.82it/s]
 88%|████████▊ | 138/157 [00:06<00:00, 20.82it/s]
 90%|████████▉ | 141/157 [00:06<00:00, 20.77it/s]
 92%|█████████▏| 144/157 [00:06<00:00, 20.73it/s]
 94%|█████████▎| 147/157 [00:07<00:00, 20.73it/s]
 96%|█████████▌| 150/157 [00:07<00:00, 20.76it/s]
 97%|█████████▋| 153/157 [00:07<00:00, 20.70it/s]
 99%|█████████▉| 156/157 [00:07<00:00, 20.70it/s]
100%|██████████| 157/157 [00:07<00:00, 20.99it/s]
Epoch: 4 	Training Loss: 0.603702 	Training Accuracy: 0.841710 	Validation Loss: 1.207902 	Validation Accuracy: 0.708900

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:00, 12.92it/s]
  0%|          | 4/1563 [00:00<01:59, 13.09it/s]
  0%|          | 6/1563 [00:00<01:56, 13.40it/s]
  1%|          | 8/1563 [00:00<01:53, 13.65it/s]
  1%|          | 10/1563 [00:00<01:52, 13.86it/s]
  1%|          | 12/1563 [00:00<01:51, 13.96it/s]
  1%|          | 14/1563 [00:01<01:50, 14.02it/s]
  1%|          | 16/1563 [00:01<01:50, 14.01it/s]
  1%|          | 18/1563 [00:01<01:49, 14.07it/s]
  1%|▏         | 20/1563 [00:01<01:49, 14.05it/s]
  1%|▏         | 22/1563 [00:01<01:49, 14.06it/s]
  2%|▏         | 24/1563 [00:01<01:49, 14.07it/s]
  2%|▏         | 26/1563 [00:01<01:49, 14.10it/s]
  2%|▏         | 28/1563 [00:02<01:48, 14.18it/s]
  2%|▏         | 30/1563 [00:02<01:48, 14.18it/s]
  2%|▏         | 32/1563 [00:02<01:47, 14.20it/s]
  2%|▏         | 34/1563 [00:02<01:48, 14.10it/s]
  2%|▏         | 36/1563 [00:02<01:48, 14.08it/s]
  2%|▏         | 38/1563 [00:02<01:48, 14.06it/s]
  3%|▎         | 40/1563 [00:02<01:48, 14.05it/s]
  3%|▎         | 42/1563 [00:03<01:47, 14.11it/s]
  3%|▎         | 44/1563 [00:03<01:48, 14.05it/s]
  3%|▎         | 46/1563 [00:03<01:48, 14.02it/s]
  3%|▎         | 48/1563 [00:03<01:47, 14.03it/s]
  3%|▎         | 50/1563 [00:03<01:47, 14.09it/s]
  3%|▎         | 52/1563 [00:03<01:47, 14.04it/s]
  3%|▎         | 54/1563 [00:03<01:47, 14.06it/s]
  4%|▎         | 56/1563 [00:03<01:46, 14.09it/s]
  4%|▎         | 58/1563 [00:04<01:46, 14.10it/s]
  4%|▍         | 60/1563 [00:04<01:46, 14.09it/s]
  4%|▍         | 62/1563 [00:04<01:46, 14.09it/s]
  4%|▍         | 64/1563 [00:04<01:46, 14.09it/s]
  4%|▍         | 66/1563 [00:04<01:46, 14.10it/s]
  4%|▍         | 68/1563 [00:04<01:46, 14.06it/s]
  4%|▍         | 70/1563 [00:04<01:45, 14.09it/s]
  5%|▍         | 72/1563 [00:05<01:45, 14.18it/s]
  5%|▍         | 74/1563 [00:05<01:45, 14.15it/s]
  5%|▍         | 76/1563 [00:05<01:45, 14.12it/s]
  5%|▍         | 78/1563 [00:05<01:45, 14.13it/s]
  5%|▌         | 80/1563 [00:05<01:44, 14.18it/s]
  5%|▌         | 82/1563 [00:05<01:44, 14.14it/s]
  5%|▌         | 84/1563 [00:05<01:44, 14.11it/s]
  6%|▌         | 86/1563 [00:06<01:44, 14.15it/s]
  6%|▌         | 88/1563 [00:06<01:44, 14.15it/s]
  6%|▌         | 90/1563 [00:06<01:44, 14.13it/s]
  6%|▌         | 92/1563 [00:06<01:43, 14.17it/s]
  6%|▌         | 94/1563 [00:06<01:43, 14.14it/s]
  6%|▌         | 96/1563 [00:06<01:43, 14.13it/s]
  6%|▋         | 98/1563 [00:06<01:43, 14.15it/s]
  6%|▋         | 100/1563 [00:07<01:43, 14.16it/s]
  7%|▋         | 102/1563 [00:07<01:43, 14.12it/s]
  7%|▋         | 104/1563 [00:07<01:43, 14.14it/s]
  7%|▋         | 106/1563 [00:07<01:43, 14.14it/s]
  7%|▋         | 108/1563 [00:07<01:42, 14.14it/s]
  7%|▋         | 110/1563 [00:07<01:43, 14.07it/s]
  7%|▋         | 112/1563 [00:07<01:42, 14.10it/s]
  7%|▋         | 114/1563 [00:08<01:42, 14.14it/s]
  7%|▋         | 116/1563 [00:08<01:42, 14.12it/s]
  8%|▊         | 118/1563 [00:08<01:42, 14.09it/s]
  8%|▊         | 120/1563 [00:08<01:42, 14.10it/s]
  8%|▊         | 122/1563 [00:08<01:42, 14.09it/s]
  8%|▊         | 124/1563 [00:08<01:41, 14.13it/s]
  8%|▊         | 126/1563 [00:08<01:41, 14.09it/s]
  8%|▊         | 128/1563 [00:09<01:42, 14.06it/s]
  8%|▊         | 130/1563 [00:09<01:41, 14.11it/s]
  8%|▊         | 132/1563 [00:09<01:42, 13.97it/s]
  9%|▊         | 134/1563 [00:09<01:42, 13.96it/s]
  9%|▊         | 136/1563 [00:09<01:42, 13.97it/s]
  9%|▉         | 138/1563 [00:09<01:41, 14.07it/s]
  9%|▉         | 140/1563 [00:09<01:40, 14.13it/s]
  9%|▉         | 142/1563 [00:10<01:40, 14.19it/s]
  9%|▉         | 144/1563 [00:10<01:40, 14.16it/s]
  9%|▉         | 146/1563 [00:10<01:39, 14.20it/s]
  9%|▉         | 148/1563 [00:10<01:39, 14.19it/s]
 10%|▉         | 150/1563 [00:10<01:40, 14.12it/s]
 10%|▉         | 152/1563 [00:10<01:39, 14.13it/s]
 10%|▉         | 154/1563 [00:10<01:39, 14.16it/s]
 10%|▉         | 156/1563 [00:11<01:39, 14.12it/s]
 10%|█         | 158/1563 [00:11<01:39, 14.11it/s]
 10%|█         | 160/1563 [00:11<01:39, 14.09it/s]
 10%|█         | 162/1563 [00:11<01:39, 14.13it/s]
 10%|█         | 164/1563 [00:11<01:39, 14.10it/s]
 11%|█         | 166/1563 [00:11<01:38, 14.14it/s]
 11%|█         | 168/1563 [00:11<01:38, 14.15it/s]
 11%|█         | 170/1563 [00:12<01:38, 14.15it/s]
 11%|█         | 172/1563 [00:12<01:38, 14.17it/s]
 11%|█         | 174/1563 [00:12<01:38, 14.11it/s]
 11%|█▏        | 176/1563 [00:12<01:38, 14.09it/s]
 11%|█▏        | 178/1563 [00:12<01:38, 14.07it/s]
 12%|█▏        | 180/1563 [00:12<01:38, 14.08it/s]
 12%|█▏        | 182/1563 [00:12<01:37, 14.12it/s]
 12%|█▏        | 184/1563 [00:13<01:37, 14.10it/s]
 12%|█▏        | 186/1563 [00:13<01:37, 14.14it/s]
 12%|█▏        | 188/1563 [00:13<01:37, 14.11it/s]
 12%|█▏        | 190/1563 [00:13<01:36, 14.16it/s]
 12%|█▏        | 192/1563 [00:13<01:36, 14.16it/s]
 12%|█▏        | 194/1563 [00:13<01:36, 14.15it/s]
 13%|█▎        | 196/1563 [00:13<01:36, 14.16it/s]
 13%|█▎        | 198/1563 [00:14<01:36, 14.20it/s]
 13%|█▎        | 200/1563 [00:14<01:36, 14.16it/s]
 13%|█▎        | 202/1563 [00:14<01:35, 14.18it/s]
 13%|█▎        | 204/1563 [00:14<01:35, 14.18it/s]
 13%|█▎        | 206/1563 [00:14<01:35, 14.19it/s]
 13%|█▎        | 208/1563 [00:14<01:35, 14.12it/s]
 13%|█▎        | 210/1563 [00:14<01:36, 14.06it/s]
 14%|█▎        | 212/1563 [00:15<01:36, 14.00it/s]
 14%|█▎        | 214/1563 [00:15<01:36, 14.01it/s]
 14%|█▍        | 216/1563 [00:15<01:35, 14.06it/s]
 14%|█▍        | 218/1563 [00:15<01:35, 14.11it/s]
 14%|█▍        | 220/1563 [00:15<01:35, 14.13it/s]
 14%|█▍        | 222/1563 [00:15<01:35, 14.08it/s]
 14%|█▍        | 224/1563 [00:15<01:35, 14.03it/s]
 14%|█▍        | 226/1563 [00:16<01:34, 14.09it/s]
 15%|█▍        | 228/1563 [00:16<01:34, 14.08it/s]
 15%|█▍        | 230/1563 [00:16<01:34, 14.12it/s]
 15%|█▍        | 232/1563 [00:16<01:34, 14.09it/s]
 15%|█▍        | 234/1563 [00:16<01:34, 14.09it/s]
 15%|█▌        | 236/1563 [00:16<01:34, 14.11it/s]
 15%|█▌        | 238/1563 [00:16<01:33, 14.12it/s]
 15%|█▌        | 240/1563 [00:17<01:33, 14.11it/s]
 15%|█▌        | 242/1563 [00:17<01:34, 14.05it/s]
 16%|█▌        | 244/1563 [00:17<01:33, 14.08it/s]
 16%|█▌        | 246/1563 [00:17<01:33, 14.06it/s]
 16%|█▌        | 248/1563 [00:17<01:33, 14.03it/s]
 16%|█▌        | 250/1563 [00:17<01:33, 14.05it/s]
 16%|█▌        | 252/1563 [00:17<01:33, 14.01it/s]
 16%|█▋        | 254/1563 [00:18<01:33, 14.05it/s]
 16%|█▋        | 256/1563 [00:18<01:33, 14.01it/s]
 17%|█▋        | 258/1563 [00:18<01:33, 14.02it/s]
 17%|█▋        | 260/1563 [00:18<01:32, 14.11it/s]
 17%|█▋        | 262/1563 [00:18<01:32, 14.12it/s]
 17%|█▋        | 264/1563 [00:18<01:31, 14.13it/s]
 17%|█▋        | 266/1563 [00:18<01:31, 14.15it/s]
 17%|█▋        | 268/1563 [00:19<01:31, 14.11it/s]
 17%|█▋        | 270/1563 [00:19<01:31, 14.08it/s]
 17%|█▋        | 272/1563 [00:19<01:31, 14.10it/s]
 18%|█▊        | 274/1563 [00:19<01:31, 14.11it/s]
 18%|█▊        | 276/1563 [00:19<01:31, 14.14it/s]
 18%|█▊        | 278/1563 [00:19<01:30, 14.16it/s]
 18%|█▊        | 280/1563 [00:19<01:30, 14.14it/s]
 18%|█▊        | 282/1563 [00:20<01:30, 14.17it/s]
 18%|█▊        | 284/1563 [00:20<01:30, 14.12it/s]
 18%|█▊        | 286/1563 [00:20<01:30, 14.14it/s]
 18%|█▊        | 288/1563 [00:20<01:30, 14.08it/s]
 19%|█▊        | 290/1563 [00:20<01:30, 14.04it/s]
 19%|█▊        | 292/1563 [00:20<01:30, 14.02it/s]
 19%|█▉        | 294/1563 [00:20<01:30, 14.01it/s]
 19%|█▉        | 296/1563 [00:21<01:30, 14.07it/s]
 19%|█▉        | 298/1563 [00:21<01:29, 14.09it/s]
 19%|█▉        | 300/1563 [00:21<01:29, 14.08it/s]
 19%|█▉        | 302/1563 [00:21<01:29, 14.06it/s]
 19%|█▉        | 304/1563 [00:21<01:29, 14.05it/s]
 20%|█▉        | 306/1563 [00:21<01:29, 14.11it/s]
 20%|█▉        | 308/1563 [00:21<01:29, 14.05it/s]
 20%|█▉        | 310/1563 [00:22<01:29, 14.05it/s]
 20%|█▉        | 312/1563 [00:22<01:28, 14.10it/s]
 20%|██        | 314/1563 [00:22<01:28, 14.08it/s]
 20%|██        | 316/1563 [00:22<01:28, 14.08it/s]
 20%|██        | 318/1563 [00:22<01:28, 14.14it/s]
 20%|██        | 320/1563 [00:22<01:27, 14.13it/s]
 21%|██        | 322/1563 [00:22<01:27, 14.16it/s]
 21%|██        | 324/1563 [00:22<01:27, 14.16it/s]
 21%|██        | 326/1563 [00:23<01:27, 14.17it/s]
 21%|██        | 328/1563 [00:23<01:27, 14.17it/s]
 21%|██        | 330/1563 [00:23<01:26, 14.18it/s]
 21%|██        | 332/1563 [00:23<01:26, 14.17it/s]
 21%|██▏       | 334/1563 [00:23<01:27, 14.09it/s]
 21%|██▏       | 336/1563 [00:23<01:26, 14.20it/s]
 22%|██▏       | 338/1563 [00:23<01:26, 14.20it/s]
 22%|██▏       | 340/1563 [00:24<01:26, 14.18it/s]
 22%|██▏       | 342/1563 [00:24<01:26, 14.17it/s]
 22%|██▏       | 344/1563 [00:24<01:26, 14.15it/s]
 22%|██▏       | 346/1563 [00:24<01:25, 14.17it/s]
 22%|██▏       | 348/1563 [00:24<01:26, 14.10it/s]
 22%|██▏       | 350/1563 [00:24<01:25, 14.15it/s]
 23%|██▎       | 352/1563 [00:24<01:25, 14.12it/s]
 23%|██▎       | 354/1563 [00:25<01:25, 14.14it/s]
 23%|██▎       | 356/1563 [00:25<01:25, 14.14it/s]
 23%|██▎       | 358/1563 [00:25<01:25, 14.14it/s]
 23%|██▎       | 360/1563 [00:25<01:25, 14.14it/s]
 23%|██▎       | 362/1563 [00:25<01:25, 14.11it/s]
 23%|██▎       | 364/1563 [00:25<01:24, 14.15it/s]
 23%|██▎       | 366/1563 [00:25<01:24, 14.10it/s]
 24%|██▎       | 368/1563 [00:26<01:24, 14.10it/s]
 24%|██▎       | 370/1563 [00:26<01:24, 14.08it/s]
 24%|██▍       | 372/1563 [00:26<01:24, 14.02it/s]
 24%|██▍       | 374/1563 [00:26<01:24, 14.07it/s]
 24%|██▍       | 376/1563 [00:26<01:24, 14.07it/s]
 24%|██▍       | 378/1563 [00:26<01:23, 14.14it/s]
 24%|██▍       | 380/1563 [00:26<01:23, 14.13it/s]
 24%|██▍       | 382/1563 [00:27<01:23, 14.09it/s]
 25%|██▍       | 384/1563 [00:27<01:23, 14.17it/s]
 25%|██▍       | 386/1563 [00:27<01:23, 14.14it/s]
 25%|██▍       | 388/1563 [00:27<01:23, 14.09it/s]
 25%|██▍       | 390/1563 [00:27<01:23, 14.06it/s]
 25%|██▌       | 392/1563 [00:27<01:23, 14.07it/s]
 25%|██▌       | 394/1563 [00:27<01:22, 14.11it/s]
 25%|██▌       | 396/1563 [00:28<01:22, 14.08it/s]
 25%|██▌       | 398/1563 [00:28<01:22, 14.13it/s]
 26%|██▌       | 400/1563 [00:28<01:22, 14.13it/s]
 26%|██▌       | 402/1563 [00:28<01:22, 14.11it/s]
 26%|██▌       | 404/1563 [00:28<01:22, 14.12it/s]
 26%|██▌       | 406/1563 [00:28<01:21, 14.19it/s]
 26%|██▌       | 408/1563 [00:28<01:21, 14.17it/s]
 26%|██▌       | 410/1563 [00:29<01:21, 14.16it/s]
 26%|██▋       | 412/1563 [00:29<01:21, 14.17it/s]
 26%|██▋       | 414/1563 [00:29<01:21, 14.18it/s]
 27%|██▋       | 416/1563 [00:29<01:20, 14.16it/s]
 27%|██▋       | 418/1563 [00:29<01:20, 14.14it/s]
 27%|██▋       | 420/1563 [00:29<01:21, 14.11it/s]
 27%|██▋       | 422/1563 [00:29<01:20, 14.19it/s]
 27%|██▋       | 424/1563 [00:30<01:20, 14.16it/s]
 27%|██▋       | 426/1563 [00:30<01:20, 14.18it/s]
 27%|██▋       | 428/1563 [00:30<01:20, 14.16it/s]
 28%|██▊       | 430/1563 [00:30<01:20, 14.15it/s]
 28%|██▊       | 432/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 434/1563 [00:30<01:20, 14.07it/s]
 28%|██▊       | 436/1563 [00:30<01:20, 14.08it/s]
 28%|██▊       | 438/1563 [00:31<01:19, 14.12it/s]
 28%|██▊       | 440/1563 [00:31<01:19, 14.08it/s]
 28%|██▊       | 442/1563 [00:31<01:19, 14.13it/s]
 28%|██▊       | 444/1563 [00:31<01:19, 14.12it/s]
 29%|██▊       | 446/1563 [00:31<01:18, 14.18it/s]
 29%|██▊       | 448/1563 [00:31<01:18, 14.14it/s]
 29%|██▉       | 450/1563 [00:31<01:18, 14.17it/s]
 29%|██▉       | 452/1563 [00:32<01:18, 14.19it/s]
 29%|██▉       | 454/1563 [00:32<01:18, 14.12it/s]
 29%|██▉       | 456/1563 [00:32<01:18, 14.12it/s]
 29%|██▉       | 458/1563 [00:32<01:18, 14.14it/s]
 29%|██▉       | 460/1563 [00:32<01:17, 14.15it/s]
 30%|██▉       | 462/1563 [00:32<01:17, 14.15it/s]
 30%|██▉       | 464/1563 [00:32<01:17, 14.12it/s]
 30%|██▉       | 466/1563 [00:33<01:17, 14.17it/s]
 30%|██▉       | 468/1563 [00:33<01:17, 14.11it/s]
 30%|███       | 470/1563 [00:33<01:17, 14.12it/s]
 30%|███       | 472/1563 [00:33<01:17, 14.14it/s]
 30%|███       | 474/1563 [00:33<01:17, 14.12it/s]
 30%|███       | 476/1563 [00:33<01:16, 14.17it/s]
 31%|███       | 478/1563 [00:33<01:16, 14.10it/s]
 31%|███       | 480/1563 [00:34<01:16, 14.13it/s]
 31%|███       | 482/1563 [00:34<01:16, 14.20it/s]
 31%|███       | 484/1563 [00:34<01:15, 14.23it/s]
 31%|███       | 486/1563 [00:34<01:15, 14.23it/s]
 31%|███       | 488/1563 [00:34<01:15, 14.17it/s]
 31%|███▏      | 490/1563 [00:34<01:15, 14.26it/s]
 31%|███▏      | 492/1563 [00:34<01:15, 14.24it/s]
 32%|███▏      | 494/1563 [00:35<01:15, 14.16it/s]
 32%|███▏      | 496/1563 [00:35<01:15, 14.16it/s]
 32%|███▏      | 498/1563 [00:35<01:15, 14.10it/s]
 32%|███▏      | 500/1563 [00:35<01:15, 14.12it/s]
 32%|███▏      | 502/1563 [00:35<01:15, 14.14it/s]
 32%|███▏      | 504/1563 [00:35<01:15, 14.11it/s]
 32%|███▏      | 506/1563 [00:35<01:14, 14.11it/s]
 33%|███▎      | 508/1563 [00:36<01:14, 14.11it/s]
 33%|███▎      | 510/1563 [00:36<01:14, 14.07it/s]
 33%|███▎      | 512/1563 [00:36<01:14, 14.11it/s]
 33%|███▎      | 514/1563 [00:36<01:14, 14.12it/s]
 33%|███▎      | 516/1563 [00:36<01:14, 14.11it/s]
 33%|███▎      | 518/1563 [00:36<01:13, 14.16it/s]
 33%|███▎      | 520/1563 [00:36<01:13, 14.15it/s]
 33%|███▎      | 522/1563 [00:37<01:13, 14.12it/s]
 34%|███▎      | 524/1563 [00:37<01:13, 14.18it/s]
 34%|███▎      | 526/1563 [00:37<01:13, 14.17it/s]
 34%|███▍      | 528/1563 [00:37<01:12, 14.19it/s]
 34%|███▍      | 530/1563 [00:37<01:12, 14.18it/s]
 34%|███▍      | 532/1563 [00:37<01:13, 14.09it/s]
 34%|███▍      | 534/1563 [00:37<01:12, 14.13it/s]
 34%|███▍      | 536/1563 [00:37<01:13, 14.06it/s]
 34%|███▍      | 538/1563 [00:38<01:12, 14.11it/s]
 35%|███▍      | 540/1563 [00:38<01:12, 14.06it/s]
 35%|███▍      | 542/1563 [00:38<01:12, 14.10it/s]
 35%|███▍      | 544/1563 [00:38<01:12, 14.12it/s]
 35%|███▍      | 546/1563 [00:38<01:12, 14.10it/s]
 35%|███▌      | 548/1563 [00:38<01:11, 14.14it/s]
 35%|███▌      | 550/1563 [00:38<01:11, 14.14it/s]
 35%|███▌      | 552/1563 [00:39<01:11, 14.17it/s]
 35%|███▌      | 554/1563 [00:39<01:11, 14.11it/s]
 36%|███▌      | 556/1563 [00:39<01:11, 14.13it/s]
 36%|███▌      | 558/1563 [00:39<01:11, 14.11it/s]
 36%|███▌      | 560/1563 [00:39<01:10, 14.16it/s]
 36%|███▌      | 562/1563 [00:39<01:10, 14.20it/s]
 36%|███▌      | 564/1563 [00:39<01:10, 14.18it/s]
 36%|███▌      | 566/1563 [00:40<01:10, 14.19it/s]
 36%|███▋      | 568/1563 [00:40<01:10, 14.12it/s]
 36%|███▋      | 570/1563 [00:40<01:10, 14.03it/s]
 37%|███▋      | 572/1563 [00:40<01:10, 14.06it/s]
 37%|███▋      | 574/1563 [00:40<01:10, 14.10it/s]
 37%|███▋      | 576/1563 [00:40<01:10, 14.06it/s]
 37%|███▋      | 578/1563 [00:40<01:09, 14.09it/s]
 37%|███▋      | 580/1563 [00:41<01:09, 14.08it/s]
 37%|███▋      | 582/1563 [00:41<01:09, 14.06it/s]
 37%|███▋      | 584/1563 [00:41<01:09, 14.04it/s]
 37%|███▋      | 586/1563 [00:41<01:09, 14.06it/s]
 38%|███▊      | 588/1563 [00:41<01:09, 14.10it/s]
 38%|███▊      | 590/1563 [00:41<01:08, 14.13it/s]
 38%|███▊      | 592/1563 [00:41<01:08, 14.10it/s]
 38%|███▊      | 594/1563 [00:42<01:08, 14.08it/s]
 38%|███▊      | 596/1563 [00:42<01:08, 14.13it/s]
 38%|███▊      | 598/1563 [00:42<01:08, 14.13it/s]
 38%|███▊      | 600/1563 [00:42<01:08, 14.12it/s]
 39%|███▊      | 602/1563 [00:42<01:08, 14.09it/s]
 39%|███▊      | 604/1563 [00:42<01:07, 14.13it/s]
 39%|███▉      | 606/1563 [00:42<01:07, 14.17it/s]
 39%|███▉      | 608/1563 [00:43<01:07, 14.14it/s]
 39%|███▉      | 610/1563 [00:43<01:07, 14.18it/s]
 39%|███▉      | 612/1563 [00:43<01:07, 14.10it/s]
 39%|███▉      | 614/1563 [00:43<01:07, 14.09it/s]
 39%|███▉      | 616/1563 [00:43<01:07, 14.13it/s]
 40%|███▉      | 618/1563 [00:43<01:07, 14.08it/s]
 40%|███▉      | 620/1563 [00:43<01:06, 14.08it/s]
 40%|███▉      | 622/1563 [00:44<01:06, 14.10it/s]
 40%|███▉      | 624/1563 [00:44<01:06, 14.14it/s]
 40%|████      | 626/1563 [00:44<01:06, 14.16it/s]
 40%|████      | 628/1563 [00:44<01:06, 14.17it/s]
 40%|████      | 630/1563 [00:44<01:05, 14.18it/s]
 40%|████      | 632/1563 [00:44<01:05, 14.19it/s]
 41%|████      | 634/1563 [00:44<01:05, 14.16it/s]
 41%|████      | 636/1563 [00:45<01:05, 14.14it/s]
 41%|████      | 638/1563 [00:45<01:05, 14.11it/s]
 41%|████      | 640/1563 [00:45<01:05, 14.10it/s]
 41%|████      | 642/1563 [00:45<01:05, 14.14it/s]
 41%|████      | 644/1563 [00:45<01:05, 14.13it/s]
 41%|████▏     | 646/1563 [00:45<01:04, 14.13it/s]
 41%|████▏     | 648/1563 [00:45<01:04, 14.13it/s]
 42%|████▏     | 650/1563 [00:46<01:04, 14.11it/s]
 42%|████▏     | 652/1563 [00:46<01:04, 14.11it/s]
 42%|████▏     | 654/1563 [00:46<01:04, 14.10it/s]
 42%|████▏     | 656/1563 [00:46<01:04, 14.13it/s]
 42%|████▏     | 658/1563 [00:46<01:04, 14.11it/s]
 42%|████▏     | 660/1563 [00:46<01:04, 14.08it/s]
 42%|████▏     | 662/1563 [00:46<01:04, 14.07it/s]
 42%|████▏     | 664/1563 [00:47<01:03, 14.14it/s]
 43%|████▎     | 666/1563 [00:47<01:03, 14.09it/s]
 43%|████▎     | 668/1563 [00:47<01:03, 14.11it/s]
 43%|████▎     | 670/1563 [00:47<01:03, 14.11it/s]
 43%|████▎     | 672/1563 [00:47<01:03, 14.11it/s]
 43%|████▎     | 674/1563 [00:47<01:02, 14.18it/s]
 43%|████▎     | 676/1563 [00:47<01:02, 14.19it/s]
 43%|████▎     | 678/1563 [00:48<01:02, 14.12it/s]
 44%|████▎     | 680/1563 [00:48<01:02, 14.12it/s]
 44%|████▎     | 682/1563 [00:48<01:02, 14.17it/s]
 44%|████▍     | 684/1563 [00:48<01:02, 14.16it/s]
 44%|████▍     | 686/1563 [00:48<01:02, 14.09it/s]
 44%|████▍     | 688/1563 [00:48<01:02, 14.07it/s]
 44%|████▍     | 690/1563 [00:48<01:02, 14.05it/s]
 44%|████▍     | 692/1563 [00:49<01:01, 14.07it/s]
 44%|████▍     | 694/1563 [00:49<01:01, 14.07it/s]
 45%|████▍     | 696/1563 [00:49<01:01, 14.07it/s]
 45%|████▍     | 698/1563 [00:49<01:01, 14.10it/s]
 45%|████▍     | 700/1563 [00:49<01:01, 14.07it/s]
 45%|████▍     | 702/1563 [00:49<01:01, 14.10it/s]
 45%|████▌     | 704/1563 [00:49<01:00, 14.13it/s]
 45%|████▌     | 706/1563 [00:50<01:00, 14.14it/s]
 45%|████▌     | 708/1563 [00:50<01:00, 14.17it/s]
 45%|████▌     | 710/1563 [00:50<01:00, 14.15it/s]
 46%|████▌     | 712/1563 [00:50<01:00, 14.15it/s]
 46%|████▌     | 714/1563 [00:50<00:59, 14.16it/s]
 46%|████▌     | 716/1563 [00:50<00:59, 14.13it/s]
 46%|████▌     | 718/1563 [00:50<00:59, 14.14it/s]
 46%|████▌     | 720/1563 [00:51<00:59, 14.14it/s]
 46%|████▌     | 722/1563 [00:51<00:59, 14.19it/s]
 46%|████▋     | 724/1563 [00:51<00:59, 14.11it/s]
 46%|████▋     | 726/1563 [00:51<00:59, 14.10it/s]
 47%|████▋     | 728/1563 [00:51<00:59, 14.08it/s]
 47%|████▋     | 730/1563 [00:51<00:59, 14.07it/s]
 47%|████▋     | 732/1563 [00:51<00:58, 14.19it/s]
 47%|████▋     | 734/1563 [00:52<00:58, 14.21it/s]
 47%|████▋     | 736/1563 [00:52<00:58, 14.18it/s]
 47%|████▋     | 738/1563 [00:52<00:58, 14.17it/s]
 47%|████▋     | 740/1563 [00:52<00:58, 14.17it/s]
 47%|████▋     | 742/1563 [00:52<00:58, 14.13it/s]
 48%|████▊     | 744/1563 [00:52<00:57, 14.15it/s]
 48%|████▊     | 746/1563 [00:52<00:57, 14.12it/s]
 48%|████▊     | 748/1563 [00:53<00:57, 14.15it/s]
 48%|████▊     | 750/1563 [00:53<00:57, 14.14it/s]
 48%|████▊     | 752/1563 [00:53<00:57, 14.15it/s]
 48%|████▊     | 754/1563 [00:53<00:57, 14.14it/s]
 48%|████▊     | 756/1563 [00:53<00:57, 14.11it/s]
 48%|████▊     | 758/1563 [00:53<00:57, 14.06it/s]
 49%|████▊     | 760/1563 [00:53<00:57, 14.08it/s]
 49%|████▉     | 762/1563 [00:53<00:56, 14.15it/s]
 49%|████▉     | 764/1563 [00:54<00:56, 14.14it/s]
 49%|████▉     | 766/1563 [00:54<00:56, 14.17it/s]
 49%|████▉     | 768/1563 [00:54<00:56, 14.12it/s]
 49%|████▉     | 770/1563 [00:54<00:56, 14.12it/s]
 49%|████▉     | 772/1563 [00:54<00:56, 14.08it/s]
 50%|████▉     | 774/1563 [00:54<00:55, 14.13it/s]
 50%|████▉     | 776/1563 [00:54<00:55, 14.10it/s]
 50%|████▉     | 778/1563 [00:55<00:55, 14.09it/s]
 50%|████▉     | 780/1563 [00:55<00:55, 14.17it/s]
 50%|█████     | 782/1563 [00:55<00:55, 14.13it/s]
 50%|█████     | 784/1563 [00:55<00:55, 14.12it/s]
 50%|█████     | 786/1563 [00:55<00:54, 14.18it/s]
 50%|█████     | 788/1563 [00:55<00:54, 14.13it/s]
 51%|█████     | 790/1563 [00:55<00:54, 14.16it/s]
 51%|█████     | 792/1563 [00:56<00:54, 14.09it/s]
 51%|█████     | 794/1563 [00:56<00:54, 14.12it/s]
 51%|█████     | 796/1563 [00:56<00:54, 14.15it/s]
 51%|█████     | 798/1563 [00:56<00:54, 14.15it/s]
 51%|█████     | 800/1563 [00:56<00:54, 14.10it/s]
 51%|█████▏    | 802/1563 [00:56<00:54, 14.08it/s]
 51%|█████▏    | 804/1563 [00:56<00:53, 14.11it/s]
 52%|█████▏    | 806/1563 [00:57<00:53, 14.09it/s]
 52%|█████▏    | 808/1563 [00:57<00:53, 14.10it/s]
 52%|█████▏    | 810/1563 [00:57<00:53, 14.09it/s]
 52%|█████▏    | 812/1563 [00:57<00:53, 14.12it/s]
 52%|█████▏    | 814/1563 [00:57<00:53, 14.13it/s]
 52%|█████▏    | 816/1563 [00:57<00:52, 14.13it/s]
 52%|█████▏    | 818/1563 [00:57<00:52, 14.14it/s]
 52%|█████▏    | 820/1563 [00:58<00:52, 14.17it/s]
 53%|█████▎    | 822/1563 [00:58<00:52, 14.16it/s]
 53%|█████▎    | 824/1563 [00:58<00:52, 14.16it/s]
 53%|█████▎    | 826/1563 [00:58<00:52, 14.14it/s]
 53%|█████▎    | 828/1563 [00:58<00:52, 14.11it/s]
 53%|█████▎    | 830/1563 [00:58<00:51, 14.12it/s]
 53%|█████▎    | 832/1563 [00:58<00:51, 14.13it/s]
 53%|█████▎    | 834/1563 [00:59<00:51, 14.11it/s]
 53%|█████▎    | 836/1563 [00:59<00:51, 14.06it/s]
 54%|█████▎    | 838/1563 [00:59<00:51, 14.14it/s]
 54%|█████▎    | 840/1563 [00:59<00:51, 14.15it/s]
 54%|█████▍    | 842/1563 [00:59<00:50, 14.17it/s]
 54%|█████▍    | 844/1563 [00:59<00:50, 14.15it/s]
 54%|█████▍    | 846/1563 [00:59<00:50, 14.09it/s]
 54%|█████▍    | 848/1563 [01:00<00:50, 14.11it/s]
 54%|█████▍    | 850/1563 [01:00<00:50, 14.05it/s]
 55%|█████▍    | 852/1563 [01:00<00:50, 14.10it/s]
 55%|█████▍    | 854/1563 [01:00<00:50, 14.09it/s]
 55%|█████▍    | 856/1563 [01:00<00:50, 14.07it/s]
 55%|█████▍    | 858/1563 [01:00<00:50, 14.05it/s]
 55%|█████▌    | 860/1563 [01:00<00:49, 14.07it/s]
 55%|█████▌    | 862/1563 [01:01<00:49, 14.15it/s]
 55%|█████▌    | 864/1563 [01:01<00:49, 14.13it/s]
 55%|█████▌    | 866/1563 [01:01<00:49, 14.12it/s]
 56%|█████▌    | 868/1563 [01:01<00:49, 14.18it/s]
 56%|█████▌    | 870/1563 [01:01<00:48, 14.14it/s]
 56%|█████▌    | 872/1563 [01:01<00:48, 14.15it/s]
 56%|█████▌    | 874/1563 [01:01<00:48, 14.16it/s]
 56%|█████▌    | 876/1563 [01:02<00:48, 14.20it/s]
 56%|█████▌    | 878/1563 [01:02<00:48, 14.19it/s]
 56%|█████▋    | 880/1563 [01:02<00:48, 14.09it/s]
 56%|█████▋    | 882/1563 [01:02<00:48, 14.10it/s]
 57%|█████▋    | 884/1563 [01:02<00:48, 14.10it/s]
 57%|█████▋    | 886/1563 [01:02<00:48, 14.08it/s]
 57%|█████▋    | 888/1563 [01:02<00:47, 14.08it/s]
 57%|█████▋    | 890/1563 [01:03<00:47, 14.11it/s]
 57%|█████▋    | 892/1563 [01:03<00:47, 14.10it/s]
 57%|█████▋    | 894/1563 [01:03<00:47, 14.13it/s]
 57%|█████▋    | 896/1563 [01:03<00:47, 14.14it/s]
 57%|█████▋    | 898/1563 [01:03<00:46, 14.18it/s]
 58%|█████▊    | 900/1563 [01:03<00:46, 14.18it/s]
 58%|█████▊    | 902/1563 [01:03<00:46, 14.15it/s]
 58%|█████▊    | 904/1563 [01:04<00:46, 14.12it/s]
 58%|█████▊    | 906/1563 [01:04<00:46, 14.16it/s]
 58%|█████▊    | 908/1563 [01:04<00:46, 14.13it/s]
 58%|█████▊    | 910/1563 [01:04<00:46, 14.16it/s]
 58%|█████▊    | 912/1563 [01:04<00:46, 14.15it/s]
 58%|█████▊    | 914/1563 [01:04<00:45, 14.13it/s]
 59%|█████▊    | 916/1563 [01:04<00:45, 14.18it/s]
 59%|█████▊    | 918/1563 [01:05<00:45, 14.10it/s]
 59%|█████▉    | 920/1563 [01:05<00:45, 14.11it/s]
 59%|█████▉    | 922/1563 [01:05<00:45, 14.14it/s]
 59%|█████▉    | 924/1563 [01:05<00:45, 14.13it/s]
 59%|█████▉    | 926/1563 [01:05<00:45, 14.13it/s]
 59%|█████▉    | 928/1563 [01:05<00:44, 14.16it/s]
 60%|█████▉    | 930/1563 [01:05<00:44, 14.18it/s]
 60%|█████▉    | 932/1563 [01:06<00:44, 14.11it/s]
 60%|█████▉    | 934/1563 [01:06<00:44, 14.10it/s]
 60%|█████▉    | 936/1563 [01:06<00:44, 14.11it/s]
 60%|██████    | 938/1563 [01:06<00:44, 14.13it/s]
 60%|██████    | 940/1563 [01:06<00:44, 14.16it/s]
 60%|██████    | 942/1563 [01:06<00:44, 14.11it/s]
 60%|██████    | 944/1563 [01:06<00:43, 14.16it/s]
 61%|██████    | 946/1563 [01:07<00:43, 14.16it/s]
 61%|██████    | 948/1563 [01:07<00:43, 14.16it/s]
 61%|██████    | 950/1563 [01:07<00:43, 14.18it/s]
 61%|██████    | 952/1563 [01:07<00:43, 14.13it/s]
 61%|██████    | 954/1563 [01:07<00:43, 14.10it/s]
 61%|██████    | 956/1563 [01:07<00:43, 14.07it/s]
 61%|██████▏   | 958/1563 [01:07<00:42, 14.11it/s]
 61%|██████▏   | 960/1563 [01:08<00:42, 14.12it/s]
 62%|██████▏   | 962/1563 [01:08<00:42, 14.12it/s]
 62%|██████▏   | 964/1563 [01:08<00:42, 14.17it/s]
 62%|██████▏   | 966/1563 [01:08<00:42, 14.18it/s]
 62%|██████▏   | 968/1563 [01:08<00:42, 14.13it/s]
 62%|██████▏   | 970/1563 [01:08<00:41, 14.17it/s]
 62%|██████▏   | 972/1563 [01:08<00:41, 14.13it/s]
 62%|██████▏   | 974/1563 [01:08<00:41, 14.12it/s]
 62%|██████▏   | 976/1563 [01:09<00:41, 14.11it/s]
 63%|██████▎   | 978/1563 [01:09<00:41, 14.13it/s]
 63%|██████▎   | 980/1563 [01:09<00:41, 14.15it/s]
 63%|██████▎   | 982/1563 [01:09<00:41, 14.13it/s]
 63%|██████▎   | 984/1563 [01:09<00:41, 14.12it/s]
 63%|██████▎   | 986/1563 [01:09<00:40, 14.13it/s]
 63%|██████▎   | 988/1563 [01:09<00:40, 14.14it/s]
 63%|██████▎   | 990/1563 [01:10<00:40, 14.08it/s]
 63%|██████▎   | 992/1563 [01:10<00:40, 14.11it/s]
 64%|██████▎   | 994/1563 [01:10<00:40, 14.16it/s]
 64%|██████▎   | 996/1563 [01:10<00:40, 14.13it/s]
 64%|██████▍   | 998/1563 [01:10<00:40, 14.08it/s]
 64%|██████▍   | 1000/1563 [01:10<00:40, 14.07it/s]
 64%|██████▍   | 1002/1563 [01:10<00:39, 14.14it/s]
 64%|██████▍   | 1004/1563 [01:11<00:39, 14.14it/s]
 64%|██████▍   | 1006/1563 [01:11<00:39, 14.16it/s]
 64%|██████▍   | 1008/1563 [01:11<00:39, 14.12it/s]
 65%|██████▍   | 1010/1563 [01:11<00:39, 14.15it/s]
 65%|██████▍   | 1012/1563 [01:11<00:39, 14.12it/s]
 65%|██████▍   | 1014/1563 [01:11<00:38, 14.14it/s]
 65%|██████▌   | 1016/1563 [01:11<00:38, 14.13it/s]
 65%|██████▌   | 1018/1563 [01:12<00:38, 14.15it/s]
 65%|██████▌   | 1020/1563 [01:12<00:38, 14.12it/s]
 65%|██████▌   | 1022/1563 [01:12<00:38, 14.22it/s]
 66%|██████▌   | 1024/1563 [01:12<00:37, 14.20it/s]
 66%|██████▌   | 1026/1563 [01:12<00:37, 14.15it/s]
 66%|██████▌   | 1028/1563 [01:12<00:37, 14.15it/s]
 66%|██████▌   | 1030/1563 [01:12<00:37, 14.12it/s]
 66%|██████▌   | 1032/1563 [01:13<00:37, 14.12it/s]
 66%|██████▌   | 1034/1563 [01:13<00:37, 14.07it/s]
 66%|██████▋   | 1036/1563 [01:13<00:37, 14.11it/s]
 66%|██████▋   | 1038/1563 [01:13<00:37, 14.11it/s]
 67%|██████▋   | 1040/1563 [01:13<00:37, 14.10it/s]
 67%|██████▋   | 1042/1563 [01:13<00:36, 14.17it/s]
 67%|██████▋   | 1044/1563 [01:13<00:36, 14.15it/s]
 67%|██████▋   | 1046/1563 [01:14<00:36, 14.18it/s]
 67%|██████▋   | 1048/1563 [01:14<00:36, 14.15it/s]
 67%|██████▋   | 1050/1563 [01:14<00:36, 14.17it/s]
 67%|██████▋   | 1052/1563 [01:14<00:36, 14.13it/s]
 67%|██████▋   | 1054/1563 [01:14<00:36, 14.13it/s]
 68%|██████▊   | 1056/1563 [01:14<00:35, 14.23it/s]
 68%|██████▊   | 1058/1563 [01:14<00:35, 14.14it/s]
 68%|██████▊   | 1060/1563 [01:15<00:35, 14.12it/s]
 68%|██████▊   | 1062/1563 [01:15<00:35, 14.12it/s]
 68%|██████▊   | 1064/1563 [01:15<00:35, 14.13it/s]
 68%|██████▊   | 1066/1563 [01:15<00:35, 14.16it/s]
 68%|██████▊   | 1068/1563 [01:15<00:35, 14.13it/s]
 68%|██████▊   | 1070/1563 [01:15<00:34, 14.17it/s]
 69%|██████▊   | 1072/1563 [01:15<00:34, 14.19it/s]
 69%|██████▊   | 1074/1563 [01:16<00:34, 14.19it/s]
 69%|██████▉   | 1076/1563 [01:16<00:34, 14.14it/s]
 69%|██████▉   | 1078/1563 [01:16<00:34, 14.13it/s]
 69%|██████▉   | 1080/1563 [01:16<00:34, 14.17it/s]
 69%|██████▉   | 1082/1563 [01:16<00:33, 14.17it/s]
 69%|██████▉   | 1084/1563 [01:16<00:33, 14.12it/s]
 69%|██████▉   | 1086/1563 [01:16<00:33, 14.15it/s]
 70%|██████▉   | 1088/1563 [01:17<00:33, 14.10it/s]
 70%|██████▉   | 1090/1563 [01:17<00:33, 14.15it/s]
 70%|██████▉   | 1092/1563 [01:17<00:33, 14.13it/s]
 70%|██████▉   | 1094/1563 [01:17<00:33, 14.10it/s]
 70%|███████   | 1096/1563 [01:17<00:33, 14.07it/s]
 70%|███████   | 1098/1563 [01:17<00:32, 14.11it/s]
 70%|███████   | 1100/1563 [01:17<00:32, 14.10it/s]
 71%|███████   | 1102/1563 [01:18<00:32, 14.09it/s]
 71%|███████   | 1104/1563 [01:18<00:32, 14.16it/s]
 71%|███████   | 1106/1563 [01:18<00:32, 14.17it/s]
 71%|███████   | 1108/1563 [01:18<00:32, 14.14it/s]
 71%|███████   | 1110/1563 [01:18<00:31, 14.16it/s]
 71%|███████   | 1112/1563 [01:18<00:31, 14.10it/s]
 71%|███████▏  | 1114/1563 [01:18<00:31, 14.20it/s]
 71%|███████▏  | 1116/1563 [01:19<00:31, 14.18it/s]
 72%|███████▏  | 1118/1563 [01:19<00:31, 14.19it/s]
 72%|███████▏  | 1120/1563 [01:19<00:31, 14.19it/s]
 72%|███████▏  | 1122/1563 [01:19<00:31, 14.13it/s]
 72%|███████▏  | 1124/1563 [01:19<00:30, 14.18it/s]
 72%|███████▏  | 1126/1563 [01:19<00:30, 14.11it/s]
 72%|███████▏  | 1128/1563 [01:19<00:30, 14.12it/s]
 72%|███████▏  | 1130/1563 [01:20<00:30, 14.09it/s]
 72%|███████▏  | 1132/1563 [01:20<00:30, 14.06it/s]
 73%|███████▎  | 1134/1563 [01:20<00:30, 14.08it/s]
 73%|███████▎  | 1136/1563 [01:20<00:30, 14.09it/s]
 73%|███████▎  | 1138/1563 [01:20<00:30, 14.13it/s]
 73%|███████▎  | 1140/1563 [01:20<00:29, 14.11it/s]
 73%|███████▎  | 1142/1563 [01:20<00:29, 14.14it/s]
 73%|███████▎  | 1144/1563 [01:21<00:29, 14.15it/s]
 73%|███████▎  | 1146/1563 [01:21<00:29, 14.14it/s]
 73%|███████▎  | 1148/1563 [01:21<00:29, 14.15it/s]
 74%|███████▎  | 1150/1563 [01:21<00:29, 14.17it/s]
 74%|███████▎  | 1152/1563 [01:21<00:29, 14.17it/s]
 74%|███████▍  | 1154/1563 [01:21<00:28, 14.17it/s]
 74%|███████▍  | 1156/1563 [01:21<00:28, 14.17it/s]
 74%|███████▍  | 1158/1563 [01:22<00:28, 14.15it/s]
 74%|███████▍  | 1160/1563 [01:22<00:28, 14.11it/s]
 74%|███████▍  | 1162/1563 [01:22<00:28, 14.12it/s]
 74%|███████▍  | 1164/1563 [01:22<00:28, 14.14it/s]
 75%|███████▍  | 1166/1563 [01:22<00:27, 14.26it/s]
 75%|███████▍  | 1168/1563 [01:22<00:27, 14.20it/s]
 75%|███████▍  | 1170/1563 [01:22<00:27, 14.17it/s]
 75%|███████▍  | 1172/1563 [01:23<00:27, 14.17it/s]
 75%|███████▌  | 1174/1563 [01:23<00:27, 14.02it/s]
 75%|███████▌  | 1176/1563 [01:23<00:27, 14.06it/s]
 75%|███████▌  | 1178/1563 [01:23<00:27, 14.11it/s]
 75%|███████▌  | 1180/1563 [01:23<00:27, 14.12it/s]
 76%|███████▌  | 1182/1563 [01:23<00:26, 14.18it/s]
 76%|███████▌  | 1184/1563 [01:23<00:26, 14.12it/s]
 76%|███████▌  | 1186/1563 [01:23<00:26, 14.11it/s]
 76%|███████▌  | 1188/1563 [01:24<00:26, 14.07it/s]
 76%|███████▌  | 1190/1563 [01:24<00:26, 14.04it/s]
 76%|███████▋  | 1192/1563 [01:24<00:26, 14.10it/s]
 76%|███████▋  | 1194/1563 [01:24<00:26, 14.10it/s]
 77%|███████▋  | 1196/1563 [01:24<00:26, 14.09it/s]
 77%|███████▋  | 1198/1563 [01:24<00:25, 14.07it/s]
 77%|███████▋  | 1200/1563 [01:24<00:25, 14.07it/s]
 77%|███████▋  | 1202/1563 [01:25<00:25, 14.03it/s]
 77%|███████▋  | 1204/1563 [01:25<00:25, 14.09it/s]
 77%|███████▋  | 1206/1563 [01:25<00:25, 14.08it/s]
 77%|███████▋  | 1208/1563 [01:25<00:25, 14.06it/s]
 77%|███████▋  | 1210/1563 [01:25<00:25, 14.07it/s]
 78%|███████▊  | 1212/1563 [01:25<00:24, 14.07it/s]
 78%|███████▊  | 1214/1563 [01:25<00:24, 14.12it/s]
 78%|███████▊  | 1216/1563 [01:26<00:24, 14.11it/s]
 78%|███████▊  | 1218/1563 [01:26<00:24, 14.09it/s]
 78%|███████▊  | 1220/1563 [01:26<00:24, 14.08it/s]
 78%|███████▊  | 1222/1563 [01:26<00:24, 14.10it/s]
 78%|███████▊  | 1224/1563 [01:26<00:24, 14.12it/s]
 78%|███████▊  | 1226/1563 [01:26<00:23, 14.16it/s]
 79%|███████▊  | 1228/1563 [01:26<00:23, 14.18it/s]
 79%|███████▊  | 1230/1563 [01:27<00:23, 14.15it/s]
 79%|███████▉  | 1232/1563 [01:27<00:23, 14.15it/s]
 79%|███████▉  | 1234/1563 [01:27<00:23, 14.18it/s]
 79%|███████▉  | 1236/1563 [01:27<00:23, 14.17it/s]
 79%|███████▉  | 1238/1563 [01:27<00:22, 14.21it/s]
 79%|███████▉  | 1240/1563 [01:27<00:22, 14.18it/s]
 79%|███████▉  | 1242/1563 [01:27<00:22, 14.15it/s]
 80%|███████▉  | 1244/1563 [01:28<00:22, 14.12it/s]
 80%|███████▉  | 1246/1563 [01:28<00:22, 14.18it/s]
 80%|███████▉  | 1248/1563 [01:28<00:22, 14.17it/s]
 80%|███████▉  | 1250/1563 [01:28<00:22, 14.17it/s]
 80%|████████  | 1252/1563 [01:28<00:21, 14.14it/s]
 80%|████████  | 1254/1563 [01:28<00:21, 14.10it/s]
 80%|████████  | 1256/1563 [01:28<00:21, 14.11it/s]
 80%|████████  | 1258/1563 [01:29<00:21, 14.15it/s]
 81%|████████  | 1260/1563 [01:29<00:21, 14.14it/s]
 81%|████████  | 1262/1563 [01:29<00:21, 14.15it/s]
 81%|████████  | 1264/1563 [01:29<00:21, 14.16it/s]
 81%|████████  | 1266/1563 [01:29<00:20, 14.17it/s]
 81%|████████  | 1268/1563 [01:29<00:20, 14.16it/s]
 81%|████████▏ | 1270/1563 [01:29<00:20, 14.16it/s]
 81%|████████▏ | 1272/1563 [01:30<00:20, 14.13it/s]
 82%|████████▏ | 1274/1563 [01:30<00:20, 14.17it/s]
 82%|████████▏ | 1276/1563 [01:30<00:20, 14.10it/s]
 82%|████████▏ | 1278/1563 [01:30<00:20, 14.14it/s]
 82%|████████▏ | 1280/1563 [01:30<00:20, 14.14it/s]
 82%|████████▏ | 1282/1563 [01:30<00:19, 14.15it/s]
 82%|████████▏ | 1284/1563 [01:30<00:19, 14.14it/s]
 82%|████████▏ | 1286/1563 [01:31<00:19, 14.12it/s]
 82%|████████▏ | 1288/1563 [01:31<00:19, 14.12it/s]
 83%|████████▎ | 1290/1563 [01:31<00:19, 14.10it/s]
 83%|████████▎ | 1292/1563 [01:31<00:19, 14.14it/s]
 83%|████████▎ | 1294/1563 [01:31<00:19, 14.09it/s]
 83%|████████▎ | 1296/1563 [01:31<00:18, 14.16it/s]
 83%|████████▎ | 1298/1563 [01:31<00:18, 14.14it/s]
 83%|████████▎ | 1300/1563 [01:32<00:18, 14.10it/s]
 83%|████████▎ | 1302/1563 [01:32<00:18, 14.08it/s]
 83%|████████▎ | 1304/1563 [01:32<00:18, 14.10it/s]
 84%|████████▎ | 1306/1563 [01:32<00:18, 14.10it/s]
 84%|████████▎ | 1308/1563 [01:32<00:18, 14.10it/s]
 84%|████████▍ | 1310/1563 [01:32<00:17, 14.09it/s]
 84%|████████▍ | 1312/1563 [01:32<00:17, 14.14it/s]
 84%|████████▍ | 1314/1563 [01:33<00:17, 14.13it/s]
 84%|████████▍ | 1316/1563 [01:33<00:17, 14.13it/s]
 84%|████████▍ | 1318/1563 [01:33<00:17, 14.10it/s]
 84%|████████▍ | 1320/1563 [01:33<00:17, 14.18it/s]
 85%|████████▍ | 1322/1563 [01:33<00:17, 14.13it/s]
 85%|████████▍ | 1324/1563 [01:33<00:16, 14.12it/s]
 85%|████████▍ | 1326/1563 [01:33<00:16, 14.14it/s]
 85%|████████▍ | 1328/1563 [01:34<00:16, 14.09it/s]
 85%|████████▌ | 1330/1563 [01:34<00:16, 14.16it/s]
 85%|████████▌ | 1332/1563 [01:34<00:16, 14.14it/s]
 85%|████████▌ | 1334/1563 [01:34<00:16, 14.10it/s]
 85%|████████▌ | 1336/1563 [01:34<00:16, 14.18it/s]
 86%|████████▌ | 1338/1563 [01:34<00:15, 14.20it/s]
 86%|████████▌ | 1340/1563 [01:34<00:15, 14.15it/s]
 86%|████████▌ | 1342/1563 [01:35<00:15, 14.11it/s]
 86%|████████▌ | 1344/1563 [01:35<00:15, 14.08it/s]
 86%|████████▌ | 1346/1563 [01:35<00:15, 14.14it/s]
 86%|████████▌ | 1348/1563 [01:35<00:15, 14.12it/s]
 86%|████████▋ | 1350/1563 [01:35<00:15, 14.14it/s]
 87%|████████▋ | 1352/1563 [01:35<00:14, 14.20it/s]
 87%|████████▋ | 1354/1563 [01:35<00:14, 14.17it/s]
 87%|████████▋ | 1356/1563 [01:36<00:14, 14.13it/s]
 87%|████████▋ | 1358/1563 [01:36<00:14, 14.16it/s]
 87%|████████▋ | 1360/1563 [01:36<00:14, 14.16it/s]
 87%|████████▋ | 1362/1563 [01:36<00:14, 14.16it/s]
 87%|████████▋ | 1364/1563 [01:36<00:14, 14.14it/s]
 87%|████████▋ | 1366/1563 [01:36<00:13, 14.17it/s]
 88%|████████▊ | 1368/1563 [01:36<00:13, 14.12it/s]
 88%|████████▊ | 1370/1563 [01:37<00:13, 14.12it/s]
 88%|████████▊ | 1372/1563 [01:37<00:13, 14.13it/s]
 88%|████████▊ | 1374/1563 [01:37<00:13, 14.13it/s]
 88%|████████▊ | 1376/1563 [01:37<00:13, 14.13it/s]
 88%|████████▊ | 1378/1563 [01:37<00:13, 14.10it/s]
 88%|████████▊ | 1380/1563 [01:37<00:12, 14.12it/s]
 88%|████████▊ | 1382/1563 [01:37<00:12, 14.09it/s]
 89%|████████▊ | 1384/1563 [01:38<00:12, 14.11it/s]
 89%|████████▊ | 1386/1563 [01:38<00:12, 14.11it/s]
 89%|████████▉ | 1388/1563 [01:38<00:12, 14.09it/s]
 89%|████████▉ | 1390/1563 [01:38<00:12, 14.08it/s]
 89%|████████▉ | 1392/1563 [01:38<00:12, 14.09it/s]
 89%|████████▉ | 1394/1563 [01:38<00:11, 14.13it/s]
 89%|████████▉ | 1396/1563 [01:38<00:11, 14.11it/s]
 89%|████████▉ | 1398/1563 [01:39<00:11, 14.16it/s]
 90%|████████▉ | 1400/1563 [01:39<00:11, 14.14it/s]
 90%|████████▉ | 1402/1563 [01:39<00:11, 14.13it/s]
 90%|████████▉ | 1404/1563 [01:39<00:11, 14.20it/s]
 90%|████████▉ | 1406/1563 [01:39<00:11, 14.10it/s]
 90%|█████████ | 1408/1563 [01:39<00:10, 14.18it/s]
 90%|█████████ | 1410/1563 [01:39<00:10, 14.13it/s]
 90%|█████████ | 1412/1563 [01:39<00:10, 14.15it/s]
 90%|█████████ | 1414/1563 [01:40<00:10, 14.07it/s]
 91%|█████████ | 1416/1563 [01:40<00:10, 14.07it/s]
 91%|█████████ | 1418/1563 [01:40<00:10, 14.12it/s]
 91%|█████████ | 1420/1563 [01:40<00:10, 14.09it/s]
 91%|█████████ | 1422/1563 [01:40<00:09, 14.12it/s]
 91%|█████████ | 1424/1563 [01:40<00:09, 14.12it/s]
 91%|█████████ | 1426/1563 [01:40<00:09, 14.06it/s]
 91%|█████████▏| 1428/1563 [01:41<00:09, 14.11it/s]
 91%|█████████▏| 1430/1563 [01:41<00:09, 14.08it/s]
 92%|█████████▏| 1432/1563 [01:41<00:09, 14.11it/s]
 92%|█████████▏| 1434/1563 [01:41<00:09, 14.12it/s]
 92%|█████████▏| 1436/1563 [01:41<00:08, 14.12it/s]
 92%|█████████▏| 1438/1563 [01:41<00:08, 14.18it/s]
 92%|█████████▏| 1440/1563 [01:41<00:08, 14.15it/s]
 92%|█████████▏| 1442/1563 [01:42<00:08, 14.15it/s]
 92%|█████████▏| 1444/1563 [01:42<00:08, 14.17it/s]
 93%|█████████▎| 1446/1563 [01:42<00:08, 14.14it/s]
 93%|█████████▎| 1448/1563 [01:42<00:08, 14.15it/s]
 93%|█████████▎| 1450/1563 [01:42<00:08, 14.11it/s]
 93%|█████████▎| 1452/1563 [01:42<00:07, 14.11it/s]
 93%|█████████▎| 1454/1563 [01:42<00:07, 14.09it/s]
 93%|█████████▎| 1456/1563 [01:43<00:07, 14.12it/s]
 93%|█████████▎| 1458/1563 [01:43<00:07, 14.15it/s]
 93%|█████████▎| 1460/1563 [01:43<00:07, 14.17it/s]
 94%|█████████▎| 1462/1563 [01:43<00:07, 14.13it/s]
 94%|█████████▎| 1464/1563 [01:43<00:07, 14.10it/s]
 94%|█████████▍| 1466/1563 [01:43<00:06, 14.09it/s]
 94%|█████████▍| 1468/1563 [01:43<00:06, 14.13it/s]
 94%|█████████▍| 1470/1563 [01:44<00:06, 14.09it/s]
 94%|█████████▍| 1472/1563 [01:44<00:06, 14.14it/s]
 94%|█████████▍| 1474/1563 [01:44<00:06, 14.10it/s]
 94%|█████████▍| 1476/1563 [01:44<00:06, 14.17it/s]
 95%|█████████▍| 1478/1563 [01:44<00:05, 14.21it/s]
 95%|█████████▍| 1480/1563 [01:44<00:05, 14.17it/s]
 95%|█████████▍| 1482/1563 [01:44<00:05, 14.16it/s]
 95%|█████████▍| 1484/1563 [01:45<00:05, 14.13it/s]
 95%|█████████▌| 1486/1563 [01:45<00:05, 14.17it/s]
 95%|█████████▌| 1488/1563 [01:45<00:05, 14.11it/s]
 95%|█████████▌| 1490/1563 [01:45<00:05, 14.13it/s]
 95%|█████████▌| 1492/1563 [01:45<00:05, 14.17it/s]
 96%|█████████▌| 1494/1563 [01:45<00:04, 14.12it/s]
 96%|█████████▌| 1496/1563 [01:45<00:04, 14.11it/s]
 96%|█████████▌| 1498/1563 [01:46<00:04, 14.11it/s]
 96%|█████████▌| 1500/1563 [01:46<00:04, 14.10it/s]
 96%|█████████▌| 1502/1563 [01:46<00:04, 14.15it/s]
 96%|█████████▌| 1504/1563 [01:46<00:04, 14.21it/s]
 96%|█████████▋| 1506/1563 [01:46<00:04, 14.18it/s]
 96%|█████████▋| 1508/1563 [01:46<00:03, 14.14it/s]
 97%|█████████▋| 1510/1563 [01:46<00:03, 14.20it/s]
 97%|█████████▋| 1512/1563 [01:47<00:03, 14.13it/s]
 97%|█████████▋| 1514/1563 [01:47<00:03, 14.12it/s]
 97%|█████████▋| 1516/1563 [01:47<00:03, 14.16it/s]
 97%|█████████▋| 1518/1563 [01:47<00:03, 14.12it/s]
 97%|█████████▋| 1520/1563 [01:47<00:03, 14.09it/s]
 97%|█████████▋| 1522/1563 [01:47<00:02, 14.09it/s]
 98%|█████████▊| 1524/1563 [01:47<00:02, 14.15it/s]
 98%|█████████▊| 1526/1563 [01:48<00:02, 14.07it/s]
 98%|█████████▊| 1528/1563 [01:48<00:02, 14.11it/s]
 98%|█████████▊| 1530/1563 [01:48<00:02, 14.12it/s]
 98%|█████████▊| 1532/1563 [01:48<00:02, 14.05it/s]
 98%|█████████▊| 1534/1563 [01:48<00:02, 14.14it/s]
 98%|█████████▊| 1536/1563 [01:48<00:01, 14.10it/s]
 98%|█████████▊| 1538/1563 [01:48<00:01, 14.10it/s]
 99%|█████████▊| 1540/1563 [01:49<00:01, 14.17it/s]
 99%|█████████▊| 1542/1563 [01:49<00:01, 14.13it/s]
 99%|█████████▉| 1544/1563 [01:49<00:01, 14.12it/s]
 99%|█████████▉| 1546/1563 [01:49<00:01, 14.10it/s]
 99%|█████████▉| 1548/1563 [01:49<00:01, 14.16it/s]
 99%|█████████▉| 1550/1563 [01:49<00:00, 14.15it/s]
 99%|█████████▉| 1552/1563 [01:49<00:00, 14.12it/s]
 99%|█████████▉| 1554/1563 [01:50<00:00, 14.16it/s]
100%|█████████▉| 1556/1563 [01:50<00:00, 14.17it/s]
100%|█████████▉| 1558/1563 [01:50<00:00, 14.17it/s]
100%|█████████▉| 1560/1563 [01:50<00:00, 14.16it/s]
100%|█████████▉| 1562/1563 [01:50<00:00, 14.19it/s]
100%|██████████| 1563/1563 [01:50<00:00, 14.12it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  2%|▏         | 3/157 [00:00<00:07, 21.02it/s]
  4%|▍         | 6/157 [00:00<00:07, 21.44it/s]
  6%|▌         | 9/157 [00:00<00:06, 21.43it/s]
  8%|▊         | 12/157 [00:00<00:06, 21.54it/s]
 10%|▉         | 15/157 [00:00<00:06, 21.32it/s]
 11%|█▏        | 18/157 [00:00<00:06, 21.39it/s]
 13%|█▎        | 21/157 [00:00<00:06, 21.43it/s]
 15%|█▌        | 24/157 [00:01<00:06, 21.48it/s]
 17%|█▋        | 27/157 [00:01<00:06, 21.52it/s]
 19%|█▉        | 30/157 [00:01<00:05, 21.54it/s]
 21%|██        | 33/157 [00:01<00:05, 21.55it/s]
 23%|██▎       | 36/157 [00:01<00:05, 21.53it/s]
 25%|██▍       | 39/157 [00:01<00:05, 21.55it/s]
 27%|██▋       | 42/157 [00:01<00:05, 21.22it/s]
 29%|██▊       | 45/157 [00:02<00:05, 21.01it/s]
 31%|███       | 48/157 [00:02<00:05, 20.93it/s]
 32%|███▏      | 51/157 [00:02<00:05, 20.88it/s]
 34%|███▍      | 54/157 [00:02<00:04, 20.81it/s]
 36%|███▋      | 57/157 [00:02<00:04, 20.78it/s]
 38%|███▊      | 60/157 [00:02<00:04, 20.72it/s]
 40%|████      | 63/157 [00:02<00:04, 20.67it/s]
 42%|████▏     | 66/157 [00:03<00:04, 20.64it/s]
 44%|████▍     | 69/157 [00:03<00:04, 20.72it/s]
 46%|████▌     | 72/157 [00:03<00:04, 20.64it/s]
 48%|████▊     | 75/157 [00:03<00:03, 20.66it/s]
 50%|████▉     | 78/157 [00:03<00:03, 20.67it/s]
 52%|█████▏    | 81/157 [00:03<00:03, 20.64it/s]
 54%|█████▎    | 84/157 [00:03<00:03, 20.65it/s]
 55%|█████▌    | 87/157 [00:04<00:03, 20.66it/s]
 57%|█████▋    | 90/157 [00:04<00:03, 20.71it/s]
 59%|█████▉    | 93/157 [00:04<00:03, 20.68it/s]
 61%|██████    | 96/157 [00:04<00:02, 20.71it/s]
 63%|██████▎   | 99/157 [00:04<00:02, 20.74it/s]
 65%|██████▍   | 102/157 [00:04<00:02, 20.71it/s]
 67%|██████▋   | 105/157 [00:05<00:02, 20.71it/s]
 69%|██████▉   | 108/157 [00:05<00:02, 20.79it/s]
 71%|███████   | 111/157 [00:05<00:02, 20.62it/s]
 73%|███████▎  | 114/157 [00:05<00:02, 20.69it/s]
 75%|███████▍  | 117/157 [00:05<00:01, 20.69it/s]
 76%|███████▋  | 120/157 [00:05<00:01, 20.72it/s]
 78%|███████▊  | 123/157 [00:05<00:01, 20.68it/s]
 80%|████████  | 126/157 [00:06<00:01, 20.71it/s]
 82%|████████▏ | 129/157 [00:06<00:01, 20.77it/s]
 84%|████████▍ | 132/157 [00:06<00:01, 20.75it/s]
 86%|████████▌ | 135/157 [00:06<00:01, 20.71it/s]
 88%|████████▊ | 138/157 [00:06<00:00, 20.59it/s]
 90%|████████▉ | 141/157 [00:06<00:00, 20.57it/s]
 92%|█████████▏| 144/157 [00:06<00:00, 20.64it/s]
 94%|█████████▎| 147/157 [00:07<00:00, 20.70it/s]
 96%|█████████▌| 150/157 [00:07<00:00, 20.74it/s]
 97%|█████████▋| 153/157 [00:07<00:00, 20.66it/s]
 99%|█████████▉| 156/157 [00:07<00:00, 20.59it/s]
100%|██████████| 157/157 [00:07<00:00, 20.95it/s]
Epoch: 5 	Training Loss: 0.434548 	Training Accuracy: 0.885400 	Validation Loss: 1.255268 	Validation Accuracy: 0.703900

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:02, 12.72it/s]
  0%|          | 4/1563 [00:00<01:59, 13.10it/s]
  0%|          | 6/1563 [00:00<01:57, 13.31it/s]
  1%|          | 8/1563 [00:00<01:55, 13.50it/s]
  1%|          | 10/1563 [00:00<01:53, 13.69it/s]
  1%|          | 12/1563 [00:00<01:51, 13.85it/s]
  1%|          | 14/1563 [00:01<01:51, 13.93it/s]
  1%|          | 16/1563 [00:01<01:50, 14.00it/s]
  1%|          | 18/1563 [00:01<01:50, 14.02it/s]
  1%|▏         | 20/1563 [00:01<01:49, 14.06it/s]
  1%|▏         | 22/1563 [00:01<01:49, 14.08it/s]
  2%|▏         | 24/1563 [00:01<01:48, 14.18it/s]
  2%|▏         | 26/1563 [00:01<01:48, 14.15it/s]
  2%|▏         | 28/1563 [00:02<01:48, 14.12it/s]
  2%|▏         | 30/1563 [00:02<01:48, 14.08it/s]
  2%|▏         | 32/1563 [00:02<01:48, 14.11it/s]
  2%|▏         | 34/1563 [00:02<01:48, 14.10it/s]
  2%|▏         | 36/1563 [00:02<01:48, 14.11it/s]
  2%|▏         | 38/1563 [00:02<01:47, 14.13it/s]
  3%|▎         | 40/1563 [00:02<01:48, 14.09it/s]
  3%|▎         | 42/1563 [00:03<01:47, 14.10it/s]
  3%|▎         | 44/1563 [00:03<01:48, 14.05it/s]
  3%|▎         | 46/1563 [00:03<01:47, 14.07it/s]
  3%|▎         | 48/1563 [00:03<01:46, 14.17it/s]
  3%|▎         | 50/1563 [00:03<01:47, 14.11it/s]
  3%|▎         | 52/1563 [00:03<01:46, 14.13it/s]
  3%|▎         | 54/1563 [00:03<01:46, 14.12it/s]
  4%|▎         | 56/1563 [00:03<01:46, 14.21it/s]
  4%|▎         | 58/1563 [00:04<01:46, 14.14it/s]
  4%|▍         | 60/1563 [00:04<01:46, 14.11it/s]
  4%|▍         | 62/1563 [00:04<01:46, 14.11it/s]
  4%|▍         | 64/1563 [00:04<01:45, 14.17it/s]
  4%|▍         | 66/1563 [00:04<01:46, 14.12it/s]
  4%|▍         | 68/1563 [00:04<01:45, 14.11it/s]
  4%|▍         | 70/1563 [00:04<01:46, 14.08it/s]
  5%|▍         | 72/1563 [00:05<01:45, 14.08it/s]
  5%|▍         | 74/1563 [00:05<01:45, 14.12it/s]
  5%|▍         | 76/1563 [00:05<01:44, 14.16it/s]
  5%|▍         | 78/1563 [00:05<01:45, 14.13it/s]
  5%|▌         | 80/1563 [00:05<01:44, 14.18it/s]
  5%|▌         | 82/1563 [00:05<01:44, 14.19it/s]
  5%|▌         | 84/1563 [00:05<01:44, 14.12it/s]
  6%|▌         | 86/1563 [00:06<01:44, 14.15it/s]
  6%|▌         | 88/1563 [00:06<01:44, 14.14it/s]
  6%|▌         | 90/1563 [00:06<01:44, 14.13it/s]
  6%|▌         | 92/1563 [00:06<01:43, 14.15it/s]
  6%|▌         | 94/1563 [00:06<01:43, 14.17it/s]
  6%|▌         | 96/1563 [00:06<01:43, 14.18it/s]
  6%|▋         | 98/1563 [00:06<01:43, 14.15it/s]
  6%|▋         | 100/1563 [00:07<01:43, 14.14it/s]
  7%|▋         | 102/1563 [00:07<01:43, 14.13it/s]
  7%|▋         | 104/1563 [00:07<01:43, 14.14it/s]
  7%|▋         | 106/1563 [00:07<01:43, 14.11it/s]
  7%|▋         | 108/1563 [00:07<01:43, 14.11it/s]
  7%|▋         | 110/1563 [00:07<01:42, 14.12it/s]
  7%|▋         | 112/1563 [00:07<01:43, 14.04it/s]
  7%|▋         | 114/1563 [00:08<01:42, 14.13it/s]
  7%|▋         | 116/1563 [00:08<01:42, 14.13it/s]
  8%|▊         | 118/1563 [00:08<01:42, 14.10it/s]
  8%|▊         | 120/1563 [00:08<01:42, 14.10it/s]
  8%|▊         | 122/1563 [00:08<01:42, 14.09it/s]
  8%|▊         | 124/1563 [00:08<01:42, 14.08it/s]
  8%|▊         | 126/1563 [00:08<01:41, 14.11it/s]
  8%|▊         | 128/1563 [00:09<01:41, 14.11it/s]
  8%|▊         | 130/1563 [00:09<01:41, 14.15it/s]
  8%|▊         | 132/1563 [00:09<01:40, 14.17it/s]
  9%|▊         | 134/1563 [00:09<01:41, 14.12it/s]
  9%|▊         | 136/1563 [00:09<01:40, 14.15it/s]
  9%|▉         | 138/1563 [00:09<01:40, 14.15it/s]
  9%|▉         | 140/1563 [00:09<01:40, 14.12it/s]
  9%|▉         | 142/1563 [00:10<01:40, 14.09it/s]
  9%|▉         | 144/1563 [00:10<01:40, 14.16it/s]
  9%|▉         | 146/1563 [00:10<01:40, 14.15it/s]
  9%|▉         | 148/1563 [00:10<01:39, 14.19it/s]
 10%|▉         | 150/1563 [00:10<01:39, 14.15it/s]
 10%|▉         | 152/1563 [00:10<01:39, 14.16it/s]
 10%|▉         | 154/1563 [00:10<01:39, 14.16it/s]
 10%|▉         | 156/1563 [00:11<01:39, 14.18it/s]
 10%|█         | 158/1563 [00:11<01:39, 14.14it/s]
 10%|█         | 160/1563 [00:11<01:38, 14.18it/s]
 10%|█         | 162/1563 [00:11<01:38, 14.20it/s]
 10%|█         | 164/1563 [00:11<01:38, 14.19it/s]
 11%|█         | 166/1563 [00:11<01:38, 14.14it/s]
 11%|█         | 168/1563 [00:11<01:38, 14.22it/s]
 11%|█         | 170/1563 [00:12<01:38, 14.18it/s]
 11%|█         | 172/1563 [00:12<01:38, 14.15it/s]
 11%|█         | 174/1563 [00:12<01:38, 14.15it/s]
 11%|█▏        | 176/1563 [00:12<01:38, 14.09it/s]
 11%|█▏        | 178/1563 [00:12<01:38, 14.12it/s]
 12%|█▏        | 180/1563 [00:12<01:37, 14.13it/s]
 12%|█▏        | 182/1563 [00:12<01:37, 14.12it/s]
 12%|█▏        | 184/1563 [00:13<01:37, 14.14it/s]
 12%|█▏        | 186/1563 [00:13<01:37, 14.11it/s]
 12%|█▏        | 188/1563 [00:13<01:37, 14.14it/s]
 12%|█▏        | 190/1563 [00:13<01:37, 14.15it/s]
 12%|█▏        | 192/1563 [00:13<01:37, 14.13it/s]
 12%|█▏        | 194/1563 [00:13<01:37, 14.09it/s]
 13%|█▎        | 196/1563 [00:13<01:36, 14.17it/s]
 13%|█▎        | 198/1563 [00:14<01:36, 14.16it/s]
 13%|█▎        | 200/1563 [00:14<01:36, 14.16it/s]
 13%|█▎        | 202/1563 [00:14<01:36, 14.09it/s]
 13%|█▎        | 204/1563 [00:14<01:36, 14.07it/s]
 13%|█▎        | 206/1563 [00:14<01:36, 14.11it/s]
 13%|█▎        | 208/1563 [00:14<01:36, 14.09it/s]
 13%|█▎        | 210/1563 [00:14<01:35, 14.16it/s]
 14%|█▎        | 212/1563 [00:15<01:35, 14.15it/s]
 14%|█▎        | 214/1563 [00:15<01:35, 14.10it/s]
 14%|█▍        | 216/1563 [00:15<01:35, 14.11it/s]
 14%|█▍        | 218/1563 [00:15<01:35, 14.11it/s]
 14%|█▍        | 220/1563 [00:15<01:35, 14.11it/s]
 14%|█▍        | 222/1563 [00:15<01:35, 14.09it/s]
 14%|█▍        | 224/1563 [00:15<01:35, 14.08it/s]
 14%|█▍        | 226/1563 [00:16<01:34, 14.14it/s]
 15%|█▍        | 228/1563 [00:16<01:34, 14.08it/s]
 15%|█▍        | 230/1563 [00:16<01:34, 14.08it/s]
 15%|█▍        | 232/1563 [00:16<01:34, 14.10it/s]
 15%|█▍        | 234/1563 [00:16<01:34, 14.13it/s]
 15%|█▌        | 236/1563 [00:16<01:33, 14.15it/s]
 15%|█▌        | 238/1563 [00:16<01:33, 14.10it/s]
 15%|█▌        | 240/1563 [00:17<01:33, 14.17it/s]
 15%|█▌        | 242/1563 [00:17<01:33, 14.13it/s]
 16%|█▌        | 244/1563 [00:17<01:33, 14.16it/s]
 16%|█▌        | 246/1563 [00:17<01:33, 14.13it/s]
 16%|█▌        | 248/1563 [00:17<01:33, 14.09it/s]
 16%|█▌        | 250/1563 [00:17<01:33, 14.11it/s]
 16%|█▌        | 252/1563 [00:17<01:32, 14.12it/s]
 16%|█▋        | 254/1563 [00:18<01:32, 14.13it/s]
 16%|█▋        | 256/1563 [00:18<01:32, 14.14it/s]
 17%|█▋        | 258/1563 [00:18<01:32, 14.14it/s]
 17%|█▋        | 260/1563 [00:18<01:32, 14.08it/s]
 17%|█▋        | 262/1563 [00:18<01:32, 14.05it/s]
 17%|█▋        | 264/1563 [00:18<01:32, 14.08it/s]
 17%|█▋        | 266/1563 [00:18<01:32, 14.08it/s]
 17%|█▋        | 268/1563 [00:19<01:32, 14.06it/s]
 17%|█▋        | 270/1563 [00:19<01:31, 14.11it/s]
 17%|█▋        | 272/1563 [00:19<01:31, 14.09it/s]
 18%|█▊        | 274/1563 [00:19<01:30, 14.17it/s]
 18%|█▊        | 276/1563 [00:19<01:31, 14.07it/s]
 18%|█▊        | 278/1563 [00:19<01:31, 14.09it/s]
 18%|█▊        | 280/1563 [00:19<01:30, 14.10it/s]
 18%|█▊        | 282/1563 [00:19<01:31, 14.06it/s]
 18%|█▊        | 284/1563 [00:20<01:30, 14.09it/s]
 18%|█▊        | 286/1563 [00:20<01:30, 14.04it/s]
 18%|█▊        | 288/1563 [00:20<01:30, 14.06it/s]
 19%|█▊        | 290/1563 [00:20<01:30, 14.10it/s]
 19%|█▊        | 292/1563 [00:20<01:30, 14.12it/s]
 19%|█▉        | 294/1563 [00:20<01:29, 14.15it/s]
 19%|█▉        | 296/1563 [00:20<01:29, 14.10it/s]
 19%|█▉        | 298/1563 [00:21<01:29, 14.07it/s]
 19%|█▉        | 300/1563 [00:21<01:29, 14.05it/s]
 19%|█▉        | 302/1563 [00:21<01:29, 14.06it/s]
 19%|█▉        | 304/1563 [00:21<01:29, 14.04it/s]
 20%|█▉        | 306/1563 [00:21<01:29, 14.11it/s]
 20%|█▉        | 308/1563 [00:21<01:28, 14.11it/s]
 20%|█▉        | 310/1563 [00:21<01:28, 14.13it/s]
 20%|█▉        | 312/1563 [00:22<01:28, 14.12it/s]
 20%|██        | 314/1563 [00:22<01:28, 14.09it/s]
 20%|██        | 316/1563 [00:22<01:28, 14.15it/s]
 20%|██        | 318/1563 [00:22<01:28, 14.12it/s]
 20%|██        | 320/1563 [00:22<01:27, 14.17it/s]
 21%|██        | 322/1563 [00:22<01:27, 14.16it/s]
 21%|██        | 324/1563 [00:22<01:27, 14.12it/s]
 21%|██        | 326/1563 [00:23<01:27, 14.16it/s]
 21%|██        | 328/1563 [00:23<01:26, 14.20it/s]
 21%|██        | 330/1563 [00:23<01:26, 14.23it/s]
 21%|██        | 332/1563 [00:23<01:26, 14.22it/s]
 21%|██▏       | 334/1563 [00:23<01:26, 14.15it/s]
 21%|██▏       | 336/1563 [00:23<01:26, 14.20it/s]
 22%|██▏       | 338/1563 [00:23<01:26, 14.22it/s]
 22%|██▏       | 340/1563 [00:24<01:26, 14.16it/s]
 22%|██▏       | 342/1563 [00:24<01:26, 14.13it/s]
 22%|██▏       | 344/1563 [00:24<01:26, 14.14it/s]
 22%|██▏       | 346/1563 [00:24<01:26, 14.08it/s]
 22%|██▏       | 348/1563 [00:24<01:26, 14.07it/s]
 22%|██▏       | 350/1563 [00:24<01:25, 14.13it/s]
 23%|██▎       | 352/1563 [00:24<01:25, 14.15it/s]
 23%|██▎       | 354/1563 [00:25<01:25, 14.19it/s]
 23%|██▎       | 356/1563 [00:25<01:25, 14.13it/s]
 23%|██▎       | 358/1563 [00:25<01:25, 14.10it/s]
 23%|██▎       | 360/1563 [00:25<01:24, 14.20it/s]
 23%|██▎       | 362/1563 [00:25<01:25, 14.12it/s]
 23%|██▎       | 364/1563 [00:25<01:24, 14.15it/s]
 23%|██▎       | 366/1563 [00:25<01:24, 14.16it/s]
 24%|██▎       | 368/1563 [00:26<01:24, 14.19it/s]
 24%|██▎       | 370/1563 [00:26<01:24, 14.14it/s]
 24%|██▍       | 372/1563 [00:26<01:24, 14.09it/s]
 24%|██▍       | 374/1563 [00:26<01:24, 14.07it/s]
 24%|██▍       | 376/1563 [00:26<01:24, 14.08it/s]
 24%|██▍       | 378/1563 [00:26<01:24, 14.10it/s]
 24%|██▍       | 380/1563 [00:26<01:23, 14.17it/s]
 24%|██▍       | 382/1563 [00:27<01:23, 14.12it/s]
 25%|██▍       | 384/1563 [00:27<01:23, 14.15it/s]
 25%|██▍       | 386/1563 [00:27<01:23, 14.17it/s]
 25%|██▍       | 388/1563 [00:27<01:23, 14.11it/s]
 25%|██▍       | 390/1563 [00:27<01:23, 14.12it/s]
 25%|██▌       | 392/1563 [00:27<01:22, 14.14it/s]
 25%|██▌       | 394/1563 [00:27<01:22, 14.16it/s]
 25%|██▌       | 396/1563 [00:28<01:22, 14.18it/s]
 25%|██▌       | 398/1563 [00:28<01:22, 14.13it/s]
 26%|██▌       | 400/1563 [00:28<01:22, 14.08it/s]
 26%|██▌       | 402/1563 [00:28<01:22, 14.06it/s]
 26%|██▌       | 404/1563 [00:28<01:22, 14.05it/s]
 26%|██▌       | 406/1563 [00:28<01:22, 14.05it/s]
 26%|██▌       | 408/1563 [00:28<01:22, 14.08it/s]
 26%|██▌       | 410/1563 [00:29<01:21, 14.14it/s]
 26%|██▋       | 412/1563 [00:29<01:21, 14.12it/s]
 26%|██▋       | 414/1563 [00:29<01:21, 14.09it/s]
 27%|██▋       | 416/1563 [00:29<01:21, 14.08it/s]
 27%|██▋       | 418/1563 [00:29<01:21, 14.10it/s]
 27%|██▋       | 420/1563 [00:29<01:21, 14.10it/s]
 27%|██▋       | 422/1563 [00:29<01:21, 14.02it/s]
 27%|██▋       | 424/1563 [00:30<01:20, 14.08it/s]
 27%|██▋       | 426/1563 [00:30<01:20, 14.06it/s]
 27%|██▋       | 428/1563 [00:30<01:20, 14.17it/s]
 28%|██▊       | 430/1563 [00:30<01:20, 14.08it/s]
 28%|██▊       | 432/1563 [00:30<01:19, 14.14it/s]
 28%|██▊       | 434/1563 [00:30<01:19, 14.15it/s]
 28%|██▊       | 436/1563 [00:30<01:19, 14.14it/s]
 28%|██▊       | 438/1563 [00:31<01:19, 14.14it/s]
 28%|██▊       | 440/1563 [00:31<01:19, 14.13it/s]
 28%|██▊       | 442/1563 [00:31<01:19, 14.08it/s]
 28%|██▊       | 444/1563 [00:31<01:19, 14.09it/s]
 29%|██▊       | 446/1563 [00:31<01:19, 14.08it/s]
 29%|██▊       | 448/1563 [00:31<01:18, 14.13it/s]
 29%|██▉       | 450/1563 [00:31<01:18, 14.11it/s]
 29%|██▉       | 452/1563 [00:32<01:18, 14.13it/s]
 29%|██▉       | 454/1563 [00:32<01:18, 14.05it/s]
 29%|██▉       | 456/1563 [00:32<01:18, 14.10it/s]
 29%|██▉       | 458/1563 [00:32<01:18, 14.09it/s]
 29%|██▉       | 460/1563 [00:32<01:18, 14.07it/s]
 30%|██▉       | 462/1563 [00:32<01:18, 14.10it/s]
 30%|██▉       | 464/1563 [00:32<01:18, 14.06it/s]
 30%|██▉       | 466/1563 [00:33<01:17, 14.11it/s]
 30%|██▉       | 468/1563 [00:33<01:17, 14.07it/s]
 30%|███       | 470/1563 [00:33<01:17, 14.05it/s]
 30%|███       | 472/1563 [00:33<01:17, 14.07it/s]
 30%|███       | 474/1563 [00:33<01:17, 14.06it/s]
 30%|███       | 476/1563 [00:33<01:17, 14.06it/s]
 31%|███       | 478/1563 [00:33<01:17, 14.09it/s]
 31%|███       | 480/1563 [00:34<01:16, 14.15it/s]
 31%|███       | 482/1563 [00:34<01:16, 14.09it/s]
 31%|███       | 484/1563 [00:34<01:16, 14.10it/s]
 31%|███       | 486/1563 [00:34<01:16, 14.11it/s]
 31%|███       | 488/1563 [00:34<01:16, 14.09it/s]
 31%|███▏      | 490/1563 [00:34<01:15, 14.17it/s]
 31%|███▏      | 492/1563 [00:34<01:15, 14.15it/s]
 32%|███▏      | 494/1563 [00:35<01:15, 14.15it/s]
 32%|███▏      | 496/1563 [00:35<01:15, 14.19it/s]
 32%|███▏      | 498/1563 [00:35<01:15, 14.19it/s]
 32%|███▏      | 500/1563 [00:35<01:15, 14.13it/s]
 32%|███▏      | 502/1563 [00:35<01:15, 14.14it/s]
 32%|███▏      | 504/1563 [00:35<01:14, 14.12it/s]
 32%|███▏      | 506/1563 [00:35<01:14, 14.11it/s]
 33%|███▎      | 508/1563 [00:36<01:14, 14.16it/s]
 33%|███▎      | 510/1563 [00:36<01:14, 14.12it/s]
 33%|███▎      | 512/1563 [00:36<01:14, 14.13it/s]
 33%|███▎      | 514/1563 [00:36<01:14, 14.15it/s]
 33%|███▎      | 516/1563 [00:36<01:14, 14.15it/s]
 33%|███▎      | 518/1563 [00:36<01:13, 14.17it/s]
 33%|███▎      | 520/1563 [00:36<01:13, 14.14it/s]
 33%|███▎      | 522/1563 [00:36<01:13, 14.08it/s]
 34%|███▎      | 524/1563 [00:37<01:13, 14.11it/s]
 34%|███▎      | 526/1563 [00:37<01:13, 14.08it/s]
 34%|███▍      | 528/1563 [00:37<01:13, 14.08it/s]
 34%|███▍      | 530/1563 [00:37<01:13, 14.14it/s]
 34%|███▍      | 532/1563 [00:37<01:13, 14.06it/s]
 34%|███▍      | 534/1563 [00:37<01:13, 14.09it/s]
 34%|███▍      | 536/1563 [00:37<01:12, 14.14it/s]
 34%|███▍      | 538/1563 [00:38<01:12, 14.14it/s]
 35%|███▍      | 540/1563 [00:38<01:12, 14.18it/s]
 35%|███▍      | 542/1563 [00:38<01:11, 14.19it/s]
 35%|███▍      | 544/1563 [00:38<01:11, 14.17it/s]
 35%|███▍      | 546/1563 [00:38<01:12, 14.12it/s]
 35%|███▌      | 548/1563 [00:38<01:11, 14.20it/s]
 35%|███▌      | 550/1563 [00:38<01:11, 14.17it/s]
 35%|███▌      | 552/1563 [00:39<01:11, 14.18it/s]
 35%|███▌      | 554/1563 [00:39<01:11, 14.18it/s]
 36%|███▌      | 556/1563 [00:39<01:11, 14.17it/s]
 36%|███▌      | 558/1563 [00:39<01:10, 14.20it/s]
 36%|███▌      | 560/1563 [00:39<01:10, 14.19it/s]
 36%|███▌      | 562/1563 [00:39<01:10, 14.15it/s]
 36%|███▌      | 564/1563 [00:39<01:10, 14.19it/s]
 36%|███▌      | 566/1563 [00:40<01:10, 14.13it/s]
 36%|███▋      | 568/1563 [00:40<01:10, 14.15it/s]
 36%|███▋      | 570/1563 [00:40<01:10, 14.15it/s]
 37%|███▋      | 572/1563 [00:40<01:09, 14.17it/s]
 37%|███▋      | 574/1563 [00:40<01:09, 14.18it/s]
 37%|███▋      | 576/1563 [00:40<01:09, 14.16it/s]
 37%|███▋      | 578/1563 [00:40<01:09, 14.15it/s]
 37%|███▋      | 580/1563 [00:41<01:09, 14.22it/s]
 37%|███▋      | 582/1563 [00:41<01:09, 14.16it/s]
 37%|███▋      | 584/1563 [00:41<01:09, 14.17it/s]
 37%|███▋      | 586/1563 [00:41<01:09, 14.14it/s]
 38%|███▊      | 588/1563 [00:41<01:09, 14.13it/s]
 38%|███▊      | 590/1563 [00:41<01:08, 14.10it/s]
 38%|███▊      | 592/1563 [00:41<01:08, 14.10it/s]
 38%|███▊      | 594/1563 [00:42<01:08, 14.07it/s]
 38%|███▊      | 596/1563 [00:42<01:08, 14.09it/s]
 38%|███▊      | 598/1563 [00:42<01:08, 14.08it/s]
 38%|███▊      | 600/1563 [00:42<01:08, 14.05it/s]
 39%|███▊      | 602/1563 [00:42<01:08, 14.01it/s]
 39%|███▊      | 604/1563 [00:42<01:08, 14.01it/s]
 39%|███▉      | 606/1563 [00:42<01:08, 14.05it/s]
 39%|███▉      | 608/1563 [00:43<01:07, 14.10it/s]
 39%|███▉      | 610/1563 [00:43<01:07, 14.10it/s]
 39%|███▉      | 612/1563 [00:43<01:07, 14.08it/s]
 39%|███▉      | 614/1563 [00:43<01:07, 14.14it/s]
 39%|███▉      | 616/1563 [00:43<01:06, 14.16it/s]
 40%|███▉      | 618/1563 [00:43<01:06, 14.11it/s]
 40%|███▉      | 620/1563 [00:43<01:06, 14.08it/s]
 40%|███▉      | 622/1563 [00:44<01:06, 14.09it/s]
 40%|███▉      | 624/1563 [00:44<01:06, 14.12it/s]
 40%|████      | 626/1563 [00:44<01:06, 14.16it/s]
 40%|████      | 628/1563 [00:44<01:06, 14.10it/s]
 40%|████      | 630/1563 [00:44<01:06, 14.11it/s]
 40%|████      | 632/1563 [00:44<01:05, 14.14it/s]
 41%|████      | 634/1563 [00:44<01:05, 14.20it/s]
 41%|████      | 636/1563 [00:45<01:05, 14.19it/s]
 41%|████      | 638/1563 [00:45<01:05, 14.17it/s]
 41%|████      | 640/1563 [00:45<01:04, 14.21it/s]
 41%|████      | 642/1563 [00:45<01:04, 14.22it/s]
 41%|████      | 644/1563 [00:45<01:04, 14.18it/s]
 41%|████▏     | 646/1563 [00:45<01:04, 14.17it/s]
 41%|████▏     | 648/1563 [00:45<01:04, 14.09it/s]
 42%|████▏     | 650/1563 [00:46<01:04, 14.08it/s]
 42%|████▏     | 652/1563 [00:46<01:04, 14.05it/s]
 42%|████▏     | 654/1563 [00:46<01:04, 14.11it/s]
 42%|████▏     | 656/1563 [00:46<01:04, 14.13it/s]
 42%|████▏     | 658/1563 [00:46<01:04, 14.14it/s]
 42%|████▏     | 660/1563 [00:46<01:03, 14.18it/s]
 42%|████▏     | 662/1563 [00:46<01:03, 14.17it/s]
 42%|████▏     | 664/1563 [00:47<01:03, 14.19it/s]
 43%|████▎     | 666/1563 [00:47<01:03, 14.17it/s]
 43%|████▎     | 668/1563 [00:47<01:03, 14.13it/s]
 43%|████▎     | 670/1563 [00:47<01:03, 14.14it/s]
 43%|████▎     | 672/1563 [00:47<01:03, 14.11it/s]
 43%|████▎     | 674/1563 [00:47<01:02, 14.21it/s]
 43%|████▎     | 676/1563 [00:47<01:02, 14.21it/s]
 43%|████▎     | 678/1563 [00:48<01:02, 14.16it/s]
 44%|████▎     | 680/1563 [00:48<01:02, 14.18it/s]
 44%|████▎     | 682/1563 [00:48<01:02, 14.09it/s]
 44%|████▍     | 684/1563 [00:48<01:02, 14.14it/s]
 44%|████▍     | 686/1563 [00:48<01:02, 14.11it/s]
 44%|████▍     | 688/1563 [00:48<01:01, 14.17it/s]
 44%|████▍     | 690/1563 [00:48<01:01, 14.19it/s]
 44%|████▍     | 692/1563 [00:49<01:01, 14.22it/s]
 44%|████▍     | 694/1563 [00:49<01:01, 14.21it/s]
 45%|████▍     | 696/1563 [00:49<01:01, 14.15it/s]
 45%|████▍     | 698/1563 [00:49<01:01, 14.14it/s]
 45%|████▍     | 700/1563 [00:49<01:01, 14.12it/s]
 45%|████▍     | 702/1563 [00:49<01:01, 14.07it/s]
 45%|████▌     | 704/1563 [00:49<01:00, 14.12it/s]
 45%|████▌     | 706/1563 [00:50<01:00, 14.14it/s]
 45%|████▌     | 708/1563 [00:50<01:00, 14.13it/s]
 45%|████▌     | 710/1563 [00:50<01:00, 14.08it/s]
 46%|████▌     | 712/1563 [00:50<01:00, 14.08it/s]
 46%|████▌     | 714/1563 [00:50<00:59, 14.17it/s]
 46%|████▌     | 716/1563 [00:50<00:59, 14.16it/s]
 46%|████▌     | 718/1563 [00:50<00:59, 14.18it/s]
 46%|████▌     | 720/1563 [00:51<00:59, 14.09it/s]
 46%|████▌     | 722/1563 [00:51<00:59, 14.08it/s]
 46%|████▋     | 724/1563 [00:51<00:59, 14.08it/s]
 46%|████▋     | 726/1563 [00:51<00:59, 14.09it/s]
 47%|████▋     | 728/1563 [00:51<00:59, 14.10it/s]
 47%|████▋     | 730/1563 [00:51<00:59, 14.10it/s]
 47%|████▋     | 732/1563 [00:51<00:58, 14.13it/s]
 47%|████▋     | 734/1563 [00:51<00:58, 14.08it/s]
 47%|████▋     | 736/1563 [00:52<00:58, 14.06it/s]
 47%|████▋     | 738/1563 [00:52<00:58, 14.06it/s]
 47%|████▋     | 740/1563 [00:52<00:58, 14.12it/s]
 47%|████▋     | 742/1563 [00:52<00:57, 14.16it/s]
 48%|████▊     | 744/1563 [00:52<00:57, 14.13it/s]
 48%|████▊     | 746/1563 [00:52<00:57, 14.12it/s]
 48%|████▊     | 748/1563 [00:52<00:57, 14.12it/s]
 48%|████▊     | 750/1563 [00:53<00:57, 14.11it/s]
 48%|████▊     | 752/1563 [00:53<00:57, 14.10it/s]
 48%|████▊     | 754/1563 [00:53<00:57, 14.16it/s]
 48%|████▊     | 756/1563 [00:53<00:57, 14.12it/s]
 48%|████▊     | 758/1563 [00:53<00:57, 14.11it/s]
 49%|████▊     | 760/1563 [00:53<00:56, 14.09it/s]
 49%|████▉     | 762/1563 [00:53<00:56, 14.09it/s]
 49%|████▉     | 764/1563 [00:54<00:56, 14.06it/s]
 49%|████▉     | 766/1563 [00:54<00:56, 14.10it/s]
 49%|████▉     | 768/1563 [00:54<00:56, 14.13it/s]
 49%|████▉     | 770/1563 [00:54<00:56, 14.11it/s]
 49%|████▉     | 772/1563 [00:54<00:56, 14.08it/s]
 50%|████▉     | 774/1563 [00:54<00:56, 14.08it/s]
 50%|████▉     | 776/1563 [00:54<00:55, 14.11it/s]
 50%|████▉     | 778/1563 [00:55<00:55, 14.09it/s]
 50%|████▉     | 780/1563 [00:55<00:55, 14.10it/s]
 50%|█████     | 782/1563 [00:55<00:55, 14.10it/s]
 50%|█████     | 784/1563 [00:55<00:55, 14.08it/s]
 50%|█████     | 786/1563 [00:55<00:55, 14.08it/s]
 50%|█████     | 788/1563 [00:55<00:54, 14.09it/s]
 51%|█████     | 790/1563 [00:55<00:54, 14.12it/s]
 51%|█████     | 792/1563 [00:56<00:54, 14.08it/s]
 51%|█████     | 794/1563 [00:56<00:54, 14.06it/s]
 51%|█████     | 796/1563 [00:56<00:54, 14.08it/s]
 51%|█████     | 798/1563 [00:56<00:54, 14.10it/s]
 51%|█████     | 800/1563 [00:56<00:54, 14.07it/s]
 51%|█████▏    | 802/1563 [00:56<00:54, 14.03it/s]
 51%|█████▏    | 804/1563 [00:56<00:54, 14.04it/s]
 52%|█████▏    | 806/1563 [00:57<00:53, 14.07it/s]
 52%|█████▏    | 808/1563 [00:57<00:53, 14.07it/s]
 52%|█████▏    | 810/1563 [00:57<00:53, 14.07it/s]
 52%|█████▏    | 812/1563 [00:57<00:53, 14.07it/s]
 52%|█████▏    | 814/1563 [00:57<00:53, 14.07it/s]
 52%|█████▏    | 816/1563 [00:57<00:52, 14.10it/s]
 52%|█████▏    | 818/1563 [00:57<00:52, 14.09it/s]
 52%|█████▏    | 820/1563 [00:58<00:52, 14.06it/s]
 53%|█████▎    | 822/1563 [00:58<00:52, 14.06it/s]
 53%|█████▎    | 824/1563 [00:58<00:52, 14.08it/s]
 53%|█████▎    | 826/1563 [00:58<00:52, 14.11it/s]
 53%|█████▎    | 828/1563 [00:58<00:52, 14.07it/s]
 53%|█████▎    | 830/1563 [00:58<00:52, 14.07it/s]
 53%|█████▎    | 832/1563 [00:58<00:52, 14.05it/s]
 53%|█████▎    | 834/1563 [00:59<00:51, 14.03it/s]
 53%|█████▎    | 836/1563 [00:59<00:51, 14.08it/s]
 54%|█████▎    | 838/1563 [00:59<00:51, 14.09it/s]
 54%|█████▎    | 840/1563 [00:59<00:51, 14.12it/s]
 54%|█████▍    | 842/1563 [00:59<00:51, 14.04it/s]
 54%|█████▍    | 844/1563 [00:59<00:51, 14.04it/s]
 54%|█████▍    | 846/1563 [00:59<00:51, 14.01it/s]
 54%|█████▍    | 848/1563 [01:00<00:51, 14.01it/s]
 54%|█████▍    | 850/1563 [01:00<00:50, 14.04it/s]
 55%|█████▍    | 852/1563 [01:00<00:50, 14.06it/s]
 55%|█████▍    | 854/1563 [01:00<00:50, 14.08it/s]
 55%|█████▍    | 856/1563 [01:00<00:50, 14.07it/s]
 55%|█████▍    | 858/1563 [01:00<00:50, 14.07it/s]
 55%|█████▌    | 860/1563 [01:00<00:49, 14.11it/s]
 55%|█████▌    | 862/1563 [01:01<00:49, 14.12it/s]
 55%|█████▌    | 864/1563 [01:01<00:49, 14.12it/s]
 55%|█████▌    | 866/1563 [01:01<00:49, 14.09it/s]
 56%|█████▌    | 868/1563 [01:01<00:49, 14.03it/s]
 56%|█████▌    | 870/1563 [01:01<00:49, 14.05it/s]
 56%|█████▌    | 872/1563 [01:01<00:49, 14.05it/s]
 56%|█████▌    | 874/1563 [01:01<00:48, 14.07it/s]
 56%|█████▌    | 876/1563 [01:02<00:48, 14.07it/s]
 56%|█████▌    | 878/1563 [01:02<00:48, 14.03it/s]
 56%|█████▋    | 880/1563 [01:02<00:48, 14.05it/s]
 56%|█████▋    | 882/1563 [01:02<00:48, 14.02it/s]
 57%|█████▋    | 884/1563 [01:02<00:48, 14.08it/s]
 57%|█████▋    | 886/1563 [01:02<00:48, 14.09it/s]
 57%|█████▋    | 888/1563 [01:02<00:47, 14.09it/s]
 57%|█████▋    | 890/1563 [01:03<00:47, 14.11it/s]
 57%|█████▋    | 892/1563 [01:03<00:47, 14.06it/s]
 57%|█████▋    | 894/1563 [01:03<00:47, 14.04it/s]
 57%|█████▋    | 896/1563 [01:03<00:47, 14.05it/s]
 57%|█████▋    | 898/1563 [01:03<00:47, 14.09it/s]
 58%|█████▊    | 900/1563 [01:03<00:47, 14.09it/s]
 58%|█████▊    | 902/1563 [01:03<00:46, 14.08it/s]
 58%|█████▊    | 904/1563 [01:04<00:46, 14.09it/s]
 58%|█████▊    | 906/1563 [01:04<00:46, 14.07it/s]
 58%|█████▊    | 908/1563 [01:04<00:46, 14.05it/s]
 58%|█████▊    | 910/1563 [01:04<00:46, 14.00it/s]
 58%|█████▊    | 912/1563 [01:04<00:46, 14.00it/s]
 58%|█████▊    | 914/1563 [01:04<00:46, 13.98it/s]
 59%|█████▊    | 916/1563 [01:04<00:46, 14.02it/s]
 59%|█████▊    | 918/1563 [01:05<00:46, 14.02it/s]
 59%|█████▉    | 920/1563 [01:05<00:45, 14.01it/s]
 59%|█████▉    | 922/1563 [01:05<00:45, 14.00it/s]
 59%|█████▉    | 924/1563 [01:05<00:45, 14.03it/s]
 59%|█████▉    | 926/1563 [01:05<00:45, 14.02it/s]
 59%|█████▉    | 928/1563 [01:05<00:45, 14.04it/s]
 60%|█████▉    | 930/1563 [01:05<00:45, 14.03it/s]
 60%|█████▉    | 932/1563 [01:06<00:45, 14.01it/s]
 60%|█████▉    | 934/1563 [01:06<00:44, 14.04it/s]
 60%|█████▉    | 936/1563 [01:06<00:44, 14.02it/s]
 60%|██████    | 938/1563 [01:06<00:44, 14.03it/s]
 60%|██████    | 940/1563 [01:06<00:44, 13.99it/s]
 60%|██████    | 942/1563 [01:06<00:44, 14.04it/s]
 60%|██████    | 944/1563 [01:06<00:44, 14.05it/s]
 61%|██████    | 946/1563 [01:07<00:43, 14.05it/s]
 61%|██████    | 948/1563 [01:07<00:43, 14.04it/s]
 61%|██████    | 950/1563 [01:07<00:43, 14.10it/s]
 61%|██████    | 952/1563 [01:07<00:43, 14.11it/s]
 61%|██████    | 954/1563 [01:07<00:43, 14.11it/s]
 61%|██████    | 956/1563 [01:07<00:42, 14.15it/s]
 61%|██████▏   | 958/1563 [01:07<00:42, 14.12it/s]
 61%|██████▏   | 960/1563 [01:08<00:42, 14.13it/s]
 62%|██████▏   | 962/1563 [01:08<00:42, 14.09it/s]
 62%|██████▏   | 964/1563 [01:08<00:42, 14.11it/s]
 62%|██████▏   | 966/1563 [01:08<00:42, 14.14it/s]
 62%|██████▏   | 968/1563 [01:08<00:42, 14.10it/s]
 62%|██████▏   | 970/1563 [01:08<00:42, 14.11it/s]
 62%|██████▏   | 972/1563 [01:08<00:41, 14.07it/s]
 62%|██████▏   | 974/1563 [01:09<00:41, 14.03it/s]
 62%|██████▏   | 976/1563 [01:09<00:41, 14.04it/s]
 63%|██████▎   | 978/1563 [01:09<00:41, 14.08it/s]
 63%|██████▎   | 980/1563 [01:09<00:41, 14.07it/s]
 63%|██████▎   | 982/1563 [01:09<00:41, 14.06it/s]
 63%|██████▎   | 984/1563 [01:09<00:41, 14.10it/s]
 63%|██████▎   | 986/1563 [01:09<00:41, 14.06it/s]
 63%|██████▎   | 988/1563 [01:10<00:40, 14.09it/s]
 63%|██████▎   | 990/1563 [01:10<00:40, 14.04it/s]
 63%|██████▎   | 992/1563 [01:10<00:40, 14.01it/s]
 64%|██████▎   | 994/1563 [01:10<00:40, 14.01it/s]
 64%|██████▎   | 996/1563 [01:10<00:40, 14.01it/s]
 64%|██████▍   | 998/1563 [01:10<00:40, 14.00it/s]
 64%|██████▍   | 1000/1563 [01:10<00:40, 14.01it/s]
 64%|██████▍   | 1002/1563 [01:11<00:40, 14.02it/s]
 64%|██████▍   | 1004/1563 [01:11<00:39, 14.05it/s]
 64%|██████▍   | 1006/1563 [01:11<00:39, 14.04it/s]
 64%|██████▍   | 1008/1563 [01:11<00:39, 14.06it/s]
 65%|██████▍   | 1010/1563 [01:11<00:39, 14.05it/s]
 65%|██████▍   | 1012/1563 [01:11<00:39, 14.05it/s]
 65%|██████▍   | 1014/1563 [01:11<00:39, 14.06it/s]
 65%|██████▌   | 1016/1563 [01:12<00:38, 14.08it/s]
 65%|██████▌   | 1018/1563 [01:12<00:38, 14.13it/s]
 65%|██████▌   | 1020/1563 [01:12<00:38, 14.08it/s]
 65%|██████▌   | 1022/1563 [01:12<00:38, 14.09it/s]
 66%|██████▌   | 1024/1563 [01:12<00:38, 14.07it/s]
 66%|██████▌   | 1026/1563 [01:12<00:38, 14.06it/s]
 66%|██████▌   | 1028/1563 [01:12<00:37, 14.09it/s]
 66%|██████▌   | 1030/1563 [01:13<00:37, 14.10it/s]
 66%|██████▌   | 1032/1563 [01:13<00:37, 14.08it/s]
 66%|██████▌   | 1034/1563 [01:13<00:37, 14.07it/s]
 66%|██████▋   | 1036/1563 [01:13<00:37, 14.09it/s]
 66%|██████▋   | 1038/1563 [01:13<00:37, 14.05it/s]
 67%|██████▋   | 1040/1563 [01:13<00:36, 14.14it/s]
 67%|██████▋   | 1042/1563 [01:13<00:36, 14.13it/s]
 67%|██████▋   | 1044/1563 [01:14<00:36, 14.14it/s]
 67%|██████▋   | 1046/1563 [01:14<00:36, 14.11it/s]
 67%|██████▋   | 1048/1563 [01:14<00:36, 14.09it/s]
 67%|██████▋   | 1050/1563 [01:14<00:36, 14.11it/s]
 67%|██████▋   | 1052/1563 [01:14<00:36, 14.09it/s]
 67%|██████▋   | 1054/1563 [01:14<00:36, 14.13it/s]
 68%|██████▊   | 1056/1563 [01:14<00:36, 14.08it/s]
 68%|██████▊   | 1058/1563 [01:15<00:35, 14.04it/s]
 68%|██████▊   | 1060/1563 [01:15<00:35, 14.05it/s]
 68%|██████▊   | 1062/1563 [01:15<00:35, 14.07it/s]
 68%|██████▊   | 1064/1563 [01:15<00:35, 14.03it/s]
 68%|██████▊   | 1066/1563 [01:15<00:35, 14.09it/s]
 68%|██████▊   | 1068/1563 [01:15<00:35, 14.07it/s]
 68%|██████▊   | 1070/1563 [01:15<00:34, 14.09it/s]
 69%|██████▊   | 1072/1563 [01:16<00:34, 14.13it/s]
 69%|██████▊   | 1074/1563 [01:16<00:34, 14.09it/s]
 69%|██████▉   | 1076/1563 [01:16<00:34, 14.12it/s]
 69%|██████▉   | 1078/1563 [01:16<00:34, 14.11it/s]
 69%|██████▉   | 1080/1563 [01:16<00:34, 14.13it/s]
 69%|██████▉   | 1082/1563 [01:16<00:34, 14.11it/s]
 69%|██████▉   | 1084/1563 [01:16<00:33, 14.11it/s]
 69%|██████▉   | 1086/1563 [01:17<00:33, 14.06it/s]
 70%|██████▉   | 1088/1563 [01:17<00:33, 14.08it/s]
 70%|██████▉   | 1090/1563 [01:17<00:33, 14.05it/s]
 70%|██████▉   | 1092/1563 [01:17<00:33, 14.05it/s]
 70%|██████▉   | 1094/1563 [01:17<00:33, 14.07it/s]
 70%|███████   | 1096/1563 [01:17<00:33, 14.05it/s]
 70%|███████   | 1098/1563 [01:17<00:32, 14.11it/s]
 70%|███████   | 1100/1563 [01:18<00:32, 14.09it/s]
 71%|███████   | 1102/1563 [01:18<00:32, 14.14it/s]
 71%|███████   | 1104/1563 [01:18<00:32, 14.15it/s]
 71%|███████   | 1106/1563 [01:18<00:32, 14.15it/s]
 71%|███████   | 1108/1563 [01:18<00:32, 14.13it/s]
 71%|███████   | 1110/1563 [01:18<00:32, 14.13it/s]
 71%|███████   | 1112/1563 [01:18<00:32, 14.09it/s]
 71%|███████▏  | 1114/1563 [01:18<00:31, 14.14it/s]
 71%|███████▏  | 1116/1563 [01:19<00:31, 14.06it/s]
 72%|███████▏  | 1118/1563 [01:19<00:31, 14.10it/s]
 72%|███████▏  | 1120/1563 [01:19<00:31, 14.05it/s]
 72%|███████▏  | 1122/1563 [01:19<00:31, 14.02it/s]
 72%|███████▏  | 1124/1563 [01:19<00:31, 13.98it/s]
 72%|███████▏  | 1126/1563 [01:19<00:31, 14.05it/s]
 72%|███████▏  | 1128/1563 [01:19<00:30, 14.05it/s]
 72%|███████▏  | 1130/1563 [01:20<00:30, 14.10it/s]
 72%|███████▏  | 1132/1563 [01:20<00:30, 14.07it/s]
 73%|███████▎  | 1134/1563 [01:20<00:30, 14.09it/s]
 73%|███████▎  | 1136/1563 [01:20<00:30, 14.04it/s]
 73%|███████▎  | 1138/1563 [01:20<00:30, 14.01it/s]
 73%|███████▎  | 1140/1563 [01:20<00:30, 14.01it/s]
 73%|███████▎  | 1142/1563 [01:20<00:30, 14.02it/s]
 73%|███████▎  | 1144/1563 [01:21<00:29, 14.08it/s]
 73%|███████▎  | 1146/1563 [01:21<00:29, 14.08it/s]
 73%|███████▎  | 1148/1563 [01:21<00:29, 14.14it/s]
 74%|███████▎  | 1150/1563 [01:21<00:29, 14.11it/s]
 74%|███████▎  | 1152/1563 [01:21<00:29, 14.09it/s]
 74%|███████▍  | 1154/1563 [01:21<00:29, 14.05it/s]
 74%|███████▍  | 1156/1563 [01:21<00:29, 14.02it/s]
 74%|███████▍  | 1158/1563 [01:22<00:28, 14.03it/s]
 74%|███████▍  | 1160/1563 [01:22<00:28, 14.07it/s]
 74%|███████▍  | 1162/1563 [01:22<00:28, 14.07it/s]
 74%|███████▍  | 1164/1563 [01:22<00:28, 14.03it/s]
 75%|███████▍  | 1166/1563 [01:22<00:28, 14.06it/s]
 75%|███████▍  | 1168/1563 [01:22<00:28, 14.06it/s]
 75%|███████▍  | 1170/1563 [01:22<00:27, 14.06it/s]
 75%|███████▍  | 1172/1563 [01:23<00:27, 14.04it/s]
 75%|███████▌  | 1174/1563 [01:23<00:27, 14.13it/s]
 75%|███████▌  | 1176/1563 [01:23<00:27, 14.10it/s]
 75%|███████▌  | 1178/1563 [01:23<00:27, 14.11it/s]
 75%|███████▌  | 1180/1563 [01:23<00:27, 14.08it/s]
 76%|███████▌  | 1182/1563 [01:23<00:27, 14.08it/s]
 76%|███████▌  | 1184/1563 [01:23<00:26, 14.04it/s]
 76%|███████▌  | 1186/1563 [01:24<00:26, 14.03it/s]
 76%|███████▌  | 1188/1563 [01:24<00:26, 14.04it/s]
 76%|███████▌  | 1190/1563 [01:24<00:26, 14.12it/s]
 76%|███████▋  | 1192/1563 [01:24<00:26, 14.04it/s]
 76%|███████▋  | 1194/1563 [01:24<00:26, 14.07it/s]
 77%|███████▋  | 1196/1563 [01:24<00:26, 14.07it/s]
 77%|███████▋  | 1198/1563 [01:24<00:26, 14.02it/s]
 77%|███████▋  | 1200/1563 [01:25<00:25, 14.06it/s]
 77%|███████▋  | 1202/1563 [01:25<00:25, 14.05it/s]
 77%|███████▋  | 1204/1563 [01:25<00:25, 14.00it/s]
 77%|███████▋  | 1206/1563 [01:25<00:25, 14.03it/s]
 77%|███████▋  | 1208/1563 [01:25<00:25, 14.03it/s]
 77%|███████▋  | 1210/1563 [01:25<00:25, 14.11it/s]
 78%|███████▊  | 1212/1563 [01:25<00:24, 14.08it/s]
 78%|███████▊  | 1214/1563 [01:26<00:24, 14.06it/s]
 78%|███████▊  | 1216/1563 [01:26<00:24, 14.05it/s]
 78%|███████▊  | 1218/1563 [01:26<00:24, 13.99it/s]
 78%|███████▊  | 1220/1563 [01:26<00:24, 14.01it/s]
 78%|███████▊  | 1222/1563 [01:26<00:24, 14.04it/s]
 78%|███████▊  | 1224/1563 [01:26<00:24, 14.05it/s]
 78%|███████▊  | 1226/1563 [01:26<00:23, 14.08it/s]
 79%|███████▊  | 1228/1563 [01:27<00:23, 14.07it/s]
 79%|███████▊  | 1230/1563 [01:27<00:23, 14.09it/s]
 79%|███████▉  | 1232/1563 [01:27<00:23, 14.10it/s]
 79%|███████▉  | 1234/1563 [01:27<00:23, 14.06it/s]
 79%|███████▉  | 1236/1563 [01:27<00:23, 14.05it/s]
 79%|███████▉  | 1238/1563 [01:27<00:23, 14.02it/s]
 79%|███████▉  | 1240/1563 [01:27<00:22, 14.09it/s]
 79%|███████▉  | 1242/1563 [01:28<00:22, 14.09it/s]
 80%|███████▉  | 1244/1563 [01:28<00:22, 14.10it/s]
 80%|███████▉  | 1246/1563 [01:28<00:22, 14.10it/s]
 80%|███████▉  | 1248/1563 [01:28<00:22, 14.08it/s]
 80%|███████▉  | 1250/1563 [01:28<00:22, 14.09it/s]
 80%|████████  | 1252/1563 [01:28<00:22, 14.11it/s]
 80%|████████  | 1254/1563 [01:28<00:21, 14.09it/s]
 80%|████████  | 1256/1563 [01:29<00:21, 14.02it/s]
 80%|████████  | 1258/1563 [01:29<00:21, 14.02it/s]
 81%|████████  | 1260/1563 [01:29<00:21, 14.05it/s]
 81%|████████  | 1262/1563 [01:29<00:21, 14.04it/s]
 81%|████████  | 1264/1563 [01:29<00:21, 14.04it/s]
 81%|████████  | 1266/1563 [01:29<00:21, 14.10it/s]
 81%|████████  | 1268/1563 [01:29<00:20, 14.12it/s]
 81%|████████▏ | 1270/1563 [01:30<00:20, 14.08it/s]
 81%|████████▏ | 1272/1563 [01:30<00:20, 14.11it/s]
 82%|████████▏ | 1274/1563 [01:30<00:20, 14.07it/s]
 82%|████████▏ | 1276/1563 [01:30<00:20, 14.08it/s]
 82%|████████▏ | 1278/1563 [01:30<00:20, 14.07it/s]
 82%|████████▏ | 1280/1563 [01:30<00:20, 14.12it/s]
 82%|████████▏ | 1282/1563 [01:30<00:19, 14.12it/s]
 82%|████████▏ | 1284/1563 [01:31<00:19, 14.12it/s]
 82%|████████▏ | 1286/1563 [01:31<00:19, 14.13it/s]
 82%|████████▏ | 1288/1563 [01:31<00:19, 14.11it/s]
 83%|████████▎ | 1290/1563 [01:31<00:19, 14.13it/s]
 83%|████████▎ | 1292/1563 [01:31<00:19, 14.13it/s]
 83%|████████▎ | 1294/1563 [01:31<00:19, 14.12it/s]
 83%|████████▎ | 1296/1563 [01:31<00:19, 14.02it/s]
 83%|████████▎ | 1298/1563 [01:32<00:18, 14.10it/s]
 83%|████████▎ | 1300/1563 [01:32<00:18, 14.15it/s]
 83%|████████▎ | 1302/1563 [01:32<00:18, 14.12it/s]
 83%|████████▎ | 1304/1563 [01:32<00:18, 14.10it/s]
 84%|████████▎ | 1306/1563 [01:32<00:18, 14.14it/s]
 84%|████████▎ | 1308/1563 [01:32<00:18, 14.08it/s]
 84%|████████▍ | 1310/1563 [01:32<00:17, 14.08it/s]
 84%|████████▍ | 1312/1563 [01:33<00:17, 14.10it/s]
 84%|████████▍ | 1314/1563 [01:33<00:17, 14.13it/s]
 84%|████████▍ | 1316/1563 [01:33<00:17, 14.10it/s]
 84%|████████▍ | 1318/1563 [01:33<00:17, 14.05it/s]
 84%|████████▍ | 1320/1563 [01:33<00:17, 13.96it/s]
 85%|████████▍ | 1322/1563 [01:33<00:17, 13.98it/s]
 85%|████████▍ | 1324/1563 [01:33<00:17, 14.04it/s]
 85%|████████▍ | 1326/1563 [01:34<00:16, 14.03it/s]
 85%|████████▍ | 1328/1563 [01:34<00:16, 14.09it/s]
 85%|████████▌ | 1330/1563 [01:34<00:16, 14.11it/s]
 85%|████████▌ | 1332/1563 [01:34<00:16, 14.20it/s]
 85%|████████▌ | 1334/1563 [01:34<00:16, 14.19it/s]
 85%|████████▌ | 1336/1563 [01:34<00:16, 14.15it/s]
 86%|████████▌ | 1338/1563 [01:34<00:15, 14.13it/s]
 86%|████████▌ | 1340/1563 [01:35<00:15, 14.10it/s]
 86%|████████▌ | 1342/1563 [01:35<00:15, 14.03it/s]
 86%|████████▌ | 1344/1563 [01:35<00:15, 14.08it/s]
 86%|████████▌ | 1346/1563 [01:35<00:15, 14.03it/s]
 86%|████████▌ | 1348/1563 [01:35<00:15, 14.08it/s]
 86%|████████▋ | 1350/1563 [01:35<00:15, 14.06it/s]
 87%|████████▋ | 1352/1563 [01:35<00:15, 14.05it/s]
 87%|████████▋ | 1354/1563 [01:36<00:14, 14.05it/s]
 87%|████████▋ | 1356/1563 [01:36<00:14, 14.05it/s]
 87%|████████▋ | 1358/1563 [01:36<00:14, 14.00it/s]
 87%|████████▋ | 1360/1563 [01:36<00:14, 14.02it/s]
 87%|████████▋ | 1362/1563 [01:36<00:14, 14.02it/s]
 87%|████████▋ | 1364/1563 [01:36<00:14, 14.04it/s]
 87%|████████▋ | 1366/1563 [01:36<00:14, 14.02it/s]
 88%|████████▊ | 1368/1563 [01:37<00:13, 14.04it/s]
 88%|████████▊ | 1370/1563 [01:37<00:13, 14.03it/s]
 88%|████████▊ | 1372/1563 [01:37<00:13, 14.07it/s]
 88%|████████▊ | 1374/1563 [01:37<00:13, 14.09it/s]
 88%|████████▊ | 1376/1563 [01:37<00:13, 14.10it/s]
 88%|████████▊ | 1378/1563 [01:37<00:13, 14.13it/s]
 88%|████████▊ | 1380/1563 [01:37<00:12, 14.10it/s]
 88%|████████▊ | 1382/1563 [01:38<00:12, 14.08it/s]
 89%|████████▊ | 1384/1563 [01:38<00:12, 14.00it/s]
 89%|████████▊ | 1386/1563 [01:38<00:12, 14.02it/s]
 89%|████████▉ | 1388/1563 [01:38<00:12, 14.07it/s]
 89%|████████▉ | 1390/1563 [01:38<00:12, 14.06it/s]
 89%|████████▉ | 1392/1563 [01:38<00:12, 13.99it/s]
 89%|████████▉ | 1394/1563 [01:38<00:12, 13.98it/s]
 89%|████████▉ | 1396/1563 [01:39<00:11, 14.02it/s]
 89%|████████▉ | 1398/1563 [01:39<00:11, 14.03it/s]
 90%|████████▉ | 1400/1563 [01:39<00:11, 14.08it/s]
 90%|████████▉ | 1402/1563 [01:39<00:11, 14.09it/s]
 90%|████████▉ | 1404/1563 [01:39<00:11, 14.09it/s]
 90%|████████▉ | 1406/1563 [01:39<00:11, 14.11it/s]
 90%|█████████ | 1408/1563 [01:39<00:10, 14.14it/s]
 90%|█████████ | 1410/1563 [01:40<00:10, 14.10it/s]
 90%|█████████ | 1412/1563 [01:40<00:10, 14.07it/s]
 90%|█████████ | 1414/1563 [01:40<00:10, 14.06it/s]
 91%|█████████ | 1416/1563 [01:40<00:10, 14.08it/s]
 91%|█████████ | 1418/1563 [01:40<00:10, 14.03it/s]
 91%|█████████ | 1420/1563 [01:40<00:10, 14.06it/s]
 91%|█████████ | 1422/1563 [01:40<00:10, 14.07it/s]
 91%|█████████ | 1424/1563 [01:41<00:09, 14.06it/s]
 91%|█████████ | 1426/1563 [01:41<00:09, 14.04it/s]
 91%|█████████▏| 1428/1563 [01:41<00:09, 13.99it/s]
 91%|█████████▏| 1430/1563 [01:41<00:09, 14.00it/s]
 92%|█████████▏| 1432/1563 [01:41<00:09, 14.03it/s]
 92%|█████████▏| 1434/1563 [01:41<00:09, 14.01it/s]
 92%|█████████▏| 1436/1563 [01:41<00:09, 13.98it/s]
 92%|█████████▏| 1438/1563 [01:42<00:08, 14.03it/s]
 92%|█████████▏| 1440/1563 [01:42<00:08, 14.02it/s]
 92%|█████████▏| 1442/1563 [01:42<00:08, 14.07it/s]
 92%|█████████▏| 1444/1563 [01:42<00:08, 14.09it/s]
 93%|█████████▎| 1446/1563 [01:42<00:08, 14.07it/s]
 93%|█████████▎| 1448/1563 [01:42<00:08, 14.06it/s]
 93%|█████████▎| 1450/1563 [01:42<00:08, 14.07it/s]
 93%|█████████▎| 1452/1563 [01:43<00:07, 14.05it/s]
 93%|█████████▎| 1454/1563 [01:43<00:07, 14.06it/s]
 93%|█████████▎| 1456/1563 [01:43<00:07, 14.10it/s]
 93%|█████████▎| 1458/1563 [01:43<00:07, 14.11it/s]
 93%|█████████▎| 1460/1563 [01:43<00:07, 14.05it/s]
 94%|█████████▎| 1462/1563 [01:43<00:07, 14.09it/s]
 94%|█████████▎| 1464/1563 [01:43<00:07, 14.08it/s]
 94%|█████████▍| 1466/1563 [01:44<00:06, 14.05it/s]
 94%|█████████▍| 1468/1563 [01:44<00:06, 14.07it/s]
 94%|█████████▍| 1470/1563 [01:44<00:06, 14.04it/s]
 94%|█████████▍| 1472/1563 [01:44<00:06, 14.14it/s]
 94%|█████████▍| 1474/1563 [01:44<00:06, 14.14it/s]
 94%|█████████▍| 1476/1563 [01:44<00:06, 14.14it/s]
 95%|█████████▍| 1478/1563 [01:44<00:05, 14.23it/s]
 95%|█████████▍| 1480/1563 [01:45<00:05, 14.05it/s]
 95%|█████████▍| 1482/1563 [01:45<00:05, 14.09it/s]
 95%|█████████▍| 1484/1563 [01:45<00:05, 14.13it/s]
 95%|█████████▌| 1486/1563 [01:45<00:05, 14.10it/s]
 95%|█████████▌| 1488/1563 [01:45<00:05, 14.09it/s]
 95%|█████████▌| 1490/1563 [01:45<00:05, 14.07it/s]
 95%|█████████▌| 1492/1563 [01:45<00:05, 14.15it/s]
 96%|█████████▌| 1494/1563 [01:46<00:04, 14.08it/s]
 96%|█████████▌| 1496/1563 [01:46<00:04, 14.08it/s]
 96%|█████████▌| 1498/1563 [01:46<00:04, 14.10it/s]
 96%|█████████▌| 1500/1563 [01:46<00:04, 14.12it/s]
 96%|█████████▌| 1502/1563 [01:46<00:04, 14.09it/s]
 96%|█████████▌| 1504/1563 [01:46<00:04, 14.07it/s]
 96%|█████████▋| 1506/1563 [01:46<00:04, 14.05it/s]
 96%|█████████▋| 1508/1563 [01:46<00:03, 14.08it/s]
 97%|█████████▋| 1510/1563 [01:47<00:03, 14.08it/s]
 97%|█████████▋| 1512/1563 [01:47<00:03, 14.06it/s]
 97%|█████████▋| 1514/1563 [01:47<00:03, 14.06it/s]
 97%|█████████▋| 1516/1563 [01:47<00:03, 14.12it/s]
 97%|█████████▋| 1518/1563 [01:47<00:03, 14.08it/s]
 97%|█████████▋| 1520/1563 [01:47<00:03, 14.05it/s]
 97%|█████████▋| 1522/1563 [01:47<00:02, 14.05it/s]
 98%|█████████▊| 1524/1563 [01:48<00:02, 14.05it/s]
 98%|█████████▊| 1526/1563 [01:48<00:02, 14.05it/s]
 98%|█████████▊| 1528/1563 [01:48<00:02, 14.06it/s]
 98%|█████████▊| 1530/1563 [01:48<00:02, 14.11it/s]
 98%|█████████▊| 1532/1563 [01:48<00:02, 14.08it/s]
 98%|█████████▊| 1534/1563 [01:48<00:02, 14.08it/s]
 98%|█████████▊| 1536/1563 [01:48<00:01, 14.08it/s]
 98%|█████████▊| 1538/1563 [01:49<00:01, 14.08it/s]
 99%|█████████▊| 1540/1563 [01:49<00:01, 14.12it/s]
 99%|█████████▊| 1542/1563 [01:49<00:01, 14.14it/s]
 99%|█████████▉| 1544/1563 [01:49<00:01, 14.15it/s]
 99%|█████████▉| 1546/1563 [01:49<00:01, 14.13it/s]
 99%|█████████▉| 1548/1563 [01:49<00:01, 14.11it/s]
 99%|█████████▉| 1550/1563 [01:49<00:00, 14.05it/s]
 99%|█████████▉| 1552/1563 [01:50<00:00, 14.04it/s]
 99%|█████████▉| 1554/1563 [01:50<00:00, 14.03it/s]
100%|█████████▉| 1556/1563 [01:50<00:00, 14.04it/s]
100%|█████████▉| 1558/1563 [01:50<00:00, 14.04it/s]
100%|█████████▉| 1560/1563 [01:50<00:00, 14.03it/s]
100%|█████████▉| 1562/1563 [01:50<00:00, 14.04it/s]
100%|██████████| 1563/1563 [01:50<00:00, 14.10it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  2%|▏         | 3/157 [00:00<00:07, 20.77it/s]
  4%|▍         | 6/157 [00:00<00:07, 20.95it/s]
  6%|▌         | 9/157 [00:00<00:07, 21.07it/s]
  8%|▊         | 12/157 [00:00<00:06, 21.21it/s]
 10%|▉         | 15/157 [00:00<00:06, 21.32it/s]
 11%|█▏        | 18/157 [00:00<00:06, 21.36it/s]
 13%|█▎        | 21/157 [00:00<00:06, 21.42it/s]
 15%|█▌        | 24/157 [00:01<00:06, 21.51it/s]
 17%|█▋        | 27/157 [00:01<00:06, 21.49it/s]
 19%|█▉        | 30/157 [00:01<00:05, 21.47it/s]
 21%|██        | 33/157 [00:01<00:05, 21.45it/s]
 23%|██▎       | 36/157 [00:01<00:05, 21.22it/s]
 25%|██▍       | 39/157 [00:01<00:05, 21.04it/s]
 27%|██▋       | 42/157 [00:01<00:05, 20.86it/s]
 29%|██▊       | 45/157 [00:02<00:05, 20.90it/s]
 31%|███       | 48/157 [00:02<00:05, 20.69it/s]
 32%|███▏      | 51/157 [00:02<00:05, 20.70it/s]
 34%|███▍      | 54/157 [00:02<00:04, 20.68it/s]
 36%|███▋      | 57/157 [00:02<00:04, 20.78it/s]
 38%|███▊      | 60/157 [00:02<00:04, 20.79it/s]
 40%|████      | 63/157 [00:02<00:04, 20.76it/s]
 42%|████▏     | 66/157 [00:03<00:04, 20.73it/s]
 44%|████▍     | 69/157 [00:03<00:04, 20.68it/s]
 46%|████▌     | 72/157 [00:03<00:04, 20.66it/s]
 48%|████▊     | 75/157 [00:03<00:03, 20.67it/s]
 50%|████▉     | 78/157 [00:03<00:03, 20.61it/s]
 52%|█████▏    | 81/157 [00:03<00:03, 20.61it/s]
 54%|█████▎    | 84/157 [00:04<00:03, 20.69it/s]
 55%|█████▌    | 87/157 [00:04<00:03, 20.72it/s]
 57%|█████▋    | 90/157 [00:04<00:03, 20.72it/s]
 59%|█████▉    | 93/157 [00:04<00:03, 20.49it/s]
 61%|██████    | 96/157 [00:04<00:02, 20.49it/s]
 63%|██████▎   | 99/157 [00:04<00:02, 20.57it/s]
 65%|██████▍   | 102/157 [00:04<00:02, 20.54it/s]
 67%|██████▋   | 105/157 [00:05<00:02, 20.40it/s]
 69%|██████▉   | 108/157 [00:05<00:02, 20.59it/s]
 71%|███████   | 111/157 [00:05<00:02, 20.57it/s]
 73%|███████▎  | 114/157 [00:05<00:02, 20.67it/s]
 75%|███████▍  | 117/157 [00:05<00:01, 20.71it/s]
 76%|███████▋  | 120/157 [00:05<00:01, 20.77it/s]
 78%|███████▊  | 123/157 [00:05<00:01, 20.66it/s]
 80%|████████  | 126/157 [00:06<00:01, 20.73it/s]
 82%|████████▏ | 129/157 [00:06<00:01, 20.80it/s]
 84%|████████▍ | 132/157 [00:06<00:01, 20.84it/s]
 86%|████████▌ | 135/157 [00:06<00:01, 20.75it/s]
 88%|████████▊ | 138/157 [00:06<00:00, 20.85it/s]
 90%|████████▉ | 141/157 [00:06<00:00, 20.92it/s]
 92%|█████████▏| 144/157 [00:06<00:00, 20.95it/s]
 94%|█████████▎| 147/157 [00:07<00:00, 20.89it/s]
 96%|█████████▌| 150/157 [00:07<00:00, 20.83it/s]
 97%|█████████▋| 153/157 [00:07<00:00, 20.74it/s]
 99%|█████████▉| 156/157 [00:07<00:00, 20.57it/s]
100%|██████████| 157/157 [00:07<00:00, 20.90it/s]
Epoch: 6 	Training Loss: 0.314202 	Training Accuracy: 0.917760 	Validation Loss: 1.313684 	Validation Accuracy: 0.705400

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:02, 12.75it/s]
  0%|          | 4/1563 [00:00<01:59, 13.09it/s]
  0%|          | 6/1563 [00:00<01:57, 13.22it/s]
  1%|          | 8/1563 [00:00<01:55, 13.41it/s]
  1%|          | 10/1563 [00:00<01:54, 13.57it/s]
  1%|          | 12/1563 [00:00<01:53, 13.72it/s]
  1%|          | 14/1563 [00:01<01:51, 13.83it/s]
  1%|          | 16/1563 [00:01<01:51, 13.90it/s]
  1%|          | 18/1563 [00:01<01:51, 13.89it/s]
  1%|▏         | 20/1563 [00:01<01:50, 13.99it/s]
  1%|▏         | 22/1563 [00:01<01:50, 13.99it/s]
  2%|▏         | 24/1563 [00:01<01:49, 14.09it/s]
  2%|▏         | 26/1563 [00:01<01:49, 14.00it/s]
  2%|▏         | 28/1563 [00:02<01:49, 14.01it/s]
  2%|▏         | 30/1563 [00:02<01:49, 14.04it/s]
  2%|▏         | 32/1563 [00:02<01:49, 14.04it/s]
  2%|▏         | 34/1563 [00:02<01:48, 14.07it/s]
  2%|▏         | 36/1563 [00:02<01:47, 14.16it/s]
  2%|▏         | 38/1563 [00:02<01:48, 14.07it/s]
  3%|▎         | 40/1563 [00:02<01:48, 14.02it/s]
  3%|▎         | 42/1563 [00:03<01:48, 14.02it/s]
  3%|▎         | 44/1563 [00:03<01:48, 13.99it/s]
  3%|▎         | 46/1563 [00:03<01:48, 14.02it/s]
  3%|▎         | 48/1563 [00:03<01:48, 13.99it/s]
  3%|▎         | 50/1563 [00:03<01:48, 13.95it/s]
  3%|▎         | 52/1563 [00:03<01:47, 14.00it/s]
  3%|▎         | 54/1563 [00:03<01:47, 14.04it/s]
  4%|▎         | 56/1563 [00:04<01:47, 14.07it/s]
  4%|▎         | 58/1563 [00:04<01:47, 14.03it/s]
  4%|▍         | 60/1563 [00:04<01:47, 14.02it/s]
  4%|▍         | 62/1563 [00:04<01:47, 14.02it/s]
  4%|▍         | 64/1563 [00:04<01:46, 14.05it/s]
  4%|▍         | 66/1563 [00:04<01:47, 13.94it/s]
  4%|▍         | 68/1563 [00:04<01:46, 14.04it/s]
  4%|▍         | 70/1563 [00:05<01:46, 13.99it/s]
  5%|▍         | 72/1563 [00:05<01:46, 14.01it/s]
  5%|▍         | 74/1563 [00:05<01:45, 14.06it/s]
  5%|▍         | 76/1563 [00:05<01:46, 14.02it/s]
  5%|▍         | 78/1563 [00:05<01:46, 14.00it/s]
  5%|▌         | 80/1563 [00:05<01:45, 14.07it/s]
  5%|▌         | 82/1563 [00:05<01:45, 14.08it/s]
  5%|▌         | 84/1563 [00:06<01:44, 14.11it/s]
  6%|▌         | 86/1563 [00:06<01:44, 14.13it/s]
  6%|▌         | 88/1563 [00:06<01:44, 14.07it/s]
  6%|▌         | 90/1563 [00:06<01:44, 14.08it/s]
  6%|▌         | 92/1563 [00:06<01:44, 14.08it/s]
  6%|▌         | 94/1563 [00:06<01:44, 14.11it/s]
  6%|▌         | 96/1563 [00:06<01:44, 14.08it/s]
  6%|▋         | 98/1563 [00:07<01:44, 14.07it/s]
  6%|▋         | 100/1563 [00:07<01:44, 14.06it/s]
  7%|▋         | 102/1563 [00:07<01:43, 14.05it/s]
  7%|▋         | 104/1563 [00:07<01:43, 14.06it/s]
  7%|▋         | 106/1563 [00:07<01:43, 14.06it/s]
  7%|▋         | 108/1563 [00:07<01:43, 14.06it/s]
  7%|▋         | 110/1563 [00:07<01:43, 14.03it/s]
  7%|▋         | 112/1563 [00:08<01:43, 14.08it/s]
  7%|▋         | 114/1563 [00:08<01:42, 14.10it/s]
  7%|▋         | 116/1563 [00:08<01:42, 14.11it/s]
  8%|▊         | 118/1563 [00:08<01:42, 14.16it/s]
  8%|▊         | 120/1563 [00:08<01:42, 14.14it/s]
  8%|▊         | 122/1563 [00:08<01:42, 14.11it/s]
  8%|▊         | 124/1563 [00:08<01:42, 14.09it/s]
  8%|▊         | 126/1563 [00:09<01:42, 14.05it/s]
  8%|▊         | 128/1563 [00:09<01:41, 14.10it/s]
  8%|▊         | 130/1563 [00:09<01:41, 14.09it/s]
  8%|▊         | 132/1563 [00:09<01:41, 14.09it/s]
  9%|▊         | 134/1563 [00:09<01:41, 14.10it/s]
  9%|▊         | 136/1563 [00:09<01:41, 14.10it/s]
  9%|▉         | 138/1563 [00:09<01:41, 14.10it/s]
  9%|▉         | 140/1563 [00:09<01:40, 14.14it/s]
  9%|▉         | 142/1563 [00:10<01:40, 14.10it/s]
  9%|▉         | 144/1563 [00:10<01:40, 14.10it/s]
  9%|▉         | 146/1563 [00:10<01:40, 14.11it/s]
  9%|▉         | 148/1563 [00:10<01:40, 14.06it/s]
 10%|▉         | 150/1563 [00:10<01:40, 14.07it/s]
 10%|▉         | 152/1563 [00:10<01:40, 14.06it/s]
 10%|▉         | 154/1563 [00:10<01:40, 14.03it/s]
 10%|▉         | 156/1563 [00:11<01:40, 14.04it/s]
 10%|█         | 158/1563 [00:11<01:39, 14.10it/s]
 10%|█         | 160/1563 [00:11<01:39, 14.09it/s]
 10%|█         | 162/1563 [00:11<01:39, 14.15it/s]
 10%|█         | 164/1563 [00:11<01:39, 14.13it/s]
 11%|█         | 166/1563 [00:11<01:39, 14.10it/s]
 11%|█         | 168/1563 [00:11<01:39, 14.05it/s]
 11%|█         | 170/1563 [00:12<01:38, 14.09it/s]
 11%|█         | 172/1563 [00:12<01:38, 14.10it/s]
 11%|█         | 174/1563 [00:12<01:38, 14.11it/s]
 11%|█▏        | 176/1563 [00:12<01:37, 14.16it/s]
 11%|█▏        | 178/1563 [00:12<01:37, 14.16it/s]
 12%|█▏        | 180/1563 [00:12<01:37, 14.12it/s]
 12%|█▏        | 182/1563 [00:12<01:37, 14.14it/s]
 12%|█▏        | 184/1563 [00:13<01:38, 14.06it/s]
 12%|█▏        | 186/1563 [00:13<01:38, 14.03it/s]
 12%|█▏        | 188/1563 [00:13<01:37, 14.04it/s]
 12%|█▏        | 190/1563 [00:13<01:37, 14.08it/s]
 12%|█▏        | 192/1563 [00:13<01:37, 14.06it/s]
 12%|█▏        | 194/1563 [00:13<01:37, 14.05it/s]
 13%|█▎        | 196/1563 [00:13<01:36, 14.12it/s]
 13%|█▎        | 198/1563 [00:14<01:36, 14.08it/s]
 13%|█▎        | 200/1563 [00:14<01:36, 14.07it/s]
 13%|█▎        | 202/1563 [00:14<01:36, 14.08it/s]
 13%|█▎        | 204/1563 [00:14<01:36, 14.09it/s]
 13%|█▎        | 206/1563 [00:14<01:35, 14.14it/s]
 13%|█▎        | 208/1563 [00:14<01:35, 14.12it/s]
 13%|█▎        | 210/1563 [00:14<01:35, 14.16it/s]
 14%|█▎        | 212/1563 [00:15<01:35, 14.09it/s]
 14%|█▎        | 214/1563 [00:15<01:35, 14.11it/s]
 14%|█▍        | 216/1563 [00:15<01:35, 14.15it/s]
 14%|█▍        | 218/1563 [00:15<01:35, 14.12it/s]
 14%|█▍        | 220/1563 [00:15<01:35, 14.12it/s]
 14%|█▍        | 222/1563 [00:15<01:34, 14.16it/s]
 14%|█▍        | 224/1563 [00:15<01:34, 14.12it/s]
 14%|█▍        | 226/1563 [00:16<01:34, 14.12it/s]
 15%|█▍        | 228/1563 [00:16<01:34, 14.11it/s]
 15%|█▍        | 230/1563 [00:16<01:35, 14.02it/s]
 15%|█▍        | 232/1563 [00:16<01:34, 14.03it/s]
 15%|█▍        | 234/1563 [00:16<01:34, 14.05it/s]
 15%|█▌        | 236/1563 [00:16<01:34, 14.04it/s]
 15%|█▌        | 238/1563 [00:16<01:34, 14.09it/s]
 15%|█▌        | 240/1563 [00:17<01:34, 14.02it/s]
 15%|█▌        | 242/1563 [00:17<01:34, 13.97it/s]
 16%|█▌        | 244/1563 [00:17<01:34, 13.99it/s]
 16%|█▌        | 246/1563 [00:17<01:33, 14.07it/s]
 16%|█▌        | 248/1563 [00:17<01:33, 14.06it/s]
 16%|█▌        | 250/1563 [00:17<01:33, 14.07it/s]
 16%|█▌        | 252/1563 [00:17<01:33, 14.02it/s]
 16%|█▋        | 254/1563 [00:18<01:33, 13.95it/s]
 16%|█▋        | 256/1563 [00:18<01:33, 13.97it/s]
 17%|█▋        | 258/1563 [00:18<01:33, 14.00it/s]
 17%|█▋        | 260/1563 [00:18<01:32, 14.03it/s]
 17%|█▋        | 262/1563 [00:18<01:32, 14.08it/s]
 17%|█▋        | 264/1563 [00:18<01:32, 14.06it/s]
 17%|█▋        | 266/1563 [00:18<01:32, 14.09it/s]
 17%|█▋        | 268/1563 [00:19<01:31, 14.08it/s]
 17%|█▋        | 270/1563 [00:19<01:32, 14.04it/s]
 17%|█▋        | 272/1563 [00:19<01:32, 14.00it/s]
 18%|█▊        | 274/1563 [00:19<01:32, 13.99it/s]
 18%|█▊        | 276/1563 [00:19<01:31, 14.04it/s]
 18%|█▊        | 278/1563 [00:19<01:31, 14.05it/s]
 18%|█▊        | 280/1563 [00:19<01:31, 14.02it/s]
 18%|█▊        | 282/1563 [00:20<01:31, 14.06it/s]
 18%|█▊        | 284/1563 [00:20<01:30, 14.11it/s]
 18%|█▊        | 286/1563 [00:20<01:30, 14.12it/s]
 18%|█▊        | 288/1563 [00:20<01:30, 14.08it/s]
 19%|█▊        | 290/1563 [00:20<01:30, 14.05it/s]
 19%|█▊        | 292/1563 [00:20<01:30, 14.09it/s]
 19%|█▉        | 294/1563 [00:20<01:30, 14.09it/s]
 19%|█▉        | 296/1563 [00:21<01:29, 14.08it/s]
 19%|█▉        | 298/1563 [00:21<01:29, 14.10it/s]
 19%|█▉        | 300/1563 [00:21<01:29, 14.11it/s]
 19%|█▉        | 302/1563 [00:21<01:29, 14.08it/s]
 19%|█▉        | 304/1563 [00:21<01:29, 14.10it/s]
 20%|█▉        | 306/1563 [00:21<01:29, 14.04it/s]
 20%|█▉        | 308/1563 [00:21<01:28, 14.12it/s]
 20%|█▉        | 310/1563 [00:22<01:28, 14.10it/s]
 20%|█▉        | 312/1563 [00:22<01:28, 14.09it/s]
 20%|██        | 314/1563 [00:22<01:28, 14.09it/s]
 20%|██        | 316/1563 [00:22<01:28, 14.11it/s]
 20%|██        | 318/1563 [00:22<01:28, 14.07it/s]
 20%|██        | 320/1563 [00:22<01:27, 14.13it/s]
 21%|██        | 322/1563 [00:22<01:28, 14.10it/s]
 21%|██        | 324/1563 [00:23<01:27, 14.10it/s]
 21%|██        | 326/1563 [00:23<01:27, 14.09it/s]
 21%|██        | 328/1563 [00:23<01:27, 14.07it/s]
 21%|██        | 330/1563 [00:23<01:27, 14.13it/s]
 21%|██        | 332/1563 [00:23<01:27, 14.07it/s]
 21%|██▏       | 334/1563 [00:23<01:27, 14.06it/s]
 21%|██▏       | 336/1563 [00:23<01:27, 14.06it/s]
 22%|██▏       | 338/1563 [00:24<01:27, 14.05it/s]
 22%|██▏       | 340/1563 [00:24<01:27, 14.02it/s]
 22%|██▏       | 342/1563 [00:24<01:26, 14.09it/s]
 22%|██▏       | 344/1563 [00:24<01:27, 14.01it/s]
 22%|██▏       | 346/1563 [00:24<01:26, 14.01it/s]
 22%|██▏       | 348/1563 [00:24<01:26, 14.03it/s]
 22%|██▏       | 350/1563 [00:24<01:26, 14.00it/s]
 23%|██▎       | 352/1563 [00:25<01:26, 14.02it/s]
 23%|██▎       | 354/1563 [00:25<01:26, 14.03it/s]
 23%|██▎       | 356/1563 [00:25<01:25, 14.12it/s]
 23%|██▎       | 358/1563 [00:25<01:25, 14.09it/s]
 23%|██▎       | 360/1563 [00:25<01:25, 14.12it/s]
 23%|██▎       | 362/1563 [00:25<01:25, 14.07it/s]
 23%|██▎       | 364/1563 [00:25<01:25, 14.01it/s]
 23%|██▎       | 366/1563 [00:26<01:25, 14.02it/s]
 24%|██▎       | 368/1563 [00:26<01:25, 14.02it/s]
 24%|██▎       | 370/1563 [00:26<01:24, 14.07it/s]
 24%|██▍       | 372/1563 [00:26<01:24, 14.05it/s]
 24%|██▍       | 374/1563 [00:26<01:24, 14.08it/s]
 24%|██▍       | 376/1563 [00:26<01:24, 14.07it/s]
 24%|██▍       | 378/1563 [00:26<01:24, 14.05it/s]
 24%|██▍       | 380/1563 [00:27<01:23, 14.09it/s]
 24%|██▍       | 382/1563 [00:27<01:23, 14.07it/s]
 25%|██▍       | 384/1563 [00:27<01:23, 14.06it/s]
 25%|██▍       | 386/1563 [00:27<01:23, 14.04it/s]
 25%|██▍       | 388/1563 [00:27<01:23, 14.08it/s]
 25%|██▍       | 390/1563 [00:27<01:23, 14.02it/s]
 25%|██▌       | 392/1563 [00:27<01:23, 13.98it/s]
 25%|██▌       | 394/1563 [00:28<01:23, 13.97it/s]
 25%|██▌       | 396/1563 [00:28<01:23, 13.94it/s]
 25%|██▌       | 398/1563 [00:28<01:23, 13.99it/s]
 26%|██▌       | 400/1563 [00:28<01:22, 14.04it/s]
 26%|██▌       | 402/1563 [00:28<01:22, 14.02it/s]
 26%|██▌       | 404/1563 [00:28<01:22, 14.01it/s]
 26%|██▌       | 406/1563 [00:28<01:22, 14.07it/s]
 26%|██▌       | 408/1563 [00:29<01:22, 14.04it/s]
 26%|██▌       | 410/1563 [00:29<01:21, 14.07it/s]
 26%|██▋       | 412/1563 [00:29<01:21, 14.11it/s]
 26%|██▋       | 414/1563 [00:29<01:21, 14.10it/s]
 27%|██▋       | 416/1563 [00:29<01:21, 14.10it/s]
 27%|██▋       | 418/1563 [00:29<01:21, 14.05it/s]
 27%|██▋       | 420/1563 [00:29<01:21, 14.04it/s]
 27%|██▋       | 422/1563 [00:30<01:21, 14.02it/s]
 27%|██▋       | 424/1563 [00:30<01:21, 13.89it/s]
 27%|██▋       | 426/1563 [00:30<01:21, 13.93it/s]
 27%|██▋       | 428/1563 [00:30<01:21, 13.98it/s]
 28%|██▊       | 430/1563 [00:30<01:20, 14.00it/s]
 28%|██▊       | 432/1563 [00:30<01:20, 14.09it/s]
 28%|██▊       | 434/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 436/1563 [00:31<01:19, 14.09it/s]
 28%|██▊       | 438/1563 [00:31<01:19, 14.09it/s]
 28%|██▊       | 440/1563 [00:31<01:19, 14.06it/s]
 28%|██▊       | 442/1563 [00:31<01:19, 14.06it/s]
 28%|██▊       | 444/1563 [00:31<01:19, 14.07it/s]
 29%|██▊       | 446/1563 [00:31<01:19, 14.10it/s]
 29%|██▊       | 448/1563 [00:31<01:19, 14.10it/s]
 29%|██▉       | 450/1563 [00:32<01:18, 14.11it/s]
 29%|██▉       | 452/1563 [00:32<01:18, 14.18it/s]
 29%|██▉       | 454/1563 [00:32<01:18, 14.11it/s]
 29%|██▉       | 456/1563 [00:32<01:18, 14.10it/s]
 29%|██▉       | 458/1563 [00:32<01:18, 14.07it/s]
 29%|██▉       | 460/1563 [00:32<01:18, 14.06it/s]
 30%|██▉       | 462/1563 [00:32<01:18, 14.04it/s]
 30%|██▉       | 464/1563 [00:33<01:18, 14.04it/s]
 30%|██▉       | 466/1563 [00:33<01:18, 14.05it/s]
 30%|██▉       | 468/1563 [00:33<01:17, 14.04it/s]
 30%|███       | 470/1563 [00:33<01:17, 14.07it/s]
 30%|███       | 472/1563 [00:33<01:17, 14.09it/s]
 30%|███       | 474/1563 [00:33<01:17, 14.04it/s]
 30%|███       | 476/1563 [00:33<01:17, 14.07it/s]
 31%|███       | 478/1563 [00:34<01:17, 14.00it/s]
 31%|███       | 480/1563 [00:34<01:17, 14.03it/s]
 31%|███       | 482/1563 [00:34<01:17, 14.03it/s]
 31%|███       | 484/1563 [00:34<01:16, 14.05it/s]
 31%|███       | 486/1563 [00:34<01:16, 14.03it/s]
 31%|███       | 488/1563 [00:34<01:16, 14.05it/s]
 31%|███▏      | 490/1563 [00:34<01:16, 14.08it/s]
 31%|███▏      | 492/1563 [00:35<01:16, 14.08it/s]
 32%|███▏      | 494/1563 [00:35<01:15, 14.10it/s]
 32%|███▏      | 496/1563 [00:35<01:15, 14.06it/s]
 32%|███▏      | 498/1563 [00:35<01:15, 14.11it/s]
 32%|███▏      | 500/1563 [00:35<01:15, 14.07it/s]
 32%|███▏      | 502/1563 [00:35<01:15, 14.12it/s]
 32%|███▏      | 504/1563 [00:35<01:15, 14.05it/s]
 32%|███▏      | 506/1563 [00:36<01:15, 14.06it/s]
 33%|███▎      | 508/1563 [00:36<01:15, 14.04it/s]
 33%|███▎      | 510/1563 [00:36<01:15, 14.02it/s]
 33%|███▎      | 512/1563 [00:36<01:15, 13.99it/s]
 33%|███▎      | 514/1563 [00:36<01:14, 14.06it/s]
 33%|███▎      | 516/1563 [00:36<01:14, 14.04it/s]
 33%|███▎      | 518/1563 [00:36<01:13, 14.13it/s]
 33%|███▎      | 520/1563 [00:37<01:13, 14.10it/s]
 33%|███▎      | 522/1563 [00:37<01:13, 14.14it/s]
 34%|███▎      | 524/1563 [00:37<01:13, 14.10it/s]
 34%|███▎      | 526/1563 [00:37<01:13, 14.15it/s]
 34%|███▍      | 528/1563 [00:37<01:13, 14.12it/s]
 34%|███▍      | 530/1563 [00:37<01:13, 14.08it/s]
 34%|███▍      | 532/1563 [00:37<01:13, 14.11it/s]
 34%|███▍      | 534/1563 [00:37<01:12, 14.16it/s]
 34%|███▍      | 536/1563 [00:38<01:12, 14.15it/s]
 34%|███▍      | 538/1563 [00:38<01:12, 14.12it/s]
 35%|███▍      | 540/1563 [00:38<01:12, 14.13it/s]
 35%|███▍      | 542/1563 [00:38<01:12, 14.11it/s]
 35%|███▍      | 544/1563 [00:38<01:12, 14.14it/s]
 35%|███▍      | 546/1563 [00:38<01:12, 14.11it/s]
 35%|███▌      | 548/1563 [00:38<01:12, 14.08it/s]
 35%|███▌      | 550/1563 [00:39<01:12, 14.06it/s]
 35%|███▌      | 552/1563 [00:39<01:11, 14.06it/s]
 35%|███▌      | 554/1563 [00:39<01:11, 14.03it/s]
 36%|███▌      | 556/1563 [00:39<01:11, 14.05it/s]
 36%|███▌      | 558/1563 [00:39<01:11, 14.02it/s]
 36%|███▌      | 560/1563 [00:39<01:11, 14.10it/s]
 36%|███▌      | 562/1563 [00:39<01:10, 14.12it/s]
 36%|███▌      | 564/1563 [00:40<01:10, 14.08it/s]
 36%|███▌      | 566/1563 [00:40<01:10, 14.06it/s]
 36%|███▋      | 568/1563 [00:40<01:10, 14.03it/s]
 36%|███▋      | 570/1563 [00:40<01:10, 14.06it/s]
 37%|███▋      | 572/1563 [00:40<01:10, 14.04it/s]
 37%|███▋      | 574/1563 [00:40<01:10, 14.00it/s]
 37%|███▋      | 576/1563 [00:40<01:10, 14.07it/s]
 37%|███▋      | 578/1563 [00:41<01:09, 14.08it/s]
 37%|███▋      | 580/1563 [00:41<01:09, 14.05it/s]
 37%|███▋      | 582/1563 [00:41<01:09, 14.08it/s]
 37%|███▋      | 584/1563 [00:41<01:10, 13.97it/s]
 37%|███▋      | 586/1563 [00:41<01:09, 13.99it/s]
 38%|███▊      | 588/1563 [00:41<01:09, 14.01it/s]
 38%|███▊      | 590/1563 [00:41<01:09, 14.04it/s]
 38%|███▊      | 592/1563 [00:42<01:08, 14.12it/s]
 38%|███▊      | 594/1563 [00:42<01:08, 14.12it/s]
 38%|███▊      | 596/1563 [00:42<01:08, 14.15it/s]
 38%|███▊      | 598/1563 [00:42<01:08, 14.12it/s]
 38%|███▊      | 600/1563 [00:42<01:08, 14.08it/s]
 39%|███▊      | 602/1563 [00:42<01:08, 14.09it/s]
 39%|███▊      | 604/1563 [00:42<01:08, 14.09it/s]
 39%|███▉      | 606/1563 [00:43<01:07, 14.10it/s]
 39%|███▉      | 608/1563 [00:43<01:07, 14.14it/s]
 39%|███▉      | 610/1563 [00:43<01:07, 14.10it/s]
 39%|███▉      | 612/1563 [00:43<01:07, 14.02it/s]
 39%|███▉      | 614/1563 [00:43<01:07, 14.03it/s]
 39%|███▉      | 616/1563 [00:43<01:07, 14.06it/s]
 40%|███▉      | 618/1563 [00:43<01:07, 14.03it/s]
 40%|███▉      | 620/1563 [00:44<01:06, 14.08it/s]
 40%|███▉      | 622/1563 [00:44<01:06, 14.07it/s]
 40%|███▉      | 624/1563 [00:44<01:06, 14.13it/s]
 40%|████      | 626/1563 [00:44<01:06, 14.16it/s]
 40%|████      | 628/1563 [00:44<01:06, 14.11it/s]
 40%|████      | 630/1563 [00:44<01:06, 14.12it/s]
 40%|████      | 632/1563 [00:44<01:05, 14.11it/s]
 41%|████      | 634/1563 [00:45<01:05, 14.13it/s]
 41%|████      | 636/1563 [00:45<01:05, 14.13it/s]
 41%|████      | 638/1563 [00:45<01:05, 14.08it/s]
 41%|████      | 640/1563 [00:45<01:05, 14.03it/s]
 41%|████      | 642/1563 [00:45<01:05, 14.07it/s]
 41%|████      | 644/1563 [00:45<01:05, 14.07it/s]
 41%|████▏     | 646/1563 [00:45<01:04, 14.11it/s]
 41%|████▏     | 648/1563 [00:46<01:04, 14.14it/s]
 42%|████▏     | 650/1563 [00:46<01:04, 14.13it/s]
 42%|████▏     | 652/1563 [00:46<01:04, 14.10it/s]
 42%|████▏     | 654/1563 [00:46<01:04, 14.08it/s]
 42%|████▏     | 656/1563 [00:46<01:04, 14.09it/s]
 42%|████▏     | 658/1563 [00:46<01:04, 14.07it/s]
 42%|████▏     | 660/1563 [00:46<01:04, 14.04it/s]
 42%|████▏     | 662/1563 [00:47<01:04, 14.06it/s]
 42%|████▏     | 664/1563 [00:47<01:04, 13.97it/s]
 43%|████▎     | 666/1563 [00:47<01:04, 13.98it/s]
 43%|████▎     | 668/1563 [00:47<01:03, 13.99it/s]
 43%|████▎     | 670/1563 [00:47<01:03, 14.03it/s]
 43%|████▎     | 672/1563 [00:47<01:03, 14.05it/s]
 43%|████▎     | 674/1563 [00:47<01:03, 14.10it/s]
 43%|████▎     | 676/1563 [00:48<01:02, 14.10it/s]
 43%|████▎     | 678/1563 [00:48<01:02, 14.11it/s]
 44%|████▎     | 680/1563 [00:48<01:02, 14.10it/s]
 44%|████▎     | 682/1563 [00:48<01:02, 14.12it/s]
 44%|████▍     | 684/1563 [00:48<01:02, 14.09it/s]
 44%|████▍     | 686/1563 [00:48<01:02, 14.13it/s]
 44%|████▍     | 688/1563 [00:48<01:01, 14.14it/s]
 44%|████▍     | 690/1563 [00:49<01:01, 14.11it/s]
 44%|████▍     | 692/1563 [00:49<01:01, 14.07it/s]
 44%|████▍     | 694/1563 [00:49<01:01, 14.06it/s]
 45%|████▍     | 696/1563 [00:49<01:01, 14.08it/s]
 45%|████▍     | 698/1563 [00:49<01:01, 14.12it/s]
 45%|████▍     | 700/1563 [00:49<01:01, 14.10it/s]
 45%|████▍     | 702/1563 [00:49<01:01, 14.08it/s]
 45%|████▌     | 704/1563 [00:50<01:01, 14.05it/s]
 45%|████▌     | 706/1563 [00:50<01:00, 14.07it/s]
 45%|████▌     | 708/1563 [00:50<01:00, 14.09it/s]
 45%|████▌     | 710/1563 [00:50<01:00, 14.06it/s]
 46%|████▌     | 712/1563 [00:50<01:00, 14.02it/s]
 46%|████▌     | 714/1563 [00:50<01:00, 14.01it/s]
 46%|████▌     | 716/1563 [00:50<01:00, 14.05it/s]
 46%|████▌     | 718/1563 [00:51<01:00, 14.06it/s]
 46%|████▌     | 720/1563 [00:51<00:59, 14.08it/s]
 46%|████▌     | 722/1563 [00:51<00:59, 14.07it/s]
 46%|████▋     | 724/1563 [00:51<00:59, 14.09it/s]
 46%|████▋     | 726/1563 [00:51<00:59, 14.05it/s]
 47%|████▋     | 728/1563 [00:51<00:59, 14.05it/s]
 47%|████▋     | 730/1563 [00:51<00:59, 14.09it/s]
 47%|████▋     | 732/1563 [00:52<00:59, 14.03it/s]
 47%|████▋     | 734/1563 [00:52<00:58, 14.06it/s]
 47%|████▋     | 736/1563 [00:52<00:58, 14.06it/s]
 47%|████▋     | 738/1563 [00:52<00:58, 14.06it/s]
 47%|████▋     | 740/1563 [00:52<00:58, 14.04it/s]
 47%|████▋     | 742/1563 [00:52<00:58, 14.04it/s]
 48%|████▊     | 744/1563 [00:52<00:58, 14.08it/s]
 48%|████▊     | 746/1563 [00:53<00:58, 14.07it/s]
 48%|████▊     | 748/1563 [00:53<00:57, 14.06it/s]
 48%|████▊     | 750/1563 [00:53<00:57, 14.06it/s]
 48%|████▊     | 752/1563 [00:53<00:57, 14.12it/s]
 48%|████▊     | 754/1563 [00:53<00:57, 14.15it/s]
 48%|████▊     | 756/1563 [00:53<00:57, 14.09it/s]
 48%|████▊     | 758/1563 [00:53<00:57, 14.10it/s]
 49%|████▊     | 760/1563 [00:54<00:56, 14.09it/s]
 49%|████▉     | 762/1563 [00:54<00:56, 14.07it/s]
 49%|████▉     | 764/1563 [00:54<00:56, 14.11it/s]
 49%|████▉     | 766/1563 [00:54<00:56, 14.14it/s]
 49%|████▉     | 768/1563 [00:54<00:56, 14.10it/s]
 49%|████▉     | 770/1563 [00:54<00:56, 14.11it/s]
 49%|████▉     | 772/1563 [00:54<00:56, 14.07it/s]
 50%|████▉     | 774/1563 [00:55<00:56, 14.05it/s]
 50%|████▉     | 776/1563 [00:55<00:56, 14.05it/s]
 50%|████▉     | 778/1563 [00:55<00:55, 14.04it/s]
 50%|████▉     | 780/1563 [00:55<00:55, 14.09it/s]
 50%|█████     | 782/1563 [00:55<00:55, 14.08it/s]
 50%|█████     | 784/1563 [00:55<00:55, 14.16it/s]
 50%|█████     | 786/1563 [00:55<00:55, 14.08it/s]
 50%|█████     | 788/1563 [00:56<00:55, 14.09it/s]
 51%|█████     | 790/1563 [00:56<00:54, 14.07it/s]
 51%|█████     | 792/1563 [00:56<00:54, 14.03it/s]
 51%|█████     | 794/1563 [00:56<00:54, 14.07it/s]
 51%|█████     | 796/1563 [00:56<00:54, 14.09it/s]
 51%|█████     | 798/1563 [00:56<00:54, 14.08it/s]
 51%|█████     | 800/1563 [00:56<00:54, 14.13it/s]
 51%|█████▏    | 802/1563 [00:57<00:54, 14.09it/s]
 51%|█████▏    | 804/1563 [00:57<00:53, 14.10it/s]
 52%|█████▏    | 806/1563 [00:57<00:53, 14.12it/s]
 52%|█████▏    | 808/1563 [00:57<00:53, 14.09it/s]
 52%|█████▏    | 810/1563 [00:57<00:53, 14.09it/s]
 52%|█████▏    | 812/1563 [00:57<00:53, 14.12it/s]
 52%|█████▏    | 814/1563 [00:57<00:53, 14.07it/s]
 52%|█████▏    | 816/1563 [00:58<00:53, 14.04it/s]
 52%|█████▏    | 818/1563 [00:58<00:53, 14.00it/s]
 52%|█████▏    | 820/1563 [00:58<00:52, 14.05it/s]
 53%|█████▎    | 822/1563 [00:58<00:52, 14.02it/s]
 53%|█████▎    | 824/1563 [00:58<00:52, 14.05it/s]
 53%|█████▎    | 826/1563 [00:58<00:52, 14.07it/s]
 53%|█████▎    | 828/1563 [00:58<00:52, 14.03it/s]
 53%|█████▎    | 830/1563 [00:59<00:52, 14.03it/s]
 53%|█████▎    | 832/1563 [00:59<00:51, 14.08it/s]
 53%|█████▎    | 834/1563 [00:59<00:51, 14.08it/s]
 53%|█████▎    | 836/1563 [00:59<00:51, 14.09it/s]
 54%|█████▎    | 838/1563 [00:59<00:51, 14.12it/s]
 54%|█████▎    | 840/1563 [00:59<00:51, 14.09it/s]
 54%|█████▍    | 842/1563 [00:59<00:51, 14.05it/s]
 54%|█████▍    | 844/1563 [01:00<00:51, 14.04it/s]
 54%|█████▍    | 846/1563 [01:00<00:51, 14.04it/s]
 54%|█████▍    | 848/1563 [01:00<00:50, 14.10it/s]
 54%|█████▍    | 850/1563 [01:00<00:50, 14.06it/s]
 55%|█████▍    | 852/1563 [01:00<00:50, 14.07it/s]
 55%|█████▍    | 854/1563 [01:00<00:50, 14.08it/s]
 55%|█████▍    | 856/1563 [01:00<00:50, 14.05it/s]
 55%|█████▍    | 858/1563 [01:01<00:50, 14.08it/s]
 55%|█████▌    | 860/1563 [01:01<00:49, 14.08it/s]
 55%|█████▌    | 862/1563 [01:01<00:49, 14.09it/s]
 55%|█████▌    | 864/1563 [01:01<00:49, 14.10it/s]
 55%|█████▌    | 866/1563 [01:01<00:49, 14.13it/s]
 56%|█████▌    | 868/1563 [01:01<00:49, 14.14it/s]
 56%|█████▌    | 870/1563 [01:01<00:49, 14.12it/s]
 56%|█████▌    | 872/1563 [01:02<00:49, 14.10it/s]
 56%|█████▌    | 874/1563 [01:02<00:48, 14.20it/s]
 56%|█████▌    | 876/1563 [01:02<00:48, 14.14it/s]
 56%|█████▌    | 878/1563 [01:02<00:48, 14.14it/s]
 56%|█████▋    | 880/1563 [01:02<00:48, 14.15it/s]
 56%|█████▋    | 882/1563 [01:02<00:48, 14.14it/s]
 57%|█████▋    | 884/1563 [01:02<00:48, 14.10it/s]
 57%|█████▋    | 886/1563 [01:02<00:48, 14.08it/s]
 57%|█████▋    | 888/1563 [01:03<00:47, 14.08it/s]
 57%|█████▋    | 890/1563 [01:03<00:47, 14.06it/s]
 57%|█████▋    | 892/1563 [01:03<00:47, 14.06it/s]
 57%|█████▋    | 894/1563 [01:03<00:47, 14.09it/s]
 57%|█████▋    | 896/1563 [01:03<00:47, 14.05it/s]
 57%|█████▋    | 898/1563 [01:03<00:47, 14.09it/s]
 58%|█████▊    | 900/1563 [01:03<00:47, 14.07it/s]
 58%|█████▊    | 902/1563 [01:04<00:47, 14.06it/s]
 58%|█████▊    | 904/1563 [01:04<00:46, 14.03it/s]
 58%|█████▊    | 906/1563 [01:04<00:46, 14.05it/s]
 58%|█████▊    | 908/1563 [01:04<00:46, 14.08it/s]
 58%|█████▊    | 910/1563 [01:04<00:46, 14.03it/s]
 58%|█████▊    | 912/1563 [01:04<00:46, 14.06it/s]
 58%|█████▊    | 914/1563 [01:04<00:46, 14.11it/s]
 59%|█████▊    | 916/1563 [01:05<00:46, 14.06it/s]
 59%|█████▊    | 918/1563 [01:05<00:45, 14.11it/s]
 59%|█████▉    | 920/1563 [01:05<00:45, 14.07it/s]
 59%|█████▉    | 922/1563 [01:05<00:45, 14.09it/s]
 59%|█████▉    | 924/1563 [01:05<00:45, 14.15it/s]
 59%|█████▉    | 926/1563 [01:05<00:45, 14.10it/s]
 59%|█████▉    | 928/1563 [01:05<00:45, 14.11it/s]
 60%|█████▉    | 930/1563 [01:06<00:44, 14.11it/s]
 60%|█████▉    | 932/1563 [01:06<00:44, 14.07it/s]
 60%|█████▉    | 934/1563 [01:06<00:44, 14.05it/s]
 60%|█████▉    | 936/1563 [01:06<00:44, 13.98it/s]
 60%|██████    | 938/1563 [01:06<00:44, 14.03it/s]
 60%|██████    | 940/1563 [01:06<00:44, 14.04it/s]
 60%|██████    | 942/1563 [01:06<00:44, 14.02it/s]
 60%|██████    | 944/1563 [01:07<00:44, 14.06it/s]
 61%|██████    | 946/1563 [01:07<00:43, 14.04it/s]
 61%|██████    | 948/1563 [01:07<00:43, 14.04it/s]
 61%|██████    | 950/1563 [01:07<00:43, 14.05it/s]
 61%|██████    | 952/1563 [01:07<00:43, 14.08it/s]
 61%|██████    | 954/1563 [01:07<00:43, 14.04it/s]
 61%|██████    | 956/1563 [01:07<00:43, 14.05it/s]
 61%|██████▏   | 958/1563 [01:08<00:43, 14.07it/s]
 61%|██████▏   | 960/1563 [01:08<00:42, 14.06it/s]
 62%|██████▏   | 962/1563 [01:08<00:42, 14.09it/s]
 62%|██████▏   | 964/1563 [01:08<00:42, 14.07it/s]
 62%|██████▏   | 966/1563 [01:08<00:42, 14.10it/s]
 62%|██████▏   | 968/1563 [01:08<00:42, 14.05it/s]
 62%|██████▏   | 970/1563 [01:08<00:42, 14.10it/s]
 62%|██████▏   | 972/1563 [01:09<00:41, 14.10it/s]
 62%|██████▏   | 974/1563 [01:09<00:41, 14.10it/s]
 62%|██████▏   | 976/1563 [01:09<00:41, 14.10it/s]
 63%|██████▎   | 978/1563 [01:09<00:41, 14.14it/s]
 63%|██████▎   | 980/1563 [01:09<00:41, 14.10it/s]
 63%|██████▎   | 982/1563 [01:09<00:41, 14.05it/s]
 63%|██████▎   | 984/1563 [01:09<00:41, 14.01it/s]
 63%|██████▎   | 986/1563 [01:10<00:40, 14.10it/s]
 63%|██████▎   | 988/1563 [01:10<00:40, 14.07it/s]
 63%|██████▎   | 990/1563 [01:10<00:40, 14.09it/s]
 63%|██████▎   | 992/1563 [01:10<00:40, 14.09it/s]
 64%|██████▎   | 994/1563 [01:10<00:40, 14.12it/s]
 64%|██████▎   | 996/1563 [01:10<00:40, 14.06it/s]
 64%|██████▍   | 998/1563 [01:10<00:40, 14.05it/s]
 64%|██████▍   | 1000/1563 [01:11<00:40, 14.07it/s]
 64%|██████▍   | 1002/1563 [01:11<00:39, 14.10it/s]
 64%|██████▍   | 1004/1563 [01:11<00:39, 14.05it/s]
 64%|██████▍   | 1006/1563 [01:11<00:39, 14.06it/s]
 64%|██████▍   | 1008/1563 [01:11<00:39, 14.08it/s]
 65%|██████▍   | 1010/1563 [01:11<00:39, 14.08it/s]
 65%|██████▍   | 1012/1563 [01:11<00:39, 14.09it/s]
 65%|██████▍   | 1014/1563 [01:12<00:38, 14.08it/s]
 65%|██████▌   | 1016/1563 [01:12<00:38, 14.09it/s]
 65%|██████▌   | 1018/1563 [01:12<00:38, 14.03it/s]
 65%|██████▌   | 1020/1563 [01:12<00:38, 14.06it/s]
 65%|██████▌   | 1022/1563 [01:12<00:38, 14.01it/s]
 66%|██████▌   | 1024/1563 [01:12<00:38, 14.00it/s]
 66%|██████▌   | 1026/1563 [01:12<00:38, 14.06it/s]
 66%|██████▌   | 1028/1563 [01:13<00:38, 14.05it/s]
 66%|██████▌   | 1030/1563 [01:13<00:37, 14.03it/s]
 66%|██████▌   | 1032/1563 [01:13<00:37, 14.06it/s]
 66%|██████▌   | 1034/1563 [01:13<00:37, 14.04it/s]
 66%|██████▋   | 1036/1563 [01:13<00:37, 14.04it/s]
 66%|██████▋   | 1038/1563 [01:13<00:37, 14.04it/s]
 67%|██████▋   | 1040/1563 [01:13<00:37, 14.07it/s]
 67%|██████▋   | 1042/1563 [01:14<00:37, 14.03it/s]
 67%|██████▋   | 1044/1563 [01:14<00:37, 14.03it/s]
 67%|██████▋   | 1046/1563 [01:14<00:36, 13.99it/s]
 67%|██████▋   | 1048/1563 [01:14<00:36, 14.02it/s]
 67%|██████▋   | 1050/1563 [01:14<00:36, 14.04it/s]
 67%|██████▋   | 1052/1563 [01:14<00:36, 14.01it/s]
 67%|██████▋   | 1054/1563 [01:14<00:36, 14.05it/s]
 68%|██████▊   | 1056/1563 [01:15<00:36, 14.02it/s]
 68%|██████▊   | 1058/1563 [01:15<00:35, 14.05it/s]
 68%|██████▊   | 1060/1563 [01:15<00:35, 14.04it/s]
 68%|██████▊   | 1062/1563 [01:15<00:35, 13.98it/s]
 68%|██████▊   | 1064/1563 [01:15<00:35, 13.99it/s]
 68%|██████▊   | 1066/1563 [01:15<00:35, 13.97it/s]
 68%|██████▊   | 1068/1563 [01:15<00:35, 14.01it/s]
 68%|██████▊   | 1070/1563 [01:16<00:34, 14.09it/s]
 69%|██████▊   | 1072/1563 [01:16<00:34, 14.10it/s]
 69%|██████▊   | 1074/1563 [01:16<00:34, 14.06it/s]
 69%|██████▉   | 1076/1563 [01:16<00:34, 14.05it/s]
 69%|██████▉   | 1078/1563 [01:16<00:34, 14.12it/s]
 69%|██████▉   | 1080/1563 [01:16<00:34, 14.11it/s]
 69%|██████▉   | 1082/1563 [01:16<00:34, 14.08it/s]
 69%|██████▉   | 1084/1563 [01:17<00:34, 14.04it/s]
 69%|██████▉   | 1086/1563 [01:17<00:33, 14.08it/s]
 70%|██████▉   | 1088/1563 [01:17<00:33, 14.10it/s]
 70%|██████▉   | 1090/1563 [01:17<00:33, 14.05it/s]
 70%|██████▉   | 1092/1563 [01:17<00:33, 14.04it/s]
 70%|██████▉   | 1094/1563 [01:17<00:33, 14.00it/s]
 70%|███████   | 1096/1563 [01:17<00:33, 14.05it/s]
 70%|███████   | 1098/1563 [01:18<00:33, 14.03it/s]
 70%|███████   | 1100/1563 [01:18<00:32, 14.06it/s]
 71%|███████   | 1102/1563 [01:18<00:32, 14.05it/s]
 71%|███████   | 1104/1563 [01:18<00:32, 14.01it/s]
 71%|███████   | 1106/1563 [01:18<00:32, 14.10it/s]
 71%|███████   | 1108/1563 [01:18<00:32, 14.07it/s]
 71%|███████   | 1110/1563 [01:18<00:32, 14.07it/s]
 71%|███████   | 1112/1563 [01:19<00:32, 14.06it/s]
 71%|███████▏  | 1114/1563 [01:19<00:31, 14.04it/s]
 71%|███████▏  | 1116/1563 [01:19<00:31, 14.06it/s]
 72%|███████▏  | 1118/1563 [01:19<00:31, 14.10it/s]
 72%|███████▏  | 1120/1563 [01:19<00:31, 14.08it/s]
 72%|███████▏  | 1122/1563 [01:19<00:31, 14.16it/s]
 72%|███████▏  | 1124/1563 [01:19<00:31, 14.07it/s]
 72%|███████▏  | 1126/1563 [01:20<00:31, 14.02it/s]
 72%|███████▏  | 1128/1563 [01:20<00:30, 14.07it/s]
 72%|███████▏  | 1130/1563 [01:20<00:30, 14.04it/s]
 72%|███████▏  | 1132/1563 [01:20<00:30, 14.01it/s]
 73%|███████▎  | 1134/1563 [01:20<00:30, 13.97it/s]
 73%|███████▎  | 1136/1563 [01:20<00:30, 14.02it/s]
 73%|███████▎  | 1138/1563 [01:20<00:30, 13.97it/s]
 73%|███████▎  | 1140/1563 [01:21<00:30, 14.00it/s]
 73%|███████▎  | 1142/1563 [01:21<00:30, 13.88it/s]
 73%|███████▎  | 1144/1563 [01:21<00:30, 13.92it/s]
 73%|███████▎  | 1146/1563 [01:21<00:29, 13.97it/s]
 73%|███████▎  | 1148/1563 [01:21<00:29, 14.00it/s]
 74%|███████▎  | 1150/1563 [01:21<00:29, 14.01it/s]
 74%|███████▎  | 1152/1563 [01:21<00:29, 14.09it/s]
 74%|███████▍  | 1154/1563 [01:22<00:29, 14.08it/s]
 74%|███████▍  | 1156/1563 [01:22<00:28, 14.08it/s]
 74%|███████▍  | 1158/1563 [01:22<00:28, 14.13it/s]
 74%|███████▍  | 1160/1563 [01:22<00:28, 14.09it/s]
 74%|███████▍  | 1162/1563 [01:22<00:28, 14.10it/s]
 74%|███████▍  | 1164/1563 [01:22<00:28, 14.08it/s]
 75%|███████▍  | 1166/1563 [01:22<00:28, 14.09it/s]
 75%|███████▍  | 1168/1563 [01:23<00:27, 14.12it/s]
 75%|███████▍  | 1170/1563 [01:23<00:27, 14.07it/s]
 75%|███████▍  | 1172/1563 [01:23<00:27, 14.11it/s]
 75%|███████▌  | 1174/1563 [01:23<00:27, 14.08it/s]
 75%|███████▌  | 1176/1563 [01:23<00:27, 14.05it/s]
 75%|███████▌  | 1178/1563 [01:23<00:27, 14.09it/s]
 75%|███████▌  | 1180/1563 [01:23<00:27, 14.09it/s]
 76%|███████▌  | 1182/1563 [01:24<00:26, 14.12it/s]
 76%|███████▌  | 1184/1563 [01:24<00:26, 14.12it/s]
 76%|███████▌  | 1186/1563 [01:24<00:26, 14.12it/s]
 76%|███████▌  | 1188/1563 [01:24<00:26, 14.05it/s]
 76%|███████▌  | 1190/1563 [01:24<00:26, 14.11it/s]
 76%|███████▋  | 1192/1563 [01:24<00:26, 14.07it/s]
 76%|███████▋  | 1194/1563 [01:24<00:26, 14.04it/s]
 77%|███████▋  | 1196/1563 [01:25<00:26, 14.04it/s]
 77%|███████▋  | 1198/1563 [01:25<00:25, 14.08it/s]
 77%|███████▋  | 1200/1563 [01:25<00:25, 14.11it/s]
 77%|███████▋  | 1202/1563 [01:25<00:25, 14.10it/s]
 77%|███████▋  | 1204/1563 [01:25<00:25, 14.10it/s]
 77%|███████▋  | 1206/1563 [01:25<00:25, 14.10it/s]
 77%|███████▋  | 1208/1563 [01:25<00:25, 14.10it/s]
 77%|███████▋  | 1210/1563 [01:26<00:25, 14.07it/s]
 78%|███████▊  | 1212/1563 [01:26<00:24, 14.05it/s]
 78%|███████▊  | 1214/1563 [01:26<00:24, 14.07it/s]
 78%|███████▊  | 1216/1563 [01:26<00:24, 14.05it/s]
 78%|███████▊  | 1218/1563 [01:26<00:24, 14.08it/s]
 78%|███████▊  | 1220/1563 [01:26<00:24, 14.04it/s]
 78%|███████▊  | 1222/1563 [01:26<00:24, 13.96it/s]
 78%|███████▊  | 1224/1563 [01:27<00:24, 14.01it/s]
 78%|███████▊  | 1226/1563 [01:27<00:23, 14.08it/s]
 79%|███████▊  | 1228/1563 [01:27<00:23, 14.05it/s]
 79%|███████▊  | 1230/1563 [01:27<00:23, 14.11it/s]
 79%|███████▉  | 1232/1563 [01:27<00:23, 14.13it/s]
 79%|███████▉  | 1234/1563 [01:27<00:23, 14.12it/s]
 79%|███████▉  | 1236/1563 [01:27<00:23, 14.15it/s]
 79%|███████▉  | 1238/1563 [01:28<00:23, 14.11it/s]
 79%|███████▉  | 1240/1563 [01:28<00:22, 14.10it/s]
 79%|███████▉  | 1242/1563 [01:28<00:22, 14.11it/s]
 80%|███████▉  | 1244/1563 [01:28<00:22, 14.12it/s]
 80%|███████▉  | 1246/1563 [01:28<00:22, 14.10it/s]
 80%|███████▉  | 1248/1563 [01:28<00:22, 14.04it/s]
 80%|███████▉  | 1250/1563 [01:28<00:22, 14.06it/s]
 80%|████████  | 1252/1563 [01:29<00:22, 14.06it/s]
 80%|████████  | 1254/1563 [01:29<00:21, 14.11it/s]
 80%|████████  | 1256/1563 [01:29<00:21, 14.11it/s]
 80%|████████  | 1258/1563 [01:29<00:21, 14.09it/s]
 81%|████████  | 1260/1563 [01:29<00:21, 14.00it/s]
 81%|████████  | 1262/1563 [01:29<00:21, 14.02it/s]
 81%|████████  | 1264/1563 [01:29<00:21, 14.06it/s]
 81%|████████  | 1266/1563 [01:30<00:21, 14.07it/s]
 81%|████████  | 1268/1563 [01:30<00:20, 14.07it/s]
 81%|████████▏ | 1270/1563 [01:30<00:20, 14.04it/s]
 81%|████████▏ | 1272/1563 [01:30<00:20, 14.03it/s]
 82%|████████▏ | 1274/1563 [01:30<00:20, 14.00it/s]
 82%|████████▏ | 1276/1563 [01:30<00:20, 14.07it/s]
 82%|████████▏ | 1278/1563 [01:30<00:20, 14.05it/s]
 82%|████████▏ | 1280/1563 [01:31<00:20, 14.05it/s]
 82%|████████▏ | 1282/1563 [01:31<00:19, 14.05it/s]
 82%|████████▏ | 1284/1563 [01:31<00:19, 14.07it/s]
 82%|████████▏ | 1286/1563 [01:31<00:19, 14.07it/s]
 82%|████████▏ | 1288/1563 [01:31<00:19, 14.08it/s]
 83%|████████▎ | 1290/1563 [01:31<00:19, 14.07it/s]
 83%|████████▎ | 1292/1563 [01:31<00:19, 14.03it/s]
 83%|████████▎ | 1294/1563 [01:32<00:19, 14.07it/s]
 83%|████████▎ | 1296/1563 [01:32<00:19, 14.04it/s]
 83%|████████▎ | 1298/1563 [01:32<00:18, 14.11it/s]
 83%|████████▎ | 1300/1563 [01:32<00:18, 14.06it/s]
 83%|████████▎ | 1302/1563 [01:32<00:18, 14.02it/s]
 83%|████████▎ | 1304/1563 [01:32<00:18, 14.00it/s]
 84%|████████▎ | 1306/1563 [01:32<00:18, 14.06it/s]
 84%|████████▎ | 1308/1563 [01:33<00:18, 14.07it/s]
 84%|████████▍ | 1310/1563 [01:33<00:18, 14.04it/s]
 84%|████████▍ | 1312/1563 [01:33<00:17, 14.03it/s]
 84%|████████▍ | 1314/1563 [01:33<00:17, 14.01it/s]
 84%|████████▍ | 1316/1563 [01:33<00:17, 14.02it/s]
 84%|████████▍ | 1318/1563 [01:33<00:17, 14.01it/s]
 84%|████████▍ | 1320/1563 [01:33<00:17, 14.07it/s]
 85%|████████▍ | 1322/1563 [01:34<00:17, 14.03it/s]
 85%|████████▍ | 1324/1563 [01:34<00:16, 14.07it/s]
 85%|████████▍ | 1326/1563 [01:34<00:16, 14.07it/s]
 85%|████████▍ | 1328/1563 [01:34<00:16, 14.09it/s]
 85%|████████▌ | 1330/1563 [01:34<00:16, 14.16it/s]
 85%|████████▌ | 1332/1563 [01:34<00:16, 14.14it/s]
 85%|████████▌ | 1334/1563 [01:34<00:16, 14.16it/s]
 85%|████████▌ | 1336/1563 [01:34<00:16, 14.13it/s]
 86%|████████▌ | 1338/1563 [01:35<00:15, 14.11it/s]
 86%|████████▌ | 1340/1563 [01:35<00:15, 14.12it/s]
 86%|████████▌ | 1342/1563 [01:35<00:15, 14.13it/s]
 86%|████████▌ | 1344/1563 [01:35<00:15, 14.07it/s]
 86%|████████▌ | 1346/1563 [01:35<00:15, 14.08it/s]
 86%|████████▌ | 1348/1563 [01:35<00:15, 14.10it/s]
 86%|████████▋ | 1350/1563 [01:35<00:15, 14.02it/s]
 87%|████████▋ | 1352/1563 [01:36<00:15, 14.04it/s]
 87%|████████▋ | 1354/1563 [01:36<00:14, 14.06it/s]
 87%|████████▋ | 1356/1563 [01:36<00:14, 14.09it/s]
 87%|████████▋ | 1358/1563 [01:36<00:14, 14.11it/s]
 87%|████████▋ | 1360/1563 [01:36<00:14, 14.11it/s]
 87%|████████▋ | 1362/1563 [01:36<00:14, 14.11it/s]
 87%|████████▋ | 1364/1563 [01:36<00:14, 14.14it/s]
 87%|████████▋ | 1366/1563 [01:37<00:13, 14.12it/s]
 88%|████████▊ | 1368/1563 [01:37<00:13, 14.12it/s]
 88%|████████▊ | 1370/1563 [01:37<00:13, 14.07it/s]
 88%|████████▊ | 1372/1563 [01:37<00:13, 14.09it/s]
 88%|████████▊ | 1374/1563 [01:37<00:13, 14.13it/s]
 88%|████████▊ | 1376/1563 [01:37<00:13, 14.13it/s]
 88%|████████▊ | 1378/1563 [01:37<00:13, 14.13it/s]
 88%|████████▊ | 1380/1563 [01:38<00:13, 14.07it/s]
 88%|████████▊ | 1382/1563 [01:38<00:12, 14.13it/s]
 89%|████████▊ | 1384/1563 [01:38<00:12, 14.10it/s]
 89%|████████▊ | 1386/1563 [01:38<00:12, 14.07it/s]
 89%|████████▉ | 1388/1563 [01:38<00:12, 14.12it/s]
 89%|████████▉ | 1390/1563 [01:38<00:12, 14.11it/s]
 89%|████████▉ | 1392/1563 [01:38<00:12, 14.08it/s]
 89%|████████▉ | 1394/1563 [01:39<00:11, 14.13it/s]
 89%|████████▉ | 1396/1563 [01:39<00:11, 14.13it/s]
 89%|████████▉ | 1398/1563 [01:39<00:11, 14.11it/s]
 90%|████████▉ | 1400/1563 [01:39<00:11, 14.11it/s]
 90%|████████▉ | 1402/1563 [01:39<00:11, 14.09it/s]
 90%|████████▉ | 1404/1563 [01:39<00:11, 14.12it/s]
 90%|████████▉ | 1406/1563 [01:39<00:11, 14.11it/s]
 90%|█████████ | 1408/1563 [01:40<00:11, 14.05it/s]
 90%|█████████ | 1410/1563 [01:40<00:10, 14.05it/s]
 90%|█████████ | 1412/1563 [01:40<00:10, 14.05it/s]
 90%|█████████ | 1414/1563 [01:40<00:10, 14.04it/s]
 91%|█████████ | 1416/1563 [01:40<00:10, 13.97it/s]
 91%|█████████ | 1418/1563 [01:40<00:10, 14.00it/s]
 91%|█████████ | 1420/1563 [01:40<00:10, 14.02it/s]
 91%|█████████ | 1422/1563 [01:41<00:10, 14.02it/s]
 91%|█████████ | 1424/1563 [01:41<00:09, 14.02it/s]
 91%|█████████ | 1426/1563 [01:41<00:09, 14.08it/s]
 91%|█████████▏| 1428/1563 [01:41<00:09, 14.06it/s]
 91%|█████████▏| 1430/1563 [01:41<00:09, 14.08it/s]
 92%|█████████▏| 1432/1563 [01:41<00:09, 14.04it/s]
 92%|█████████▏| 1434/1563 [01:41<00:09, 14.04it/s]
 92%|█████████▏| 1436/1563 [01:42<00:09, 14.00it/s]
 92%|█████████▏| 1438/1563 [01:42<00:08, 14.02it/s]
 92%|█████████▏| 1440/1563 [01:42<00:08, 14.02it/s]
 92%|█████████▏| 1442/1563 [01:42<00:08, 14.03it/s]
 92%|█████████▏| 1444/1563 [01:42<00:08, 14.02it/s]
 93%|█████████▎| 1446/1563 [01:42<00:08, 14.06it/s]
 93%|█████████▎| 1448/1563 [01:42<00:08, 14.05it/s]
 93%|█████████▎| 1450/1563 [01:43<00:08, 14.12it/s]
 93%|█████████▎| 1452/1563 [01:43<00:07, 14.06it/s]
 93%|█████████▎| 1454/1563 [01:43<00:07, 14.09it/s]
 93%|█████████▎| 1456/1563 [01:43<00:07, 14.10it/s]
 93%|█████████▎| 1458/1563 [01:43<00:07, 14.08it/s]
 93%|█████████▎| 1460/1563 [01:43<00:07, 14.08it/s]
 94%|█████████▎| 1462/1563 [01:43<00:07, 14.09it/s]
 94%|█████████▎| 1464/1563 [01:44<00:07, 14.05it/s]
 94%|█████████▍| 1466/1563 [01:44<00:06, 14.06it/s]
 94%|█████████▍| 1468/1563 [01:44<00:06, 14.05it/s]
 94%|█████████▍| 1470/1563 [01:44<00:06, 14.07it/s]
 94%|█████████▍| 1472/1563 [01:44<00:06, 14.07it/s]
 94%|█████████▍| 1474/1563 [01:44<00:06, 14.08it/s]
 94%|█████████▍| 1476/1563 [01:44<00:06, 14.08it/s]
 95%|█████████▍| 1478/1563 [01:45<00:06, 14.12it/s]
 95%|█████████▍| 1480/1563 [01:45<00:05, 14.09it/s]
 95%|█████████▍| 1482/1563 [01:45<00:05, 14.05it/s]
 95%|█████████▍| 1484/1563 [01:45<00:05, 14.09it/s]
 95%|█████████▌| 1486/1563 [01:45<00:05, 14.10it/s]
 95%|█████████▌| 1488/1563 [01:45<00:05, 14.11it/s]
 95%|█████████▌| 1490/1563 [01:45<00:05, 14.09it/s]
 95%|█████████▌| 1492/1563 [01:46<00:05, 14.04it/s]
 96%|█████████▌| 1494/1563 [01:46<00:04, 14.08it/s]
 96%|█████████▌| 1496/1563 [01:46<00:04, 14.06it/s]
 96%|█████████▌| 1498/1563 [01:46<00:04, 14.08it/s]
 96%|█████████▌| 1500/1563 [01:46<00:04, 14.09it/s]
 96%|█████████▌| 1502/1563 [01:46<00:04, 14.12it/s]
 96%|█████████▌| 1504/1563 [01:46<00:04, 14.02it/s]
 96%|█████████▋| 1506/1563 [01:47<00:04, 14.04it/s]
 96%|█████████▋| 1508/1563 [01:47<00:03, 14.05it/s]
 97%|█████████▋| 1510/1563 [01:47<00:03, 14.07it/s]
 97%|█████████▋| 1512/1563 [01:47<00:03, 14.07it/s]
 97%|█████████▋| 1514/1563 [01:47<00:03, 14.04it/s]
 97%|█████████▋| 1516/1563 [01:47<00:03, 14.01it/s]
 97%|█████████▋| 1518/1563 [01:47<00:03, 13.98it/s]
 97%|█████████▋| 1520/1563 [01:48<00:03, 14.05it/s]
 97%|█████████▋| 1522/1563 [01:48<00:02, 14.03it/s]
 98%|█████████▊| 1524/1563 [01:48<00:02, 14.07it/s]
 98%|█████████▊| 1526/1563 [01:48<00:02, 14.10it/s]
 98%|█████████▊| 1528/1563 [01:48<00:02, 14.10it/s]
 98%|█████████▊| 1530/1563 [01:48<00:02, 14.14it/s]
 98%|█████████▊| 1532/1563 [01:48<00:02, 14.12it/s]
 98%|█████████▊| 1534/1563 [01:49<00:02, 14.06it/s]
 98%|█████████▊| 1536/1563 [01:49<00:01, 14.08it/s]
 98%|█████████▊| 1538/1563 [01:49<00:01, 14.04it/s]
 99%|█████████▊| 1540/1563 [01:49<00:01, 14.01it/s]
 99%|█████████▊| 1542/1563 [01:49<00:01, 14.04it/s]
 99%|█████████▉| 1544/1563 [01:49<00:01, 14.06it/s]
 99%|█████████▉| 1546/1563 [01:49<00:01, 14.07it/s]
 99%|█████████▉| 1548/1563 [01:50<00:01, 14.09it/s]
 99%|█████████▉| 1550/1563 [01:50<00:00, 14.05it/s]
 99%|█████████▉| 1552/1563 [01:50<00:00, 14.09it/s]
 99%|█████████▉| 1554/1563 [01:50<00:00, 14.09it/s]
100%|█████████▉| 1556/1563 [01:50<00:00, 14.09it/s]
100%|█████████▉| 1558/1563 [01:50<00:00, 14.09it/s]
100%|█████████▉| 1560/1563 [01:50<00:00, 14.08it/s]
100%|█████████▉| 1562/1563 [01:51<00:00, 14.11it/s]
100%|██████████| 1563/1563 [01:51<00:00, 14.07it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  2%|▏         | 3/157 [00:00<00:07, 20.83it/s]
  4%|▍         | 6/157 [00:00<00:07, 21.13it/s]
  6%|▌         | 9/157 [00:00<00:06, 21.21it/s]
  8%|▊         | 12/157 [00:00<00:06, 21.34it/s]
 10%|▉         | 15/157 [00:00<00:06, 21.37it/s]
 11%|█▏        | 18/157 [00:00<00:06, 21.37it/s]
 13%|█▎        | 21/157 [00:00<00:06, 21.45it/s]
 15%|█▌        | 24/157 [00:01<00:06, 21.37it/s]
 17%|█▋        | 27/157 [00:01<00:06, 21.30it/s]
 19%|█▉        | 30/157 [00:01<00:05, 21.18it/s]
 21%|██        | 33/157 [00:01<00:05, 21.11it/s]
 23%|██▎       | 36/157 [00:01<00:05, 21.13it/s]
 25%|██▍       | 39/157 [00:01<00:05, 21.12it/s]
 27%|██▋       | 42/157 [00:01<00:05, 21.04it/s]
 29%|██▊       | 45/157 [00:02<00:05, 20.98it/s]
 31%|███       | 48/157 [00:02<00:05, 20.81it/s]
 32%|███▏      | 51/157 [00:02<00:05, 20.73it/s]
 34%|███▍      | 54/157 [00:02<00:04, 20.73it/s]
 36%|███▋      | 57/157 [00:02<00:04, 20.67it/s]
 38%|███▊      | 60/157 [00:02<00:04, 20.64it/s]
 40%|████      | 63/157 [00:02<00:04, 20.67it/s]
 42%|████▏     | 66/157 [00:03<00:04, 20.62it/s]
 44%|████▍     | 69/157 [00:03<00:04, 20.55it/s]
 46%|████▌     | 72/157 [00:03<00:04, 20.55it/s]
 48%|████▊     | 75/157 [00:03<00:03, 20.63it/s]
 50%|████▉     | 78/157 [00:03<00:03, 20.56it/s]
 52%|█████▏    | 81/157 [00:03<00:03, 20.57it/s]
 54%|█████▎    | 84/157 [00:04<00:03, 20.60it/s]
 55%|█████▌    | 87/157 [00:04<00:03, 20.54it/s]
 57%|█████▋    | 90/157 [00:04<00:03, 20.63it/s]
 59%|█████▉    | 93/157 [00:04<00:03, 20.64it/s]
 61%|██████    | 96/157 [00:04<00:02, 20.72it/s]
 63%|██████▎   | 99/157 [00:04<00:02, 20.71it/s]
 65%|██████▍   | 102/157 [00:04<00:02, 20.66it/s]
 67%|██████▋   | 105/157 [00:05<00:02, 20.53it/s]
 69%|██████▉   | 108/157 [00:05<00:02, 20.50it/s]
 71%|███████   | 111/157 [00:05<00:02, 20.48it/s]
 73%|███████▎  | 114/157 [00:05<00:02, 20.62it/s]
 75%|███████▍  | 117/157 [00:05<00:01, 20.66it/s]
 76%|███████▋  | 120/157 [00:05<00:01, 20.69it/s]
 78%|███████▊  | 123/157 [00:05<00:01, 20.69it/s]
 80%|████████  | 126/157 [00:06<00:01, 20.61it/s]
 82%|████████▏ | 129/157 [00:06<00:01, 20.66it/s]
 84%|████████▍ | 132/157 [00:06<00:01, 20.64it/s]
 86%|████████▌ | 135/157 [00:06<00:01, 20.60it/s]
 88%|████████▊ | 138/157 [00:06<00:00, 20.60it/s]
 90%|████████▉ | 141/157 [00:06<00:00, 20.64it/s]
 92%|█████████▏| 144/157 [00:06<00:00, 20.61it/s]
 94%|█████████▎| 147/157 [00:07<00:00, 20.74it/s]
 96%|█████████▌| 150/157 [00:07<00:00, 20.70it/s]
 97%|█████████▋| 153/157 [00:07<00:00, 20.61it/s]
 99%|█████████▉| 156/157 [00:07<00:00, 20.67it/s]
100%|██████████| 157/157 [00:07<00:00, 20.85it/s]
Epoch: 7 	Training Loss: 0.230321 	Training Accuracy: 0.939960 	Validation Loss: 1.370288 	Validation Accuracy: 0.702700

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:02, 12.71it/s]
  0%|          | 4/1563 [00:00<02:00, 12.99it/s]
  0%|          | 6/1563 [00:00<01:57, 13.22it/s]
  1%|          | 8/1563 [00:00<01:56, 13.36it/s]
  1%|          | 10/1563 [00:00<01:54, 13.59it/s]
  1%|          | 12/1563 [00:00<01:52, 13.74it/s]
  1%|          | 14/1563 [00:01<01:51, 13.85it/s]
  1%|          | 16/1563 [00:01<01:51, 13.92it/s]
  1%|          | 18/1563 [00:01<01:50, 13.99it/s]
  1%|▏         | 20/1563 [00:01<01:50, 14.01it/s]
  1%|▏         | 22/1563 [00:01<01:49, 14.02it/s]
  2%|▏         | 24/1563 [00:01<01:49, 14.07it/s]
  2%|▏         | 26/1563 [00:01<01:48, 14.11it/s]
  2%|▏         | 28/1563 [00:02<01:48, 14.15it/s]
  2%|▏         | 30/1563 [00:02<01:48, 14.09it/s]
  2%|▏         | 32/1563 [00:02<01:48, 14.11it/s]
  2%|▏         | 34/1563 [00:02<01:48, 14.07it/s]
  2%|▏         | 36/1563 [00:02<01:48, 14.10it/s]
  2%|▏         | 38/1563 [00:02<01:48, 14.11it/s]
  3%|▎         | 40/1563 [00:02<01:48, 14.08it/s]
  3%|▎         | 42/1563 [00:03<01:48, 14.08it/s]
  3%|▎         | 44/1563 [00:03<01:47, 14.09it/s]
  3%|▎         | 46/1563 [00:03<01:47, 14.05it/s]
  3%|▎         | 48/1563 [00:03<01:47, 14.13it/s]
  3%|▎         | 50/1563 [00:03<01:47, 14.10it/s]
  3%|▎         | 52/1563 [00:03<01:47, 14.05it/s]
  3%|▎         | 54/1563 [00:03<01:47, 14.06it/s]
  4%|▎         | 56/1563 [00:04<01:47, 14.05it/s]
  4%|▎         | 58/1563 [00:04<01:46, 14.11it/s]
  4%|▍         | 60/1563 [00:04<01:46, 14.07it/s]
  4%|▍         | 62/1563 [00:04<01:46, 14.11it/s]
  4%|▍         | 64/1563 [00:04<01:45, 14.14it/s]
  4%|▍         | 66/1563 [00:04<01:45, 14.16it/s]
  4%|▍         | 68/1563 [00:04<01:46, 14.08it/s]
  4%|▍         | 70/1563 [00:05<01:46, 14.06it/s]
  5%|▍         | 72/1563 [00:05<01:46, 14.03it/s]
  5%|▍         | 74/1563 [00:05<01:45, 14.08it/s]
  5%|▍         | 76/1563 [00:05<01:45, 14.10it/s]
  5%|▍         | 78/1563 [00:05<01:45, 14.06it/s]
  5%|▌         | 80/1563 [00:05<01:45, 14.06it/s]
  5%|▌         | 82/1563 [00:05<01:45, 14.06it/s]
  5%|▌         | 84/1563 [00:06<01:45, 14.06it/s]
  6%|▌         | 86/1563 [00:06<01:45, 13.99it/s]
  6%|▌         | 88/1563 [00:06<01:45, 13.97it/s]
  6%|▌         | 90/1563 [00:06<01:45, 13.90it/s]
  6%|▌         | 92/1563 [00:06<01:45, 13.90it/s]
  6%|▌         | 94/1563 [00:06<01:44, 14.00it/s]
  6%|▌         | 96/1563 [00:06<01:44, 14.00it/s]
  6%|▋         | 98/1563 [00:07<01:44, 14.08it/s]
  6%|▋         | 100/1563 [00:07<01:44, 14.06it/s]
  7%|▋         | 102/1563 [00:07<01:43, 14.07it/s]
  7%|▋         | 104/1563 [00:07<01:43, 14.08it/s]
  7%|▋         | 106/1563 [00:07<01:43, 14.07it/s]
  7%|▋         | 108/1563 [00:07<01:43, 14.04it/s]
  7%|▋         | 110/1563 [00:07<01:43, 14.05it/s]
  7%|▋         | 112/1563 [00:07<01:43, 14.06it/s]
  7%|▋         | 114/1563 [00:08<01:43, 14.03it/s]
  7%|▋         | 116/1563 [00:08<01:42, 14.09it/s]
  8%|▊         | 118/1563 [00:08<01:42, 14.07it/s]
  8%|▊         | 120/1563 [00:08<01:42, 14.07it/s]
  8%|▊         | 122/1563 [00:08<01:42, 14.02it/s]
  8%|▊         | 124/1563 [00:08<01:42, 14.03it/s]
  8%|▊         | 126/1563 [00:08<01:42, 14.07it/s]
  8%|▊         | 128/1563 [00:09<01:42, 14.05it/s]
  8%|▊         | 130/1563 [00:09<01:41, 14.10it/s]
  8%|▊         | 132/1563 [00:09<01:41, 14.13it/s]
  9%|▊         | 134/1563 [00:09<01:41, 14.09it/s]
  9%|▊         | 136/1563 [00:09<01:41, 14.03it/s]
  9%|▉         | 138/1563 [00:09<01:41, 14.07it/s]
  9%|▉         | 140/1563 [00:09<01:41, 14.00it/s]
  9%|▉         | 142/1563 [00:10<01:41, 14.04it/s]
  9%|▉         | 144/1563 [00:10<01:40, 14.07it/s]
  9%|▉         | 146/1563 [00:10<01:40, 14.08it/s]
  9%|▉         | 148/1563 [00:10<01:40, 14.06it/s]
 10%|▉         | 150/1563 [00:10<01:40, 14.11it/s]
 10%|▉         | 152/1563 [00:10<01:40, 14.08it/s]
 10%|▉         | 154/1563 [00:10<01:40, 14.05it/s]
 10%|▉         | 156/1563 [00:11<01:40, 14.03it/s]
 10%|█         | 158/1563 [00:11<01:40, 14.03it/s]
 10%|█         | 160/1563 [00:11<01:40, 14.01it/s]
 10%|█         | 162/1563 [00:11<01:39, 14.04it/s]
 10%|█         | 164/1563 [00:11<01:39, 14.05it/s]
 11%|█         | 166/1563 [00:11<01:39, 14.05it/s]
 11%|█         | 168/1563 [00:11<01:39, 14.08it/s]
 11%|█         | 170/1563 [00:12<01:38, 14.11it/s]
 11%|█         | 172/1563 [00:12<01:38, 14.08it/s]
 11%|█         | 174/1563 [00:12<01:38, 14.09it/s]
 11%|█▏        | 176/1563 [00:12<01:38, 14.11it/s]
 11%|█▏        | 178/1563 [00:12<01:38, 14.10it/s]
 12%|█▏        | 180/1563 [00:12<01:38, 14.09it/s]
 12%|█▏        | 182/1563 [00:12<01:38, 14.07it/s]
 12%|█▏        | 184/1563 [00:13<01:38, 14.04it/s]
 12%|█▏        | 186/1563 [00:13<01:37, 14.09it/s]
 12%|█▏        | 188/1563 [00:13<01:37, 14.15it/s]
 12%|█▏        | 190/1563 [00:13<01:37, 14.12it/s]
 12%|█▏        | 192/1563 [00:13<01:36, 14.15it/s]
 12%|█▏        | 194/1563 [00:13<01:37, 14.05it/s]
 13%|█▎        | 196/1563 [00:13<01:37, 14.08it/s]
 13%|█▎        | 198/1563 [00:14<01:36, 14.10it/s]
 13%|█▎        | 200/1563 [00:14<01:36, 14.08it/s]
 13%|█▎        | 202/1563 [00:14<01:36, 14.08it/s]
 13%|█▎        | 204/1563 [00:14<01:36, 14.04it/s]
 13%|█▎        | 206/1563 [00:14<01:36, 14.01it/s]
 13%|█▎        | 208/1563 [00:14<01:36, 14.04it/s]
 13%|█▎        | 210/1563 [00:14<01:36, 14.06it/s]
 14%|█▎        | 212/1563 [00:15<01:36, 14.07it/s]
 14%|█▎        | 214/1563 [00:15<01:35, 14.10it/s]
 14%|█▍        | 216/1563 [00:15<01:35, 14.14it/s]
 14%|█▍        | 218/1563 [00:15<01:35, 14.12it/s]
 14%|█▍        | 220/1563 [00:15<01:34, 14.15it/s]
 14%|█▍        | 222/1563 [00:15<01:34, 14.16it/s]
 14%|█▍        | 224/1563 [00:15<01:34, 14.13it/s]
 14%|█▍        | 226/1563 [00:16<01:34, 14.13it/s]
 15%|█▍        | 228/1563 [00:16<01:34, 14.08it/s]
 15%|█▍        | 230/1563 [00:16<01:34, 14.09it/s]
 15%|█▍        | 232/1563 [00:16<01:34, 14.12it/s]
 15%|█▍        | 234/1563 [00:16<01:34, 14.13it/s]
 15%|█▌        | 236/1563 [00:16<01:34, 14.08it/s]
 15%|█▌        | 238/1563 [00:16<01:34, 14.06it/s]
 15%|█▌        | 240/1563 [00:17<01:33, 14.09it/s]
 15%|█▌        | 242/1563 [00:17<01:34, 14.05it/s]
 16%|█▌        | 244/1563 [00:17<01:33, 14.05it/s]
 16%|█▌        | 246/1563 [00:17<01:34, 13.94it/s]
 16%|█▌        | 248/1563 [00:17<01:33, 14.03it/s]
 16%|█▌        | 250/1563 [00:17<01:33, 14.00it/s]
 16%|█▌        | 252/1563 [00:17<01:33, 14.03it/s]
 16%|█▋        | 254/1563 [00:18<01:33, 14.03it/s]
 16%|█▋        | 256/1563 [00:18<01:33, 14.04it/s]
 17%|█▋        | 258/1563 [00:18<01:32, 14.09it/s]
 17%|█▋        | 260/1563 [00:18<01:32, 14.10it/s]
 17%|█▋        | 262/1563 [00:18<01:32, 14.08it/s]
 17%|█▋        | 264/1563 [00:18<01:32, 14.10it/s]
 17%|█▋        | 266/1563 [00:18<01:32, 14.06it/s]
 17%|█▋        | 268/1563 [00:19<01:32, 14.03it/s]
 17%|█▋        | 270/1563 [00:19<01:32, 14.02it/s]
 17%|█▋        | 272/1563 [00:19<01:31, 14.04it/s]
 18%|█▊        | 274/1563 [00:19<01:31, 14.02it/s]
 18%|█▊        | 276/1563 [00:19<01:31, 14.06it/s]
 18%|█▊        | 278/1563 [00:19<01:31, 14.06it/s]
 18%|█▊        | 280/1563 [00:19<01:31, 14.08it/s]
 18%|█▊        | 282/1563 [00:20<01:30, 14.09it/s]
 18%|█▊        | 284/1563 [00:20<01:30, 14.12it/s]
 18%|█▊        | 286/1563 [00:20<01:30, 14.13it/s]
 18%|█▊        | 288/1563 [00:20<01:30, 14.10it/s]
 19%|█▊        | 290/1563 [00:20<01:30, 14.06it/s]
 19%|█▊        | 292/1563 [00:20<01:30, 14.03it/s]
 19%|█▉        | 294/1563 [00:20<01:30, 14.04it/s]
 19%|█▉        | 296/1563 [00:21<01:29, 14.09it/s]
 19%|█▉        | 298/1563 [00:21<01:29, 14.08it/s]
 19%|█▉        | 300/1563 [00:21<01:29, 14.11it/s]
 19%|█▉        | 302/1563 [00:21<01:29, 14.13it/s]
 19%|█▉        | 304/1563 [00:21<01:29, 14.13it/s]
 20%|█▉        | 306/1563 [00:21<01:29, 14.11it/s]
 20%|█▉        | 308/1563 [00:21<01:28, 14.12it/s]
 20%|█▉        | 310/1563 [00:22<01:28, 14.11it/s]
 20%|█▉        | 312/1563 [00:22<01:28, 14.10it/s]
 20%|██        | 314/1563 [00:22<01:28, 14.09it/s]
 20%|██        | 316/1563 [00:22<01:28, 14.01it/s]
 20%|██        | 318/1563 [00:22<01:29, 13.98it/s]
 20%|██        | 320/1563 [00:22<01:28, 14.00it/s]
 21%|██        | 322/1563 [00:22<01:28, 14.00it/s]
 21%|██        | 324/1563 [00:23<01:28, 14.00it/s]
 21%|██        | 326/1563 [00:23<01:28, 14.02it/s]
 21%|██        | 328/1563 [00:23<01:28, 14.01it/s]
 21%|██        | 330/1563 [00:23<01:28, 13.98it/s]
 21%|██        | 332/1563 [00:23<01:27, 13.99it/s]
 21%|██▏       | 334/1563 [00:23<01:27, 14.05it/s]
 21%|██▏       | 336/1563 [00:23<01:27, 14.00it/s]
 22%|██▏       | 338/1563 [00:24<01:27, 14.03it/s]
 22%|██▏       | 340/1563 [00:24<01:26, 14.07it/s]
 22%|██▏       | 342/1563 [00:24<01:26, 14.08it/s]
 22%|██▏       | 344/1563 [00:24<01:26, 14.08it/s]
 22%|██▏       | 346/1563 [00:24<01:26, 14.04it/s]
 22%|██▏       | 348/1563 [00:24<01:26, 14.09it/s]
 22%|██▏       | 350/1563 [00:24<01:26, 14.06it/s]
 23%|██▎       | 352/1563 [00:25<01:26, 14.03it/s]
 23%|██▎       | 354/1563 [00:25<01:26, 14.03it/s]
 23%|██▎       | 356/1563 [00:25<01:26, 13.98it/s]
 23%|██▎       | 358/1563 [00:25<01:25, 14.02it/s]
 23%|██▎       | 360/1563 [00:25<01:25, 14.04it/s]
 23%|██▎       | 362/1563 [00:25<01:24, 14.14it/s]
 23%|██▎       | 364/1563 [00:25<01:24, 14.13it/s]
 23%|██▎       | 366/1563 [00:26<01:24, 14.13it/s]
 24%|██▎       | 368/1563 [00:26<01:24, 14.11it/s]
 24%|██▎       | 370/1563 [00:26<01:24, 14.09it/s]
 24%|██▍       | 372/1563 [00:26<01:24, 14.10it/s]
 24%|██▍       | 374/1563 [00:26<01:24, 14.08it/s]
 24%|██▍       | 376/1563 [00:26<01:24, 14.07it/s]
 24%|██▍       | 378/1563 [00:26<01:24, 14.06it/s]
 24%|██▍       | 380/1563 [00:27<01:23, 14.09it/s]
 24%|██▍       | 382/1563 [00:27<01:23, 14.09it/s]
 25%|██▍       | 384/1563 [00:27<01:23, 14.06it/s]
 25%|██▍       | 386/1563 [00:27<01:23, 14.05it/s]
 25%|██▍       | 388/1563 [00:27<01:23, 14.04it/s]
 25%|██▍       | 390/1563 [00:27<01:23, 14.08it/s]
 25%|██▌       | 392/1563 [00:27<01:23, 14.05it/s]
 25%|██▌       | 394/1563 [00:28<01:23, 14.08it/s]
 25%|██▌       | 396/1563 [00:28<01:22, 14.14it/s]
 25%|██▌       | 398/1563 [00:28<01:22, 14.09it/s]
 26%|██▌       | 400/1563 [00:28<01:22, 14.08it/s]
 26%|██▌       | 402/1563 [00:28<01:22, 14.12it/s]
 26%|██▌       | 404/1563 [00:28<01:22, 14.08it/s]
 26%|██▌       | 406/1563 [00:28<01:22, 14.08it/s]
 26%|██▌       | 408/1563 [00:29<01:22, 14.04it/s]
 26%|██▌       | 410/1563 [00:29<01:22, 14.04it/s]
 26%|██▋       | 412/1563 [00:29<01:21, 14.06it/s]
 26%|██▋       | 414/1563 [00:29<01:21, 14.09it/s]
 27%|██▋       | 416/1563 [00:29<01:21, 14.07it/s]
 27%|██▋       | 418/1563 [00:29<01:21, 14.06it/s]
 27%|██▋       | 420/1563 [00:29<01:21, 14.10it/s]
 27%|██▋       | 422/1563 [00:30<01:21, 14.07it/s]
 27%|██▋       | 424/1563 [00:30<01:20, 14.07it/s]
 27%|██▋       | 426/1563 [00:30<01:20, 14.05it/s]
 27%|██▋       | 428/1563 [00:30<01:20, 14.03it/s]
 28%|██▊       | 430/1563 [00:30<01:20, 14.09it/s]
 28%|██▊       | 432/1563 [00:30<01:20, 14.09it/s]
 28%|██▊       | 434/1563 [00:30<01:20, 14.09it/s]
 28%|██▊       | 436/1563 [00:31<01:20, 14.08it/s]
 28%|██▊       | 438/1563 [00:31<01:19, 14.09it/s]
 28%|██▊       | 440/1563 [00:31<01:19, 14.07it/s]
 28%|██▊       | 442/1563 [00:31<01:19, 14.07it/s]
 28%|██▊       | 444/1563 [00:31<01:19, 14.05it/s]
 29%|██▊       | 446/1563 [00:31<01:19, 14.06it/s]
 29%|██▊       | 448/1563 [00:31<01:19, 14.07it/s]
 29%|██▉       | 450/1563 [00:32<01:18, 14.09it/s]
 29%|██▉       | 452/1563 [00:32<01:19, 14.04it/s]
 29%|██▉       | 454/1563 [00:32<01:19, 13.99it/s]
 29%|██▉       | 456/1563 [00:32<01:18, 14.02it/s]
 29%|██▉       | 458/1563 [00:32<01:18, 14.05it/s]
 29%|██▉       | 460/1563 [00:32<01:18, 14.08it/s]
 30%|██▉       | 462/1563 [00:32<01:18, 14.08it/s]
 30%|██▉       | 464/1563 [00:33<01:18, 14.06it/s]
 30%|██▉       | 466/1563 [00:33<01:18, 14.05it/s]
 30%|██▉       | 468/1563 [00:33<01:17, 14.07it/s]
 30%|███       | 470/1563 [00:33<01:17, 14.09it/s]
 30%|███       | 472/1563 [00:33<01:17, 14.00it/s]
 30%|███       | 474/1563 [00:33<01:17, 14.04it/s]
 30%|███       | 476/1563 [00:33<01:17, 14.09it/s]
 31%|███       | 478/1563 [00:34<01:17, 14.09it/s]
 31%|███       | 480/1563 [00:34<01:17, 14.06it/s]
 31%|███       | 482/1563 [00:34<01:16, 14.07it/s]
 31%|███       | 484/1563 [00:34<01:17, 14.00it/s]
 31%|███       | 486/1563 [00:34<01:16, 14.05it/s]
 31%|███       | 488/1563 [00:34<01:16, 13.99it/s]
 31%|███▏      | 490/1563 [00:34<01:16, 14.03it/s]
 31%|███▏      | 492/1563 [00:35<01:16, 14.03it/s]
 32%|███▏      | 494/1563 [00:35<01:16, 14.02it/s]
 32%|███▏      | 496/1563 [00:35<01:16, 14.03it/s]
 32%|███▏      | 498/1563 [00:35<01:15, 14.06it/s]
 32%|███▏      | 500/1563 [00:35<01:15, 14.05it/s]
 32%|███▏      | 502/1563 [00:35<01:15, 14.05it/s]
 32%|███▏      | 504/1563 [00:35<01:14, 14.12it/s]
 32%|███▏      | 506/1563 [00:36<01:15, 14.09it/s]
 33%|███▎      | 508/1563 [00:36<01:14, 14.10it/s]
 33%|███▎      | 510/1563 [00:36<01:14, 14.08it/s]
 33%|███▎      | 512/1563 [00:36<01:14, 14.06it/s]
 33%|███▎      | 514/1563 [00:36<01:14, 14.17it/s]
 33%|███▎      | 516/1563 [00:36<01:14, 14.13it/s]
 33%|███▎      | 518/1563 [00:36<01:14, 14.10it/s]
 33%|███▎      | 520/1563 [00:36<01:14, 14.09it/s]
 33%|███▎      | 522/1563 [00:37<01:13, 14.11it/s]
 34%|███▎      | 524/1563 [00:37<01:14, 14.04it/s]
 34%|███▎      | 526/1563 [00:37<01:13, 14.05it/s]
 34%|███▍      | 528/1563 [00:37<01:13, 14.05it/s]
 34%|███▍      | 530/1563 [00:37<01:13, 14.05it/s]
 34%|███▍      | 532/1563 [00:37<01:13, 14.07it/s]
 34%|███▍      | 534/1563 [00:37<01:13, 14.09it/s]
 34%|███▍      | 536/1563 [00:38<01:12, 14.09it/s]
 34%|███▍      | 538/1563 [00:38<01:12, 14.12it/s]
 35%|███▍      | 540/1563 [00:38<01:12, 14.09it/s]
 35%|███▍      | 542/1563 [00:38<01:12, 14.12it/s]
 35%|███▍      | 544/1563 [00:38<01:12, 14.08it/s]
 35%|███▍      | 546/1563 [00:38<01:12, 14.08it/s]
 35%|███▌      | 548/1563 [00:38<01:12, 14.07it/s]
 35%|███▌      | 550/1563 [00:39<01:12, 14.01it/s]
 35%|███▌      | 552/1563 [00:39<01:11, 14.05it/s]
 35%|███▌      | 554/1563 [00:39<01:11, 14.02it/s]
 36%|███▌      | 556/1563 [00:39<01:11, 14.05it/s]
 36%|███▌      | 558/1563 [00:39<01:11, 14.03it/s]
 36%|███▌      | 560/1563 [00:39<01:11, 14.02it/s]
 36%|███▌      | 562/1563 [00:39<01:11, 13.97it/s]
 36%|███▌      | 564/1563 [00:40<01:11, 13.98it/s]
 36%|███▌      | 566/1563 [00:40<01:11, 14.04it/s]
 36%|███▋      | 568/1563 [00:40<01:11, 14.01it/s]
 36%|███▋      | 570/1563 [00:40<01:10, 14.05it/s]
 37%|███▋      | 572/1563 [00:40<01:10, 14.05it/s]
 37%|███▋      | 574/1563 [00:40<01:10, 14.09it/s]
 37%|███▋      | 576/1563 [00:40<01:09, 14.13it/s]
 37%|███▋      | 578/1563 [00:41<01:10, 14.07it/s]
 37%|███▋      | 580/1563 [00:41<01:09, 14.05it/s]
 37%|███▋      | 582/1563 [00:41<01:10, 14.00it/s]
 37%|███▋      | 584/1563 [00:41<01:10, 13.98it/s]
 37%|███▋      | 586/1563 [00:41<01:09, 13.99it/s]
 38%|███▊      | 588/1563 [00:41<01:09, 13.96it/s]
 38%|███▊      | 590/1563 [00:41<01:09, 13.97it/s]
 38%|███▊      | 592/1563 [00:42<01:09, 14.04it/s]
 38%|███▊      | 594/1563 [00:42<01:09, 14.01it/s]
 38%|███▊      | 596/1563 [00:42<01:08, 14.03it/s]
 38%|███▊      | 598/1563 [00:42<01:08, 14.05it/s]
 38%|███▊      | 600/1563 [00:42<01:08, 14.04it/s]
 39%|███▊      | 602/1563 [00:42<01:08, 14.06it/s]
 39%|███▊      | 604/1563 [00:42<01:08, 14.06it/s]
 39%|███▉      | 606/1563 [00:43<01:08, 14.05it/s]
 39%|███▉      | 608/1563 [00:43<01:07, 14.05it/s]
 39%|███▉      | 610/1563 [00:43<01:07, 14.05it/s]
 39%|███▉      | 612/1563 [00:43<01:07, 14.07it/s]
 39%|███▉      | 614/1563 [00:43<01:07, 14.04it/s]
 39%|███▉      | 616/1563 [00:43<01:07, 14.05it/s]
 40%|███▉      | 618/1563 [00:43<01:07, 14.09it/s]
 40%|███▉      | 620/1563 [00:44<01:06, 14.08it/s]
 40%|███▉      | 622/1563 [00:44<01:06, 14.10it/s]
 40%|███▉      | 624/1563 [00:44<01:06, 14.08it/s]
 40%|████      | 626/1563 [00:44<01:06, 14.04it/s]
 40%|████      | 628/1563 [00:44<01:06, 14.04it/s]
 40%|████      | 630/1563 [00:44<01:06, 14.07it/s]
 40%|████      | 632/1563 [00:44<01:06, 14.10it/s]
 41%|████      | 634/1563 [00:45<01:05, 14.08it/s]
 41%|████      | 636/1563 [00:45<01:05, 14.05it/s]
 41%|████      | 638/1563 [00:45<01:05, 14.04it/s]
 41%|████      | 640/1563 [00:45<01:05, 14.00it/s]
 41%|████      | 642/1563 [00:45<01:05, 14.00it/s]
 41%|████      | 644/1563 [00:45<01:05, 14.00it/s]
 41%|████▏     | 646/1563 [00:45<01:05, 14.06it/s]
 41%|████▏     | 648/1563 [00:46<01:05, 14.04it/s]
 42%|████▏     | 650/1563 [00:46<01:04, 14.05it/s]
 42%|████▏     | 652/1563 [00:46<01:04, 14.07it/s]
 42%|████▏     | 654/1563 [00:46<01:04, 14.06it/s]
 42%|████▏     | 656/1563 [00:46<01:04, 14.11it/s]
 42%|████▏     | 658/1563 [00:46<01:04, 14.08it/s]
 42%|████▏     | 660/1563 [00:46<01:03, 14.12it/s]
 42%|████▏     | 662/1563 [00:47<01:03, 14.08it/s]
 42%|████▏     | 664/1563 [00:47<01:03, 14.06it/s]
 43%|████▎     | 666/1563 [00:47<01:03, 14.08it/s]
 43%|████▎     | 668/1563 [00:47<01:03, 14.07it/s]
 43%|████▎     | 670/1563 [00:47<01:03, 14.07it/s]
 43%|████▎     | 672/1563 [00:47<01:03, 14.03it/s]
 43%|████▎     | 674/1563 [00:47<01:03, 14.03it/s]
 43%|████▎     | 676/1563 [00:48<01:02, 14.08it/s]
 43%|████▎     | 678/1563 [00:48<01:02, 14.07it/s]
 44%|████▎     | 680/1563 [00:48<01:02, 14.09it/s]
 44%|████▎     | 682/1563 [00:48<01:02, 14.10it/s]
 44%|████▍     | 684/1563 [00:48<01:02, 14.10it/s]
 44%|████▍     | 686/1563 [00:48<01:02, 14.11it/s]
 44%|████▍     | 688/1563 [00:48<01:01, 14.14it/s]
 44%|████▍     | 690/1563 [00:49<01:01, 14.12it/s]
 44%|████▍     | 692/1563 [00:49<01:01, 14.15it/s]
 44%|████▍     | 694/1563 [00:49<01:01, 14.10it/s]
 45%|████▍     | 696/1563 [00:49<01:01, 14.06it/s]
 45%|████▍     | 698/1563 [00:49<01:01, 14.12it/s]
 45%|████▍     | 700/1563 [00:49<01:01, 14.03it/s]
 45%|████▍     | 702/1563 [00:49<01:01, 14.07it/s]
 45%|████▌     | 704/1563 [00:50<01:01, 14.04it/s]
 45%|████▌     | 706/1563 [00:50<01:01, 14.00it/s]
 45%|████▌     | 708/1563 [00:50<01:00, 14.03it/s]
 45%|████▌     | 710/1563 [00:50<01:00, 14.02it/s]
 46%|████▌     | 712/1563 [00:50<01:00, 14.06it/s]
 46%|████▌     | 714/1563 [00:50<01:00, 14.02it/s]
 46%|████▌     | 716/1563 [00:50<01:00, 14.02it/s]
 46%|████▌     | 718/1563 [00:51<01:00, 14.02it/s]
 46%|████▌     | 720/1563 [00:51<01:00, 14.04it/s]
 46%|████▌     | 722/1563 [00:51<00:59, 14.03it/s]
 46%|████▋     | 724/1563 [00:51<00:59, 14.06it/s]
 46%|████▋     | 726/1563 [00:51<00:59, 14.05it/s]
 47%|████▋     | 728/1563 [00:51<00:59, 14.02it/s]
 47%|████▋     | 730/1563 [00:51<00:59, 14.08it/s]
 47%|████▋     | 732/1563 [00:52<00:59, 14.06it/s]
 47%|████▋     | 734/1563 [00:52<00:59, 14.03it/s]
 47%|████▋     | 736/1563 [00:52<00:59, 14.01it/s]
 47%|████▋     | 738/1563 [00:52<00:58, 14.04it/s]
 47%|████▋     | 740/1563 [00:52<00:58, 14.03it/s]
 47%|████▋     | 742/1563 [00:52<00:58, 14.00it/s]
 48%|████▊     | 744/1563 [00:52<00:58, 14.00it/s]
 48%|████▊     | 746/1563 [00:53<00:58, 13.99it/s]
 48%|████▊     | 748/1563 [00:53<00:57, 14.08it/s]
 48%|████▊     | 750/1563 [00:53<00:57, 14.05it/s]
 48%|████▊     | 752/1563 [00:53<00:57, 14.06it/s]
 48%|████▊     | 754/1563 [00:53<00:57, 14.07it/s]
 48%|████▊     | 756/1563 [00:53<00:57, 14.13it/s]
 48%|████▊     | 758/1563 [00:53<00:56, 14.13it/s]
 49%|████▊     | 760/1563 [00:54<00:57, 14.06it/s]
 49%|████▉     | 762/1563 [00:54<00:56, 14.09it/s]
 49%|████▉     | 764/1563 [00:54<00:56, 14.09it/s]
 49%|████▉     | 766/1563 [00:54<00:56, 14.09it/s]
 49%|████▉     | 768/1563 [00:54<00:56, 14.09it/s]
 49%|████▉     | 770/1563 [00:54<00:56, 14.05it/s]
 49%|████▉     | 772/1563 [00:54<00:56, 14.06it/s]
 50%|████▉     | 774/1563 [00:55<00:56, 14.02it/s]
 50%|████▉     | 776/1563 [00:55<00:56, 14.05it/s]
 50%|████▉     | 778/1563 [00:55<00:55, 14.06it/s]
 50%|████▉     | 780/1563 [00:55<00:55, 14.10it/s]
 50%|█████     | 782/1563 [00:55<00:55, 14.08it/s]
 50%|█████     | 784/1563 [00:55<00:55, 14.07it/s]
 50%|█████     | 786/1563 [00:55<00:55, 14.08it/s]
 50%|█████     | 788/1563 [00:56<00:55, 14.05it/s]
 51%|█████     | 790/1563 [00:56<00:55, 14.04it/s]
 51%|█████     | 792/1563 [00:56<00:54, 14.16it/s]
 51%|█████     | 794/1563 [00:56<00:54, 14.16it/s]
 51%|█████     | 796/1563 [00:56<00:54, 14.15it/s]
 51%|█████     | 798/1563 [00:56<00:54, 14.13it/s]
 51%|█████     | 800/1563 [00:56<00:54, 14.09it/s]
 51%|█████▏    | 802/1563 [00:57<00:53, 14.10it/s]
 51%|█████▏    | 804/1563 [00:57<00:54, 13.93it/s]
 52%|█████▏    | 806/1563 [00:57<00:54, 13.96it/s]
 52%|█████▏    | 808/1563 [00:57<00:53, 14.01it/s]
 52%|█████▏    | 810/1563 [00:57<00:53, 13.97it/s]
 52%|█████▏    | 812/1563 [00:57<00:53, 14.03it/s]
 52%|█████▏    | 814/1563 [00:57<00:53, 14.06it/s]
 52%|█████▏    | 816/1563 [00:58<00:53, 14.02it/s]
 52%|█████▏    | 818/1563 [00:58<00:53, 14.05it/s]
 52%|█████▏    | 820/1563 [00:58<00:52, 14.06it/s]
 53%|█████▎    | 822/1563 [00:58<00:52, 14.06it/s]
 53%|█████▎    | 824/1563 [00:58<00:52, 14.04it/s]
 53%|█████▎    | 826/1563 [00:58<00:52, 14.07it/s]
 53%|█████▎    | 828/1563 [00:58<00:52, 14.02it/s]
 53%|█████▎    | 830/1563 [00:59<00:52, 14.03it/s]
 53%|█████▎    | 832/1563 [00:59<00:52, 14.03it/s]
 53%|█████▎    | 834/1563 [00:59<00:51, 14.02it/s]
 53%|█████▎    | 836/1563 [00:59<00:51, 14.05it/s]
 54%|█████▎    | 838/1563 [00:59<00:51, 14.04it/s]
 54%|█████▎    | 840/1563 [00:59<00:51, 14.02it/s]
 54%|█████▍    | 842/1563 [00:59<00:51, 14.04it/s]
 54%|█████▍    | 844/1563 [01:00<00:51, 14.05it/s]
 54%|█████▍    | 846/1563 [01:00<00:50, 14.10it/s]
 54%|█████▍    | 848/1563 [01:00<00:50, 14.09it/s]
 54%|█████▍    | 850/1563 [01:00<00:50, 14.13it/s]
 55%|█████▍    | 852/1563 [01:00<00:50, 14.14it/s]
 55%|█████▍    | 854/1563 [01:00<00:50, 14.08it/s]
 55%|█████▍    | 856/1563 [01:00<00:50, 14.09it/s]
 55%|█████▍    | 858/1563 [01:01<00:50, 14.05it/s]
 55%|█████▌    | 860/1563 [01:01<00:50, 14.06it/s]
 55%|█████▌    | 862/1563 [01:01<00:49, 14.09it/s]
 55%|█████▌    | 864/1563 [01:01<00:49, 14.13it/s]
 55%|█████▌    | 866/1563 [01:01<00:49, 14.09it/s]
 56%|█████▌    | 868/1563 [01:01<00:49, 14.09it/s]
 56%|█████▌    | 870/1563 [01:01<00:49, 14.11it/s]
 56%|█████▌    | 872/1563 [01:02<00:48, 14.12it/s]
 56%|█████▌    | 874/1563 [01:02<00:48, 14.12it/s]
 56%|█████▌    | 876/1563 [01:02<00:48, 14.09it/s]
 56%|█████▌    | 878/1563 [01:02<00:48, 14.09it/s]
 56%|█████▋    | 880/1563 [01:02<00:48, 14.14it/s]
 56%|█████▋    | 882/1563 [01:02<00:48, 14.09it/s]
 57%|█████▋    | 884/1563 [01:02<00:48, 14.05it/s]
 57%|█████▋    | 886/1563 [01:03<00:48, 14.01it/s]
 57%|█████▋    | 888/1563 [01:03<00:48, 14.04it/s]
 57%|█████▋    | 890/1563 [01:03<00:47, 14.05it/s]
 57%|█████▋    | 892/1563 [01:03<00:47, 14.05it/s]
 57%|█████▋    | 894/1563 [01:03<00:47, 14.08it/s]
 57%|█████▋    | 896/1563 [01:03<00:47, 14.10it/s]
 57%|█████▋    | 898/1563 [01:03<00:47, 14.08it/s]
 58%|█████▊    | 900/1563 [01:04<00:47, 14.03it/s]
 58%|█████▊    | 902/1563 [01:04<00:46, 14.07it/s]
 58%|█████▊    | 904/1563 [01:04<00:46, 14.08it/s]
 58%|█████▊    | 906/1563 [01:04<00:46, 14.07it/s]
 58%|█████▊    | 908/1563 [01:04<00:46, 14.04it/s]
 58%|█████▊    | 910/1563 [01:04<00:46, 14.02it/s]
 58%|█████▊    | 912/1563 [01:04<00:46, 14.05it/s]
 58%|█████▊    | 914/1563 [01:05<00:46, 14.03it/s]
 59%|█████▊    | 916/1563 [01:05<00:46, 14.05it/s]
 59%|█████▊    | 918/1563 [01:05<00:45, 14.07it/s]
 59%|█████▉    | 920/1563 [01:05<00:45, 14.12it/s]
 59%|█████▉    | 922/1563 [01:05<00:45, 14.07it/s]
 59%|█████▉    | 924/1563 [01:05<00:45, 14.03it/s]
 59%|█████▉    | 926/1563 [01:05<00:45, 14.04it/s]
 59%|█████▉    | 928/1563 [01:06<00:45, 14.06it/s]
 60%|█████▉    | 930/1563 [01:06<00:45, 14.01it/s]
 60%|█████▉    | 932/1563 [01:06<00:44, 14.07it/s]
 60%|█████▉    | 934/1563 [01:06<00:44, 14.10it/s]
 60%|█████▉    | 936/1563 [01:06<00:44, 14.07it/s]
 60%|██████    | 938/1563 [01:06<00:44, 14.10it/s]
 60%|██████    | 940/1563 [01:06<00:44, 14.09it/s]
 60%|██████    | 942/1563 [01:07<00:44, 14.09it/s]
 60%|██████    | 944/1563 [01:07<00:43, 14.11it/s]
 61%|██████    | 946/1563 [01:07<00:43, 14.10it/s]
 61%|██████    | 948/1563 [01:07<00:43, 14.09it/s]
 61%|██████    | 950/1563 [01:07<00:43, 14.09it/s]
 61%|██████    | 952/1563 [01:07<00:43, 14.08it/s]
 61%|██████    | 954/1563 [01:07<00:43, 14.03it/s]
 61%|██████    | 956/1563 [01:08<00:43, 14.00it/s]
 61%|██████▏   | 958/1563 [01:08<00:43, 14.01it/s]
 61%|██████▏   | 960/1563 [01:08<00:43, 13.97it/s]
 62%|██████▏   | 962/1563 [01:08<00:43, 13.86it/s]
 62%|██████▏   | 964/1563 [01:08<00:42, 13.96it/s]
 62%|██████▏   | 966/1563 [01:08<00:42, 14.03it/s]
 62%|██████▏   | 968/1563 [01:08<00:42, 13.99it/s]
 62%|██████▏   | 970/1563 [01:09<00:42, 14.09it/s]
 62%|██████▏   | 972/1563 [01:09<00:41, 14.07it/s]
 62%|██████▏   | 974/1563 [01:09<00:41, 14.08it/s]
 62%|██████▏   | 976/1563 [01:09<00:41, 14.09it/s]
 63%|██████▎   | 978/1563 [01:09<00:41, 14.07it/s]
 63%|██████▎   | 980/1563 [01:09<00:41, 14.06it/s]
 63%|██████▎   | 982/1563 [01:09<00:41, 14.07it/s]
 63%|██████▎   | 984/1563 [01:10<00:41, 14.09it/s]
 63%|██████▎   | 986/1563 [01:10<00:40, 14.10it/s]
 63%|██████▎   | 988/1563 [01:10<00:40, 14.07it/s]
 63%|██████▎   | 990/1563 [01:10<00:40, 14.07it/s]
 63%|██████▎   | 992/1563 [01:10<00:40, 14.14it/s]
 64%|██████▎   | 994/1563 [01:10<00:40, 14.09it/s]
 64%|██████▎   | 996/1563 [01:10<00:40, 14.08it/s]
 64%|██████▍   | 998/1563 [01:10<00:40, 14.11it/s]
 64%|██████▍   | 1000/1563 [01:11<00:39, 14.14it/s]
 64%|██████▍   | 1002/1563 [01:11<00:39, 14.06it/s]
 64%|██████▍   | 1004/1563 [01:11<00:39, 14.06it/s]
 64%|██████▍   | 1006/1563 [01:11<00:39, 14.04it/s]
 64%|██████▍   | 1008/1563 [01:11<00:39, 14.02it/s]
 65%|██████▍   | 1010/1563 [01:11<00:39, 14.04it/s]
 65%|██████▍   | 1012/1563 [01:11<00:39, 14.07it/s]
 65%|██████▍   | 1014/1563 [01:12<00:38, 14.12it/s]
 65%|██████▌   | 1016/1563 [01:12<00:38, 14.11it/s]
 65%|██████▌   | 1018/1563 [01:12<00:38, 14.07it/s]
 65%|██████▌   | 1020/1563 [01:12<00:38, 14.04it/s]
 65%|██████▌   | 1022/1563 [01:12<00:38, 14.04it/s]
 66%|██████▌   | 1024/1563 [01:12<00:38, 14.07it/s]
 66%|██████▌   | 1026/1563 [01:12<00:38, 14.12it/s]
 66%|██████▌   | 1028/1563 [01:13<00:38, 14.07it/s]
 66%|██████▌   | 1030/1563 [01:13<00:37, 14.11it/s]
 66%|██████▌   | 1032/1563 [01:13<00:37, 14.06it/s]
 66%|██████▌   | 1034/1563 [01:13<00:37, 14.11it/s]
 66%|██████▋   | 1036/1563 [01:13<00:37, 14.13it/s]
 66%|██████▋   | 1038/1563 [01:13<00:37, 14.09it/s]
 67%|██████▋   | 1040/1563 [01:13<00:37, 14.11it/s]
 67%|██████▋   | 1042/1563 [01:14<00:37, 14.00it/s]
 67%|██████▋   | 1044/1563 [01:14<00:36, 14.03it/s]
 67%|██████▋   | 1046/1563 [01:14<00:36, 14.05it/s]
 67%|██████▋   | 1048/1563 [01:14<00:36, 14.04it/s]
 67%|██████▋   | 1050/1563 [01:14<00:36, 14.07it/s]
 67%|██████▋   | 1052/1563 [01:14<00:36, 14.08it/s]
 67%|██████▋   | 1054/1563 [01:14<00:36, 14.04it/s]
 68%|██████▊   | 1056/1563 [01:15<00:35, 14.10it/s]
 68%|██████▊   | 1058/1563 [01:15<00:35, 14.08it/s]
 68%|██████▊   | 1060/1563 [01:15<00:35, 14.03it/s]
 68%|██████▊   | 1062/1563 [01:15<00:35, 14.07it/s]
 68%|██████▊   | 1064/1563 [01:15<00:35, 14.05it/s]
 68%|██████▊   | 1066/1563 [01:15<00:35, 14.07it/s]
 68%|██████▊   | 1068/1563 [01:15<00:35, 14.05it/s]
 68%|██████▊   | 1070/1563 [01:16<00:35, 14.07it/s]
 69%|██████▊   | 1072/1563 [01:16<00:34, 14.11it/s]
 69%|██████▊   | 1074/1563 [01:16<00:34, 14.07it/s]
 69%|██████▉   | 1076/1563 [01:16<00:34, 14.06it/s]
 69%|██████▉   | 1078/1563 [01:16<00:34, 13.99it/s]
 69%|██████▉   | 1080/1563 [01:16<00:34, 14.06it/s]
 69%|██████▉   | 1082/1563 [01:16<00:34, 14.04it/s]
 69%|██████▉   | 1084/1563 [01:17<00:34, 14.04it/s]
 69%|██████▉   | 1086/1563 [01:17<00:34, 14.02it/s]
 70%|██████▉   | 1088/1563 [01:17<00:33, 14.02it/s]
 70%|██████▉   | 1090/1563 [01:17<00:33, 13.98it/s]
 70%|██████▉   | 1092/1563 [01:17<00:33, 13.98it/s]
 70%|██████▉   | 1094/1563 [01:17<00:33, 14.01it/s]
 70%|███████   | 1096/1563 [01:17<00:33, 14.02it/s]
 70%|███████   | 1098/1563 [01:18<00:33, 14.01it/s]
 70%|███████   | 1100/1563 [01:18<00:33, 14.00it/s]
 71%|███████   | 1102/1563 [01:18<00:32, 14.05it/s]
 71%|███████   | 1104/1563 [01:18<00:32, 14.07it/s]
 71%|███████   | 1106/1563 [01:18<00:32, 14.09it/s]
 71%|███████   | 1108/1563 [01:18<00:32, 14.10it/s]
 71%|███████   | 1110/1563 [01:18<00:32, 14.13it/s]
 71%|███████   | 1112/1563 [01:19<00:32, 14.05it/s]
 71%|███████▏  | 1114/1563 [01:19<00:31, 14.05it/s]
 71%|███████▏  | 1116/1563 [01:19<00:31, 14.09it/s]
 72%|███████▏  | 1118/1563 [01:19<00:31, 14.05it/s]
 72%|███████▏  | 1120/1563 [01:19<00:31, 14.06it/s]
 72%|███████▏  | 1122/1563 [01:19<00:31, 13.99it/s]
 72%|███████▏  | 1124/1563 [01:19<00:31, 14.01it/s]
 72%|███████▏  | 1126/1563 [01:20<00:31, 14.03it/s]
 72%|███████▏  | 1128/1563 [01:20<00:30, 14.05it/s]
 72%|███████▏  | 1130/1563 [01:20<00:30, 14.11it/s]
 72%|███████▏  | 1132/1563 [01:20<00:30, 14.08it/s]
 73%|███████▎  | 1134/1563 [01:20<00:30, 14.01it/s]
 73%|███████▎  | 1136/1563 [01:20<00:30, 14.06it/s]
 73%|███████▎  | 1138/1563 [01:20<00:30, 14.05it/s]
 73%|███████▎  | 1140/1563 [01:21<00:30, 14.01it/s]
 73%|███████▎  | 1142/1563 [01:21<00:29, 14.07it/s]
 73%|███████▎  | 1144/1563 [01:21<00:29, 14.08it/s]
 73%|███████▎  | 1146/1563 [01:21<00:29, 14.07it/s]
 73%|███████▎  | 1148/1563 [01:21<00:29, 14.09it/s]
 74%|███████▎  | 1150/1563 [01:21<00:29, 14.05it/s]
 74%|███████▎  | 1152/1563 [01:21<00:29, 14.03it/s]
 74%|███████▍  | 1154/1563 [01:22<00:29, 14.05it/s]
 74%|███████▍  | 1156/1563 [01:22<00:28, 14.12it/s]
 74%|███████▍  | 1158/1563 [01:22<00:28, 14.09it/s]
 74%|███████▍  | 1160/1563 [01:22<00:28, 14.08it/s]
 74%|███████▍  | 1162/1563 [01:22<00:28, 14.07it/s]
 74%|███████▍  | 1164/1563 [01:22<00:28, 14.06it/s]
 75%|███████▍  | 1166/1563 [01:22<00:28, 14.01it/s]
 75%|███████▍  | 1168/1563 [01:23<00:28, 14.04it/s]
 75%|███████▍  | 1170/1563 [01:23<00:27, 14.04it/s]
 75%|███████▍  | 1172/1563 [01:23<00:27, 14.02it/s]
 75%|███████▌  | 1174/1563 [01:23<00:27, 14.06it/s]
 75%|███████▌  | 1176/1563 [01:23<00:27, 14.03it/s]
 75%|███████▌  | 1178/1563 [01:23<00:27, 14.04it/s]
 75%|███████▌  | 1180/1563 [01:23<00:27, 14.06it/s]
 76%|███████▌  | 1182/1563 [01:24<00:27, 14.07it/s]
 76%|███████▌  | 1184/1563 [01:24<00:26, 14.14it/s]
 76%|███████▌  | 1186/1563 [01:24<00:26, 14.13it/s]
 76%|███████▌  | 1188/1563 [01:24<00:26, 14.11it/s]
 76%|███████▌  | 1190/1563 [01:24<00:26, 14.08it/s]
 76%|███████▋  | 1192/1563 [01:24<00:26, 14.09it/s]
 76%|███████▋  | 1194/1563 [01:24<00:26, 14.07it/s]
 77%|███████▋  | 1196/1563 [01:25<00:26, 14.09it/s]
 77%|███████▋  | 1198/1563 [01:25<00:25, 14.08it/s]
 77%|███████▋  | 1200/1563 [01:25<00:25, 14.14it/s]
 77%|███████▋  | 1202/1563 [01:25<00:25, 14.06it/s]
 77%|███████▋  | 1204/1563 [01:25<00:25, 14.06it/s]
 77%|███████▋  | 1206/1563 [01:25<00:25, 14.06it/s]
 77%|███████▋  | 1208/1563 [01:25<00:25, 14.10it/s]
 77%|███████▋  | 1210/1563 [01:26<00:25, 14.07it/s]
 78%|███████▊  | 1212/1563 [01:26<00:24, 14.10it/s]
 78%|███████▊  | 1214/1563 [01:26<00:24, 14.09it/s]
 78%|███████▊  | 1216/1563 [01:26<00:24, 14.08it/s]
 78%|███████▊  | 1218/1563 [01:26<00:24, 14.08it/s]
 78%|███████▊  | 1220/1563 [01:26<00:24, 14.09it/s]
 78%|███████▊  | 1222/1563 [01:26<00:24, 14.08it/s]
 78%|███████▊  | 1224/1563 [01:27<00:24, 14.07it/s]
 78%|███████▊  | 1226/1563 [01:27<00:23, 14.06it/s]
 79%|███████▊  | 1228/1563 [01:27<00:23, 14.13it/s]
 79%|███████▊  | 1230/1563 [01:27<00:23, 14.15it/s]
 79%|███████▉  | 1232/1563 [01:27<00:23, 14.09it/s]
 79%|███████▉  | 1234/1563 [01:27<00:23, 14.04it/s]
 79%|███████▉  | 1236/1563 [01:27<00:23, 14.08it/s]
 79%|███████▉  | 1238/1563 [01:28<00:23, 14.07it/s]
 79%|███████▉  | 1240/1563 [01:28<00:22, 14.10it/s]
 79%|███████▉  | 1242/1563 [01:28<00:22, 14.07it/s]
 80%|███████▉  | 1244/1563 [01:28<00:22, 14.08it/s]
 80%|███████▉  | 1246/1563 [01:28<00:22, 14.07it/s]
 80%|███████▉  | 1248/1563 [01:28<00:22, 14.08it/s]
 80%|███████▉  | 1250/1563 [01:28<00:22, 14.09it/s]
 80%|████████  | 1252/1563 [01:29<00:22, 14.09it/s]
 80%|████████  | 1254/1563 [01:29<00:21, 14.08it/s]
 80%|████████  | 1256/1563 [01:29<00:21, 14.08it/s]
 80%|████████  | 1258/1563 [01:29<00:21, 14.07it/s]
 81%|████████  | 1260/1563 [01:29<00:21, 14.11it/s]
 81%|████████  | 1262/1563 [01:29<00:21, 14.08it/s]
 81%|████████  | 1264/1563 [01:29<00:21, 14.05it/s]
 81%|████████  | 1266/1563 [01:30<00:21, 14.01it/s]
 81%|████████  | 1268/1563 [01:30<00:21, 14.03it/s]
 81%|████████▏ | 1270/1563 [01:30<00:20, 14.03it/s]
 81%|████████▏ | 1272/1563 [01:30<00:20, 14.07it/s]
 82%|████████▏ | 1274/1563 [01:30<00:20, 14.05it/s]
 82%|████████▏ | 1276/1563 [01:30<00:20, 14.02it/s]
 82%|████████▏ | 1278/1563 [01:30<00:20, 14.10it/s]
 82%|████████▏ | 1280/1563 [01:31<00:20, 14.05it/s]
 82%|████████▏ | 1282/1563 [01:31<00:20, 14.02it/s]
 82%|████████▏ | 1284/1563 [01:31<00:19, 14.03it/s]
 82%|████████▏ | 1286/1563 [01:31<00:19, 14.05it/s]
 82%|████████▏ | 1288/1563 [01:31<00:19, 14.07it/s]
 83%|████████▎ | 1290/1563 [01:31<00:19, 14.08it/s]
 83%|████████▎ | 1292/1563 [01:31<00:19, 14.07it/s]
 83%|████████▎ | 1294/1563 [01:32<00:19, 14.05it/s]
 83%|████████▎ | 1296/1563 [01:32<00:18, 14.07it/s]
 83%|████████▎ | 1298/1563 [01:32<00:18, 14.02it/s]
 83%|████████▎ | 1300/1563 [01:32<00:18, 14.10it/s]
 83%|████████▎ | 1302/1563 [01:32<00:18, 14.09it/s]
 83%|████████▎ | 1304/1563 [01:32<00:18, 14.07it/s]
 84%|████████▎ | 1306/1563 [01:32<00:18, 14.06it/s]
 84%|████████▎ | 1308/1563 [01:33<00:18, 14.03it/s]
 84%|████████▍ | 1310/1563 [01:33<00:17, 14.07it/s]
 84%|████████▍ | 1312/1563 [01:33<00:17, 14.06it/s]
 84%|████████▍ | 1314/1563 [01:33<00:17, 14.09it/s]
 84%|████████▍ | 1316/1563 [01:33<00:17, 14.12it/s]
 84%|████████▍ | 1318/1563 [01:33<00:17, 14.09it/s]
 84%|████████▍ | 1320/1563 [01:33<00:17, 14.06it/s]
 85%|████████▍ | 1322/1563 [01:34<00:17, 14.08it/s]
 85%|████████▍ | 1324/1563 [01:34<00:16, 14.14it/s]
 85%|████████▍ | 1326/1563 [01:34<00:16, 14.11it/s]
 85%|████████▍ | 1328/1563 [01:34<00:16, 14.13it/s]
 85%|████████▌ | 1330/1563 [01:34<00:16, 14.10it/s]
 85%|████████▌ | 1332/1563 [01:34<00:16, 14.09it/s]
 85%|████████▌ | 1334/1563 [01:34<00:16, 14.09it/s]
 85%|████████▌ | 1336/1563 [01:35<00:16, 14.10it/s]
 86%|████████▌ | 1338/1563 [01:35<00:15, 14.06it/s]
 86%|████████▌ | 1340/1563 [01:35<00:15, 14.09it/s]
 86%|████████▌ | 1342/1563 [01:35<00:15, 14.10it/s]
 86%|████████▌ | 1344/1563 [01:35<00:15, 14.09it/s]
 86%|████████▌ | 1346/1563 [01:35<00:15, 14.08it/s]
 86%|████████▌ | 1348/1563 [01:35<00:15, 14.08it/s]
 86%|████████▋ | 1350/1563 [01:36<00:15, 14.04it/s]
 87%|████████▋ | 1352/1563 [01:36<00:14, 14.07it/s]
 87%|████████▋ | 1354/1563 [01:36<00:14, 14.12it/s]
 87%|████████▋ | 1356/1563 [01:36<00:14, 14.11it/s]
 87%|████████▋ | 1358/1563 [01:36<00:14, 14.13it/s]
 87%|████████▋ | 1360/1563 [01:36<00:14, 14.04it/s]
 87%|████████▋ | 1362/1563 [01:36<00:14, 14.12it/s]
 87%|████████▋ | 1364/1563 [01:37<00:14, 14.06it/s]
 87%|████████▋ | 1366/1563 [01:37<00:14, 14.03it/s]
 88%|████████▊ | 1368/1563 [01:37<00:13, 14.05it/s]
 88%|████████▊ | 1370/1563 [01:37<00:13, 14.01it/s]
 88%|████████▊ | 1372/1563 [01:37<00:13, 14.02it/s]
 88%|████████▊ | 1374/1563 [01:37<00:13, 14.06it/s]
 88%|████████▊ | 1376/1563 [01:37<00:13, 14.08it/s]
 88%|████████▊ | 1378/1563 [01:38<00:13, 14.09it/s]
 88%|████████▊ | 1380/1563 [01:38<00:12, 14.16it/s]
 88%|████████▊ | 1382/1563 [01:38<00:12, 14.14it/s]
 89%|████████▊ | 1384/1563 [01:38<00:12, 14.13it/s]
 89%|████████▊ | 1386/1563 [01:38<00:12, 14.08it/s]
 89%|████████▉ | 1388/1563 [01:38<00:12, 14.09it/s]
 89%|████████▉ | 1390/1563 [01:38<00:12, 14.06it/s]
 89%|████████▉ | 1392/1563 [01:39<00:12, 14.08it/s]
 89%|████████▉ | 1394/1563 [01:39<00:11, 14.12it/s]
 89%|████████▉ | 1396/1563 [01:39<00:11, 14.09it/s]
 89%|████████▉ | 1398/1563 [01:39<00:11, 14.15it/s]
 90%|████████▉ | 1400/1563 [01:39<00:11, 14.12it/s]
 90%|████████▉ | 1402/1563 [01:39<00:11, 14.12it/s]
 90%|████████▉ | 1404/1563 [01:39<00:11, 14.07it/s]
 90%|████████▉ | 1406/1563 [01:39<00:11, 14.04it/s]
 90%|█████████ | 1408/1563 [01:40<00:11, 14.05it/s]
 90%|█████████ | 1410/1563 [01:40<00:10, 14.01it/s]
 90%|█████████ | 1412/1563 [01:40<00:10, 13.98it/s]
 90%|█████████ | 1414/1563 [01:40<00:10, 14.05it/s]
 91%|█████████ | 1416/1563 [01:40<00:10, 14.05it/s]
 91%|█████████ | 1418/1563 [01:40<00:10, 14.09it/s]
 91%|█████████ | 1420/1563 [01:40<00:10, 14.06it/s]
 91%|█████████ | 1422/1563 [01:41<00:10, 14.08it/s]
 91%|█████████ | 1424/1563 [01:41<00:09, 14.07it/s]
 91%|█████████ | 1426/1563 [01:41<00:09, 14.05it/s]
 91%|█████████▏| 1428/1563 [01:41<00:09, 14.05it/s]
 91%|█████████▏| 1430/1563 [01:41<00:09, 14.07it/s]
 92%|█████████▏| 1432/1563 [01:41<00:09, 14.07it/s]
 92%|█████████▏| 1434/1563 [01:41<00:09, 14.08it/s]
 92%|█████████▏| 1436/1563 [01:42<00:09, 14.08it/s]
 92%|█████████▏| 1438/1563 [01:42<00:08, 14.06it/s]
 92%|█████████▏| 1440/1563 [01:42<00:08, 14.06it/s]
 92%|█████████▏| 1442/1563 [01:42<00:08, 14.05it/s]
 92%|█████████▏| 1444/1563 [01:42<00:08, 14.06it/s]
 93%|█████████▎| 1446/1563 [01:42<00:08, 14.07it/s]
 93%|█████████▎| 1448/1563 [01:42<00:08, 14.06it/s]
 93%|█████████▎| 1450/1563 [01:43<00:08, 14.07it/s]
 93%|█████████▎| 1452/1563 [01:43<00:07, 14.03it/s]
 93%|█████████▎| 1454/1563 [01:43<00:07, 14.05it/s]
 93%|█████████▎| 1456/1563 [01:43<00:07, 14.06it/s]
 93%|█████████▎| 1458/1563 [01:43<00:07, 14.00it/s]
 93%|█████████▎| 1460/1563 [01:43<00:07, 14.04it/s]
 94%|█████████▎| 1462/1563 [01:43<00:07, 14.07it/s]
 94%|█████████▎| 1464/1563 [01:44<00:07, 14.03it/s]
 94%|█████████▍| 1466/1563 [01:44<00:06, 14.03it/s]
 94%|█████████▍| 1468/1563 [01:44<00:06, 14.05it/s]
 94%|█████████▍| 1470/1563 [01:44<00:06, 14.08it/s]
 94%|█████████▍| 1472/1563 [01:44<00:06, 14.05it/s]
 94%|█████████▍| 1474/1563 [01:44<00:06, 14.09it/s]
 94%|█████████▍| 1476/1563 [01:44<00:06, 14.08it/s]
 95%|█████████▍| 1478/1563 [01:45<00:06, 14.07it/s]
 95%|█████████▍| 1480/1563 [01:45<00:05, 14.12it/s]
 95%|█████████▍| 1482/1563 [01:45<00:05, 14.10it/s]
 95%|█████████▍| 1484/1563 [01:45<00:05, 14.09it/s]
 95%|█████████▌| 1486/1563 [01:45<00:05, 14.06it/s]
 95%|█████████▌| 1488/1563 [01:45<00:05, 14.02it/s]
 95%|█████████▌| 1490/1563 [01:45<00:05, 14.02it/s]
 95%|█████████▌| 1492/1563 [01:46<00:05, 14.09it/s]
 96%|█████████▌| 1494/1563 [01:46<00:04, 14.16it/s]
 96%|█████████▌| 1496/1563 [01:46<00:04, 14.12it/s]
 96%|█████████▌| 1498/1563 [01:46<00:04, 14.07it/s]
 96%|█████████▌| 1500/1563 [01:46<00:04, 14.06it/s]
 96%|█████████▌| 1502/1563 [01:46<00:04, 14.08it/s]
 96%|█████████▌| 1504/1563 [01:46<00:04, 14.07it/s]
 96%|█████████▋| 1506/1563 [01:47<00:04, 14.06it/s]
 96%|█████████▋| 1508/1563 [01:47<00:03, 14.06it/s]
 97%|█████████▋| 1510/1563 [01:47<00:03, 14.05it/s]
 97%|█████████▋| 1512/1563 [01:47<00:03, 14.05it/s]
 97%|█████████▋| 1514/1563 [01:47<00:03, 14.12it/s]
 97%|█████████▋| 1516/1563 [01:47<00:03, 14.09it/s]
 97%|█████████▋| 1518/1563 [01:47<00:03, 14.05it/s]
 97%|█████████▋| 1520/1563 [01:48<00:03, 13.94it/s]
 97%|█████████▋| 1522/1563 [01:48<00:02, 13.93it/s]
 98%|█████████▊| 1524/1563 [01:48<00:02, 13.96it/s]
 98%|█████████▊| 1526/1563 [01:48<00:02, 13.98it/s]
 98%|█████████▊| 1528/1563 [01:48<00:02, 14.04it/s]
 98%|█████████▊| 1530/1563 [01:48<00:02, 13.98it/s]
 98%|█████████▊| 1532/1563 [01:48<00:02, 14.03it/s]
 98%|█████████▊| 1534/1563 [01:49<00:02, 14.02it/s]
 98%|█████████▊| 1536/1563 [01:49<00:01, 14.05it/s]
 98%|█████████▊| 1538/1563 [01:49<00:01, 14.03it/s]
 99%|█████████▊| 1540/1563 [01:49<00:01, 14.03it/s]
 99%|█████████▊| 1542/1563 [01:49<00:01, 14.06it/s]
 99%|█████████▉| 1544/1563 [01:49<00:01, 14.02it/s]
 99%|█████████▉| 1546/1563 [01:49<00:01, 14.03it/s]
 99%|█████████▉| 1548/1563 [01:50<00:01, 14.03it/s]
 99%|█████████▉| 1550/1563 [01:50<00:00, 14.01it/s]
 99%|█████████▉| 1552/1563 [01:50<00:00, 14.01it/s]
 99%|█████████▉| 1554/1563 [01:50<00:00, 14.06it/s]
100%|█████████▉| 1556/1563 [01:50<00:00, 14.04it/s]
100%|█████████▉| 1558/1563 [01:50<00:00, 14.07it/s]
100%|█████████▉| 1560/1563 [01:50<00:00, 14.12it/s]
100%|█████████▉| 1562/1563 [01:51<00:00, 14.10it/s]
100%|██████████| 1563/1563 [01:51<00:00, 14.06it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  2%|▏         | 3/157 [00:00<00:07, 21.12it/s]
  4%|▍         | 6/157 [00:00<00:07, 21.20it/s]
  6%|▌         | 9/157 [00:00<00:07, 21.04it/s]
  8%|▊         | 12/157 [00:00<00:06, 21.03it/s]
 10%|▉         | 15/157 [00:00<00:06, 21.07it/s]
 11%|█▏        | 18/157 [00:00<00:06, 21.08it/s]
 13%|█▎        | 21/157 [00:00<00:06, 21.11it/s]
 15%|█▌        | 24/157 [00:01<00:06, 21.14it/s]
 17%|█▋        | 27/157 [00:01<00:06, 21.25it/s]
 19%|█▉        | 30/157 [00:01<00:05, 21.30it/s]
 21%|██        | 33/157 [00:01<00:05, 21.35it/s]
 23%|██▎       | 36/157 [00:01<00:05, 21.34it/s]
 25%|██▍       | 39/157 [00:01<00:05, 21.16it/s]
 27%|██▋       | 42/157 [00:01<00:05, 21.09it/s]
 29%|██▊       | 45/157 [00:02<00:05, 20.83it/s]
 31%|███       | 48/157 [00:02<00:05, 20.80it/s]
 32%|███▏      | 51/157 [00:02<00:05, 20.77it/s]
 34%|███▍      | 54/157 [00:02<00:04, 20.73it/s]
 36%|███▋      | 57/157 [00:02<00:04, 20.76it/s]
 38%|███▊      | 60/157 [00:02<00:04, 20.76it/s]
 40%|████      | 63/157 [00:03<00:04, 20.77it/s]
 42%|████▏     | 66/157 [00:03<00:04, 20.74it/s]
 44%|████▍     | 69/157 [00:03<00:04, 20.69it/s]
 46%|████▌     | 72/157 [00:03<00:04, 20.71it/s]
 48%|████▊     | 75/157 [00:03<00:03, 20.71it/s]
 50%|████▉     | 78/157 [00:03<00:03, 20.64it/s]
 52%|█████▏    | 81/157 [00:03<00:03, 20.59it/s]
 54%|█████▎    | 84/157 [00:04<00:03, 20.59it/s]
 55%|█████▌    | 87/157 [00:04<00:03, 20.49it/s]
 57%|█████▋    | 90/157 [00:04<00:03, 20.50it/s]
 59%|█████▉    | 93/157 [00:04<00:03, 20.60it/s]
 61%|██████    | 96/157 [00:04<00:02, 20.70it/s]
 63%|██████▎   | 99/157 [00:04<00:02, 20.75it/s]
 65%|██████▍   | 102/157 [00:04<00:02, 20.76it/s]
 67%|██████▋   | 105/157 [00:05<00:02, 20.70it/s]
 69%|██████▉   | 108/157 [00:05<00:02, 20.65it/s]
 71%|███████   | 111/157 [00:05<00:02, 20.68it/s]
 73%|███████▎  | 114/157 [00:05<00:02, 20.67it/s]
 75%|███████▍  | 117/157 [00:05<00:01, 20.61it/s]
 76%|███████▋  | 120/157 [00:05<00:01, 20.58it/s]
 78%|███████▊  | 123/157 [00:05<00:01, 20.61it/s]
 80%|████████  | 126/157 [00:06<00:01, 20.53it/s]
 82%|████████▏ | 129/157 [00:06<00:01, 20.52it/s]
 84%|████████▍ | 132/157 [00:06<00:01, 20.52it/s]
 86%|████████▌ | 135/157 [00:06<00:01, 20.51it/s]
 88%|████████▊ | 138/157 [00:06<00:00, 20.55it/s]
 90%|████████▉ | 141/157 [00:06<00:00, 20.52it/s]
 92%|█████████▏| 144/157 [00:06<00:00, 20.44it/s]
 94%|█████████▎| 147/157 [00:07<00:00, 20.42it/s]
 96%|█████████▌| 150/157 [00:07<00:00, 20.47it/s]
 97%|█████████▋| 153/157 [00:07<00:00, 20.52it/s]
 99%|█████████▉| 156/157 [00:07<00:00, 20.55it/s]
100%|██████████| 157/157 [00:07<00:00, 20.83it/s]
Epoch: 8 	Training Loss: 0.169520 	Training Accuracy: 0.957320 	Validation Loss: 1.402531 	Validation Accuracy: 0.702800

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:03, 12.67it/s]
  0%|          | 4/1563 [00:00<02:00, 12.93it/s]
  0%|          | 6/1563 [00:00<01:57, 13.25it/s]
  1%|          | 8/1563 [00:00<01:54, 13.52it/s]
  1%|          | 10/1563 [00:00<01:53, 13.70it/s]
  1%|          | 12/1563 [00:00<01:52, 13.82it/s]
  1%|          | 14/1563 [00:01<01:51, 13.86it/s]
  1%|          | 16/1563 [00:01<01:50, 13.96it/s]
  1%|          | 18/1563 [00:01<01:50, 13.99it/s]
  1%|▏         | 20/1563 [00:01<01:50, 14.02it/s]
  1%|▏         | 22/1563 [00:01<01:49, 14.08it/s]
  2%|▏         | 24/1563 [00:01<01:49, 14.05it/s]
  2%|▏         | 26/1563 [00:01<01:49, 14.10it/s]
  2%|▏         | 28/1563 [00:02<01:49, 14.08it/s]
  2%|▏         | 30/1563 [00:02<01:48, 14.07it/s]
  2%|▏         | 32/1563 [00:02<01:48, 14.06it/s]
  2%|▏         | 34/1563 [00:02<01:48, 14.09it/s]
  2%|▏         | 36/1563 [00:02<01:48, 14.09it/s]
  2%|▏         | 38/1563 [00:02<01:48, 14.07it/s]
  3%|▎         | 40/1563 [00:02<01:48, 14.05it/s]
  3%|▎         | 42/1563 [00:03<01:48, 14.05it/s]
  3%|▎         | 44/1563 [00:03<01:47, 14.07it/s]
  3%|▎         | 46/1563 [00:03<01:47, 14.08it/s]
  3%|▎         | 48/1563 [00:03<01:47, 14.07it/s]
  3%|▎         | 50/1563 [00:03<01:47, 14.10it/s]
  3%|▎         | 52/1563 [00:03<01:46, 14.12it/s]
  3%|▎         | 54/1563 [00:03<01:46, 14.11it/s]
  4%|▎         | 56/1563 [00:04<01:46, 14.13it/s]
  4%|▎         | 58/1563 [00:04<01:46, 14.09it/s]
  4%|▍         | 60/1563 [00:04<01:46, 14.10it/s]
  4%|▍         | 62/1563 [00:04<01:46, 14.08it/s]
  4%|▍         | 64/1563 [00:04<01:46, 14.13it/s]
  4%|▍         | 66/1563 [00:04<01:46, 14.02it/s]
  4%|▍         | 68/1563 [00:04<01:46, 14.06it/s]
  4%|▍         | 70/1563 [00:05<01:45, 14.10it/s]
  5%|▍         | 72/1563 [00:05<01:46, 14.06it/s]
  5%|▍         | 74/1563 [00:05<01:45, 14.10it/s]
  5%|▍         | 76/1563 [00:05<01:45, 14.04it/s]
  5%|▍         | 78/1563 [00:05<01:45, 14.08it/s]
  5%|▌         | 80/1563 [00:05<01:45, 14.11it/s]
  5%|▌         | 82/1563 [00:05<01:44, 14.14it/s]
  5%|▌         | 84/1563 [00:05<01:44, 14.17it/s]
  6%|▌         | 86/1563 [00:06<01:44, 14.13it/s]
  6%|▌         | 88/1563 [00:06<01:44, 14.10it/s]
  6%|▌         | 90/1563 [00:06<01:44, 14.07it/s]
  6%|▌         | 92/1563 [00:06<01:44, 14.09it/s]
  6%|▌         | 94/1563 [00:06<01:44, 14.07it/s]
  6%|▌         | 96/1563 [00:06<01:44, 14.07it/s]
  6%|▋         | 98/1563 [00:06<01:44, 14.06it/s]
  6%|▋         | 100/1563 [00:07<01:43, 14.12it/s]
  7%|▋         | 102/1563 [00:07<01:43, 14.09it/s]
  7%|▋         | 104/1563 [00:07<01:43, 14.04it/s]
  7%|▋         | 106/1563 [00:07<01:43, 14.14it/s]
  7%|▋         | 108/1563 [00:07<01:43, 14.12it/s]
  7%|▋         | 110/1563 [00:07<01:42, 14.16it/s]
  7%|▋         | 112/1563 [00:07<01:42, 14.20it/s]
  7%|▋         | 114/1563 [00:08<01:42, 14.18it/s]
  7%|▋         | 116/1563 [00:08<01:42, 14.15it/s]
  8%|▊         | 118/1563 [00:08<01:42, 14.08it/s]
  8%|▊         | 120/1563 [00:08<01:42, 14.05it/s]
  8%|▊         | 122/1563 [00:08<01:42, 14.03it/s]
  8%|▊         | 124/1563 [00:08<01:42, 14.05it/s]
  8%|▊         | 126/1563 [00:08<01:42, 14.07it/s]
  8%|▊         | 128/1563 [00:09<01:42, 14.05it/s]
  8%|▊         | 130/1563 [00:09<01:41, 14.05it/s]
  8%|▊         | 132/1563 [00:09<01:41, 14.07it/s]
  9%|▊         | 134/1563 [00:09<01:41, 14.04it/s]
  9%|▊         | 136/1563 [00:09<01:41, 14.05it/s]
  9%|▉         | 138/1563 [00:09<01:41, 14.03it/s]
  9%|▉         | 140/1563 [00:09<01:41, 14.01it/s]
  9%|▉         | 142/1563 [00:10<01:41, 14.01it/s]
  9%|▉         | 144/1563 [00:10<01:41, 13.99it/s]
  9%|▉         | 146/1563 [00:10<01:41, 14.00it/s]
  9%|▉         | 148/1563 [00:10<01:40, 14.05it/s]
 10%|▉         | 150/1563 [00:10<01:40, 14.08it/s]
 10%|▉         | 152/1563 [00:10<01:40, 14.07it/s]
 10%|▉         | 154/1563 [00:10<01:40, 14.03it/s]
 10%|▉         | 156/1563 [00:11<01:39, 14.08it/s]
 10%|█         | 158/1563 [00:11<01:39, 14.07it/s]
 10%|█         | 160/1563 [00:11<01:39, 14.07it/s]
 10%|█         | 162/1563 [00:11<01:39, 14.10it/s]
 10%|█         | 164/1563 [00:11<01:39, 14.09it/s]
 11%|█         | 166/1563 [00:11<01:39, 14.09it/s]
 11%|█         | 168/1563 [00:11<01:39, 14.04it/s]
 11%|█         | 170/1563 [00:12<01:39, 14.05it/s]
 11%|█         | 172/1563 [00:12<01:39, 14.04it/s]
 11%|█         | 174/1563 [00:12<01:39, 14.03it/s]
 11%|█▏        | 176/1563 [00:12<01:38, 14.06it/s]
 11%|█▏        | 178/1563 [00:12<01:38, 14.09it/s]
 12%|█▏        | 180/1563 [00:12<01:38, 14.09it/s]
 12%|█▏        | 182/1563 [00:12<01:38, 14.03it/s]
 12%|█▏        | 184/1563 [00:13<01:38, 14.05it/s]
 12%|█▏        | 186/1563 [00:13<01:37, 14.06it/s]
 12%|█▏        | 188/1563 [00:13<01:37, 14.11it/s]
 12%|█▏        | 190/1563 [00:13<01:37, 14.09it/s]
 12%|█▏        | 192/1563 [00:13<01:37, 14.07it/s]
 12%|█▏        | 194/1563 [00:13<01:36, 14.12it/s]
 13%|█▎        | 196/1563 [00:13<01:36, 14.10it/s]
 13%|█▎        | 198/1563 [00:14<01:36, 14.13it/s]
 13%|█▎        | 200/1563 [00:14<01:36, 14.10it/s]
 13%|█▎        | 202/1563 [00:14<01:36, 14.12it/s]
 13%|█▎        | 204/1563 [00:14<01:36, 14.14it/s]
 13%|█▎        | 206/1563 [00:14<01:36, 14.10it/s]
 13%|█▎        | 208/1563 [00:14<01:35, 14.14it/s]
 13%|█▎        | 210/1563 [00:14<01:36, 14.05it/s]
 14%|█▎        | 212/1563 [00:15<01:36, 14.07it/s]
 14%|█▎        | 214/1563 [00:15<01:35, 14.14it/s]
 14%|█▍        | 216/1563 [00:15<01:35, 14.09it/s]
 14%|█▍        | 218/1563 [00:15<01:35, 14.12it/s]
 14%|█▍        | 220/1563 [00:15<01:35, 14.10it/s]
 14%|█▍        | 222/1563 [00:15<01:35, 14.06it/s]
 14%|█▍        | 224/1563 [00:15<01:35, 14.04it/s]
 14%|█▍        | 226/1563 [00:16<01:35, 13.99it/s]
 15%|█▍        | 228/1563 [00:16<01:35, 14.00it/s]
 15%|█▍        | 230/1563 [00:16<01:35, 14.02it/s]
 15%|█▍        | 232/1563 [00:16<01:34, 14.02it/s]
 15%|█▍        | 234/1563 [00:16<01:34, 14.02it/s]
 15%|█▌        | 236/1563 [00:16<01:34, 14.03it/s]
 15%|█▌        | 238/1563 [00:16<01:34, 14.03it/s]
 15%|█▌        | 240/1563 [00:17<01:34, 14.06it/s]
 15%|█▌        | 242/1563 [00:17<01:33, 14.11it/s]
 16%|█▌        | 244/1563 [00:17<01:33, 14.12it/s]
 16%|█▌        | 246/1563 [00:17<01:33, 14.13it/s]
 16%|█▌        | 248/1563 [00:17<01:32, 14.21it/s]
 16%|█▌        | 250/1563 [00:17<01:32, 14.20it/s]
 16%|█▌        | 252/1563 [00:17<01:32, 14.19it/s]
 16%|█▋        | 254/1563 [00:18<01:32, 14.11it/s]
 16%|█▋        | 256/1563 [00:18<01:32, 14.11it/s]
 17%|█▋        | 258/1563 [00:18<01:32, 14.16it/s]
 17%|█▋        | 260/1563 [00:18<01:32, 14.10it/s]
 17%|█▋        | 262/1563 [00:18<01:32, 14.13it/s]
 17%|█▋        | 264/1563 [00:18<01:32, 14.12it/s]
 17%|█▋        | 266/1563 [00:18<01:32, 14.03it/s]
 17%|█▋        | 268/1563 [00:19<01:32, 14.03it/s]
 17%|█▋        | 270/1563 [00:19<01:31, 14.11it/s]
 17%|█▋        | 272/1563 [00:19<01:31, 14.07it/s]
 18%|█▊        | 274/1563 [00:19<01:31, 14.11it/s]
 18%|█▊        | 276/1563 [00:19<01:31, 14.10it/s]
 18%|█▊        | 278/1563 [00:19<01:31, 14.10it/s]
 18%|█▊        | 280/1563 [00:19<01:31, 14.07it/s]
 18%|█▊        | 282/1563 [00:20<01:31, 14.07it/s]
 18%|█▊        | 284/1563 [00:20<01:30, 14.09it/s]
 18%|█▊        | 286/1563 [00:20<01:30, 14.08it/s]
 18%|█▊        | 288/1563 [00:20<01:30, 14.10it/s]
 19%|█▊        | 290/1563 [00:20<01:30, 14.08it/s]
 19%|█▊        | 292/1563 [00:20<01:29, 14.13it/s]
 19%|█▉        | 294/1563 [00:20<01:30, 14.08it/s]
 19%|█▉        | 296/1563 [00:21<01:29, 14.09it/s]
 19%|█▉        | 298/1563 [00:21<01:29, 14.12it/s]
 19%|█▉        | 300/1563 [00:21<01:29, 14.10it/s]
 19%|█▉        | 302/1563 [00:21<01:29, 14.14it/s]
 19%|█▉        | 304/1563 [00:21<01:29, 14.11it/s]
 20%|█▉        | 306/1563 [00:21<01:29, 14.08it/s]
 20%|█▉        | 308/1563 [00:21<01:29, 14.09it/s]
 20%|█▉        | 310/1563 [00:22<01:28, 14.09it/s]
 20%|█▉        | 312/1563 [00:22<01:28, 14.11it/s]
 20%|██        | 314/1563 [00:22<01:28, 14.13it/s]
 20%|██        | 316/1563 [00:22<01:28, 14.08it/s]
 20%|██        | 318/1563 [00:22<01:28, 14.07it/s]
 20%|██        | 320/1563 [00:22<01:28, 14.05it/s]
 21%|██        | 322/1563 [00:22<01:28, 14.08it/s]
 21%|██        | 324/1563 [00:23<01:28, 14.06it/s]
 21%|██        | 326/1563 [00:23<01:28, 14.05it/s]
 21%|██        | 328/1563 [00:23<01:27, 14.05it/s]
 21%|██        | 330/1563 [00:23<01:27, 14.13it/s]
 21%|██        | 332/1563 [00:23<01:26, 14.18it/s]
 21%|██▏       | 334/1563 [00:23<01:27, 14.12it/s]
 21%|██▏       | 336/1563 [00:23<01:26, 14.14it/s]
 22%|██▏       | 338/1563 [00:24<01:26, 14.09it/s]
 22%|██▏       | 340/1563 [00:24<01:26, 14.16it/s]
 22%|██▏       | 342/1563 [00:24<01:26, 14.07it/s]
 22%|██▏       | 344/1563 [00:24<01:26, 14.08it/s]
 22%|██▏       | 346/1563 [00:24<01:26, 14.10it/s]
 22%|██▏       | 348/1563 [00:24<01:26, 14.10it/s]
 22%|██▏       | 350/1563 [00:24<01:25, 14.12it/s]
 23%|██▎       | 352/1563 [00:25<01:25, 14.12it/s]
 23%|██▎       | 354/1563 [00:25<01:25, 14.15it/s]
 23%|██▎       | 356/1563 [00:25<01:25, 14.09it/s]
 23%|██▎       | 358/1563 [00:25<01:25, 14.09it/s]
 23%|██▎       | 360/1563 [00:25<01:25, 14.12it/s]
 23%|██▎       | 362/1563 [00:25<01:24, 14.15it/s]
 23%|██▎       | 364/1563 [00:25<01:24, 14.13it/s]
 23%|██▎       | 366/1563 [00:26<01:24, 14.13it/s]
 24%|██▎       | 368/1563 [00:26<01:24, 14.08it/s]
 24%|██▎       | 370/1563 [00:26<01:24, 14.06it/s]
 24%|██▍       | 372/1563 [00:26<01:24, 14.04it/s]
 24%|██▍       | 374/1563 [00:26<01:24, 14.04it/s]
 24%|██▍       | 376/1563 [00:26<01:24, 14.13it/s]
 24%|██▍       | 378/1563 [00:26<01:23, 14.13it/s]
 24%|██▍       | 380/1563 [00:27<01:23, 14.16it/s]
 24%|██▍       | 382/1563 [00:27<01:23, 14.15it/s]
 25%|██▍       | 384/1563 [00:27<01:23, 14.14it/s]
 25%|██▍       | 386/1563 [00:27<01:23, 14.13it/s]
 25%|██▍       | 388/1563 [00:27<01:23, 14.09it/s]
 25%|██▍       | 390/1563 [00:27<01:23, 14.13it/s]
 25%|██▌       | 392/1563 [00:27<01:23, 14.08it/s]
 25%|██▌       | 394/1563 [00:27<01:22, 14.13it/s]
 25%|██▌       | 396/1563 [00:28<01:22, 14.11it/s]
 25%|██▌       | 398/1563 [00:28<01:22, 14.06it/s]
 26%|██▌       | 400/1563 [00:28<01:22, 14.03it/s]
 26%|██▌       | 402/1563 [00:28<01:22, 14.02it/s]
 26%|██▌       | 404/1563 [00:28<01:22, 14.08it/s]
 26%|██▌       | 406/1563 [00:28<01:22, 14.05it/s]
 26%|██▌       | 408/1563 [00:28<01:22, 14.08it/s]
 26%|██▌       | 410/1563 [00:29<01:21, 14.07it/s]
 26%|██▋       | 412/1563 [00:29<01:21, 14.13it/s]
 26%|██▋       | 414/1563 [00:29<01:21, 14.14it/s]
 27%|██▋       | 416/1563 [00:29<01:21, 14.11it/s]
 27%|██▋       | 418/1563 [00:29<01:21, 14.07it/s]
 27%|██▋       | 420/1563 [00:29<01:21, 14.07it/s]
 27%|██▋       | 422/1563 [00:29<01:20, 14.11it/s]
 27%|██▋       | 424/1563 [00:30<01:20, 14.12it/s]
 27%|██▋       | 426/1563 [00:30<01:20, 14.11it/s]
 27%|██▋       | 428/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 430/1563 [00:30<01:20, 14.06it/s]
 28%|██▊       | 432/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 434/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 436/1563 [00:30<01:20, 14.08it/s]
 28%|██▊       | 438/1563 [00:31<01:19, 14.07it/s]
 28%|██▊       | 440/1563 [00:31<01:19, 14.10it/s]
 28%|██▊       | 442/1563 [00:31<01:19, 14.10it/s]
 28%|██▊       | 444/1563 [00:31<01:19, 14.14it/s]
 29%|██▊       | 446/1563 [00:31<01:19, 14.08it/s]
 29%|██▊       | 448/1563 [00:31<01:19, 14.05it/s]
 29%|██▉       | 450/1563 [00:31<01:19, 14.08it/s]
 29%|██▉       | 452/1563 [00:32<01:18, 14.12it/s]
 29%|██▉       | 454/1563 [00:32<01:18, 14.11it/s]
 29%|██▉       | 456/1563 [00:32<01:18, 14.11it/s]
 29%|██▉       | 458/1563 [00:32<01:18, 14.14it/s]
 29%|██▉       | 460/1563 [00:32<01:17, 14.16it/s]
 30%|██▉       | 462/1563 [00:32<01:18, 14.11it/s]
 30%|██▉       | 464/1563 [00:32<01:18, 14.07it/s]
 30%|██▉       | 466/1563 [00:33<01:17, 14.12it/s]
 30%|██▉       | 468/1563 [00:33<01:17, 14.10it/s]
 30%|███       | 470/1563 [00:33<01:17, 14.13it/s]
 30%|███       | 472/1563 [00:33<01:17, 14.13it/s]
 30%|███       | 474/1563 [00:33<01:17, 14.13it/s]
 30%|███       | 476/1563 [00:33<01:17, 14.10it/s]
 31%|███       | 478/1563 [00:33<01:16, 14.13it/s]
 31%|███       | 480/1563 [00:34<01:16, 14.11it/s]
 31%|███       | 482/1563 [00:34<01:16, 14.11it/s]
 31%|███       | 484/1563 [00:34<01:16, 14.11it/s]
 31%|███       | 486/1563 [00:34<01:16, 14.10it/s]
 31%|███       | 488/1563 [00:34<01:16, 14.10it/s]
 31%|███▏      | 490/1563 [00:34<01:16, 14.08it/s]
 31%|███▏      | 492/1563 [00:34<01:16, 14.08it/s]
 32%|███▏      | 494/1563 [00:35<01:16, 14.05it/s]
 32%|███▏      | 496/1563 [00:35<01:15, 14.05it/s]
 32%|███▏      | 498/1563 [00:35<01:15, 14.03it/s]
 32%|███▏      | 500/1563 [00:35<01:15, 14.06it/s]
 32%|███▏      | 502/1563 [00:35<01:15, 14.05it/s]
 32%|███▏      | 504/1563 [00:35<01:15, 14.06it/s]
 32%|███▏      | 506/1563 [00:35<01:14, 14.10it/s]
 33%|███▎      | 508/1563 [00:36<01:14, 14.08it/s]
 33%|███▎      | 510/1563 [00:36<01:14, 14.10it/s]
 33%|███▎      | 512/1563 [00:36<01:14, 14.09it/s]
 33%|███▎      | 514/1563 [00:36<01:14, 14.10it/s]
 33%|███▎      | 516/1563 [00:36<01:14, 14.11it/s]
 33%|███▎      | 518/1563 [00:36<01:14, 14.09it/s]
 33%|███▎      | 520/1563 [00:36<01:13, 14.13it/s]
 33%|███▎      | 522/1563 [00:37<01:13, 14.12it/s]
 34%|███▎      | 524/1563 [00:37<01:13, 14.09it/s]
 34%|███▎      | 526/1563 [00:37<01:13, 14.11it/s]
 34%|███▍      | 528/1563 [00:37<01:13, 14.12it/s]
 34%|███▍      | 530/1563 [00:37<01:13, 14.13it/s]
 34%|███▍      | 532/1563 [00:37<01:13, 14.10it/s]
 34%|███▍      | 534/1563 [00:37<01:12, 14.10it/s]
 34%|███▍      | 536/1563 [00:38<01:12, 14.11it/s]
 34%|███▍      | 538/1563 [00:38<01:12, 14.13it/s]
 35%|███▍      | 540/1563 [00:38<01:12, 14.15it/s]
 35%|███▍      | 542/1563 [00:38<01:12, 14.14it/s]
 35%|███▍      | 544/1563 [00:38<01:12, 14.07it/s]
 35%|███▍      | 546/1563 [00:38<01:12, 14.06it/s]
 35%|███▌      | 548/1563 [00:38<01:12, 14.06it/s]
 35%|███▌      | 550/1563 [00:39<01:12, 14.05it/s]
 35%|███▌      | 552/1563 [00:39<01:11, 14.05it/s]
 35%|███▌      | 554/1563 [00:39<01:11, 14.05it/s]
 36%|███▌      | 556/1563 [00:39<01:11, 14.05it/s]
 36%|███▌      | 558/1563 [00:39<01:11, 14.10it/s]
 36%|███▌      | 560/1563 [00:39<01:11, 14.11it/s]
 36%|███▌      | 562/1563 [00:39<01:11, 14.09it/s]
 36%|███▌      | 564/1563 [00:40<01:11, 14.06it/s]
 36%|███▌      | 566/1563 [00:40<01:10, 14.08it/s]
 36%|███▋      | 568/1563 [00:40<01:10, 14.13it/s]
 36%|███▋      | 570/1563 [00:40<01:10, 14.10it/s]
 37%|███▋      | 572/1563 [00:40<01:09, 14.19it/s]
 37%|███▋      | 574/1563 [00:40<01:10, 14.12it/s]
 37%|███▋      | 576/1563 [00:40<01:09, 14.11it/s]
 37%|███▋      | 578/1563 [00:41<01:10, 14.06it/s]
 37%|███▋      | 580/1563 [00:41<01:09, 14.12it/s]
 37%|███▋      | 582/1563 [00:41<01:09, 14.11it/s]
 37%|███▋      | 584/1563 [00:41<01:09, 14.15it/s]
 37%|███▋      | 586/1563 [00:41<01:09, 14.15it/s]
 38%|███▊      | 588/1563 [00:41<01:09, 14.11it/s]
 38%|███▊      | 590/1563 [00:41<01:08, 14.15it/s]
 38%|███▊      | 592/1563 [00:42<01:08, 14.13it/s]
 38%|███▊      | 594/1563 [00:42<01:08, 14.11it/s]
 38%|███▊      | 596/1563 [00:42<01:08, 14.08it/s]
 38%|███▊      | 598/1563 [00:42<01:08, 14.12it/s]
 38%|███▊      | 600/1563 [00:42<01:08, 14.13it/s]
 39%|███▊      | 602/1563 [00:42<01:07, 14.14it/s]
 39%|███▊      | 604/1563 [00:42<01:07, 14.16it/s]
 39%|███▉      | 606/1563 [00:43<01:07, 14.10it/s]
 39%|███▉      | 608/1563 [00:43<01:07, 14.13it/s]
 39%|███▉      | 610/1563 [00:43<01:07, 14.07it/s]
 39%|███▉      | 612/1563 [00:43<01:07, 14.07it/s]
 39%|███▉      | 614/1563 [00:43<01:07, 14.05it/s]
 39%|███▉      | 616/1563 [00:43<01:07, 14.04it/s]
 40%|███▉      | 618/1563 [00:43<01:07, 14.08it/s]
 40%|███▉      | 620/1563 [00:44<01:07, 14.07it/s]
 40%|███▉      | 622/1563 [00:44<01:06, 14.09it/s]
 40%|███▉      | 624/1563 [00:44<01:07, 13.94it/s]
 40%|████      | 626/1563 [00:44<01:07, 13.91it/s]
 40%|████      | 628/1563 [00:44<01:07, 13.91it/s]
 40%|████      | 630/1563 [00:44<01:06, 13.96it/s]
 40%|████      | 632/1563 [00:44<01:06, 14.04it/s]
 41%|████      | 634/1563 [00:45<01:05, 14.09it/s]
 41%|████      | 636/1563 [00:45<01:05, 14.07it/s]
 41%|████      | 638/1563 [00:45<01:05, 14.08it/s]
 41%|████      | 640/1563 [00:45<01:05, 14.15it/s]
 41%|████      | 642/1563 [00:45<01:05, 14.13it/s]
 41%|████      | 644/1563 [00:45<01:05, 14.12it/s]
 41%|████▏     | 646/1563 [00:45<01:04, 14.14it/s]
 41%|████▏     | 648/1563 [00:46<01:04, 14.11it/s]
 42%|████▏     | 650/1563 [00:46<01:04, 14.12it/s]
 42%|████▏     | 652/1563 [00:46<01:04, 14.15it/s]
 42%|████▏     | 654/1563 [00:46<01:04, 14.10it/s]
 42%|████▏     | 656/1563 [00:46<01:04, 14.12it/s]
 42%|████▏     | 658/1563 [00:46<01:04, 14.08it/s]
 42%|████▏     | 660/1563 [00:46<01:03, 14.13it/s]
 42%|████▏     | 662/1563 [00:47<01:03, 14.12it/s]
 42%|████▏     | 664/1563 [00:47<01:03, 14.13it/s]
 43%|████▎     | 666/1563 [00:47<01:03, 14.09it/s]
 43%|████▎     | 668/1563 [00:47<01:03, 14.05it/s]
 43%|████▎     | 670/1563 [00:47<01:03, 14.03it/s]
 43%|████▎     | 672/1563 [00:47<01:03, 14.02it/s]
 43%|████▎     | 674/1563 [00:47<01:03, 14.05it/s]
 43%|████▎     | 676/1563 [00:48<01:03, 14.03it/s]
 43%|████▎     | 678/1563 [00:48<01:03, 14.04it/s]
 44%|████▎     | 680/1563 [00:48<01:03, 14.00it/s]
 44%|████▎     | 682/1563 [00:48<01:02, 14.05it/s]
 44%|████▍     | 684/1563 [00:48<01:02, 14.03it/s]
 44%|████▍     | 686/1563 [00:48<01:02, 14.09it/s]
 44%|████▍     | 688/1563 [00:48<01:02, 14.06it/s]
 44%|████▍     | 690/1563 [00:49<01:02, 14.06it/s]
 44%|████▍     | 692/1563 [00:49<01:02, 14.03it/s]
 44%|████▍     | 694/1563 [00:49<01:02, 14.00it/s]
 45%|████▍     | 696/1563 [00:49<01:01, 14.04it/s]
 45%|████▍     | 698/1563 [00:49<01:01, 14.05it/s]
 45%|████▍     | 700/1563 [00:49<01:01, 14.06it/s]
 45%|████▍     | 702/1563 [00:49<01:01, 14.06it/s]
 45%|████▌     | 704/1563 [00:50<01:01, 13.93it/s]
 45%|████▌     | 706/1563 [00:50<01:01, 13.98it/s]
 45%|████▌     | 708/1563 [00:50<01:00, 14.02it/s]
 45%|████▌     | 710/1563 [00:50<01:00, 14.01it/s]
 46%|████▌     | 712/1563 [00:50<01:00, 14.05it/s]
 46%|████▌     | 714/1563 [00:50<01:00, 14.05it/s]
 46%|████▌     | 716/1563 [00:50<01:00, 14.03it/s]
 46%|████▌     | 718/1563 [00:51<01:00, 14.08it/s]
 46%|████▌     | 720/1563 [00:51<00:59, 14.14it/s]
 46%|████▌     | 722/1563 [00:51<00:59, 14.10it/s]
 46%|████▋     | 724/1563 [00:51<00:59, 14.13it/s]
 46%|████▋     | 726/1563 [00:51<00:59, 14.08it/s]
 47%|████▋     | 728/1563 [00:51<00:59, 14.12it/s]
 47%|████▋     | 730/1563 [00:51<00:59, 14.08it/s]
 47%|████▋     | 732/1563 [00:51<00:58, 14.12it/s]
 47%|████▋     | 734/1563 [00:52<00:58, 14.07it/s]
 47%|████▋     | 736/1563 [00:52<00:58, 14.06it/s]
 47%|████▋     | 738/1563 [00:52<00:58, 14.03it/s]
 47%|████▋     | 740/1563 [00:52<00:58, 14.06it/s]
 47%|████▋     | 742/1563 [00:52<00:58, 14.06it/s]
 48%|████▊     | 744/1563 [00:52<00:58, 14.10it/s]
 48%|████▊     | 746/1563 [00:52<00:58, 14.07it/s]
 48%|████▊     | 748/1563 [00:53<00:57, 14.12it/s]
 48%|████▊     | 750/1563 [00:53<00:57, 14.08it/s]
 48%|████▊     | 752/1563 [00:53<00:57, 14.06it/s]
 48%|████▊     | 754/1563 [00:53<00:57, 14.02it/s]
 48%|████▊     | 756/1563 [00:53<00:57, 14.00it/s]
 48%|████▊     | 758/1563 [00:53<00:57, 14.12it/s]
 49%|████▊     | 760/1563 [00:53<00:57, 14.08it/s]
 49%|████▉     | 762/1563 [00:54<00:56, 14.11it/s]
 49%|████▉     | 764/1563 [00:54<00:56, 14.08it/s]
 49%|████▉     | 766/1563 [00:54<00:56, 14.13it/s]
 49%|████▉     | 768/1563 [00:54<00:56, 14.16it/s]
 49%|████▉     | 770/1563 [00:54<00:56, 14.13it/s]
 49%|████▉     | 772/1563 [00:54<00:56, 14.11it/s]
 50%|████▉     | 774/1563 [00:54<00:56, 14.07it/s]
 50%|████▉     | 776/1563 [00:55<00:55, 14.13it/s]
 50%|████▉     | 778/1563 [00:55<00:55, 14.09it/s]
 50%|████▉     | 780/1563 [00:55<00:55, 14.10it/s]
 50%|█████     | 782/1563 [00:55<00:55, 14.13it/s]
 50%|█████     | 784/1563 [00:55<00:55, 14.10it/s]
 50%|█████     | 786/1563 [00:55<00:54, 14.14it/s]
 50%|█████     | 788/1563 [00:55<00:54, 14.17it/s]
 51%|█████     | 790/1563 [00:56<00:54, 14.08it/s]
 51%|█████     | 792/1563 [00:56<00:54, 14.09it/s]
 51%|█████     | 794/1563 [00:56<00:54, 14.09it/s]
 51%|█████     | 796/1563 [00:56<00:54, 14.10it/s]
 51%|█████     | 798/1563 [00:56<00:54, 13.99it/s]
 51%|█████     | 800/1563 [00:56<00:54, 14.04it/s]
 51%|█████▏    | 802/1563 [00:56<00:54, 14.08it/s]
 51%|█████▏    | 804/1563 [00:57<00:53, 14.11it/s]
 52%|█████▏    | 806/1563 [00:57<00:53, 14.11it/s]
 52%|█████▏    | 808/1563 [00:57<00:53, 14.15it/s]
 52%|█████▏    | 810/1563 [00:57<00:53, 14.11it/s]
 52%|█████▏    | 812/1563 [00:57<00:52, 14.18it/s]
 52%|█████▏    | 814/1563 [00:57<00:53, 14.08it/s]
 52%|█████▏    | 816/1563 [00:57<00:53, 14.07it/s]
 52%|█████▏    | 818/1563 [00:58<00:52, 14.07it/s]
 52%|█████▏    | 820/1563 [00:58<00:52, 14.05it/s]
 53%|█████▎    | 822/1563 [00:58<00:52, 14.11it/s]
 53%|█████▎    | 824/1563 [00:58<00:52, 14.13it/s]
 53%|█████▎    | 826/1563 [00:58<00:52, 14.12it/s]
 53%|█████▎    | 828/1563 [00:58<00:52, 14.05it/s]
 53%|█████▎    | 830/1563 [00:58<00:52, 14.06it/s]
 53%|█████▎    | 832/1563 [00:59<00:52, 14.03it/s]
 53%|█████▎    | 834/1563 [00:59<00:51, 14.05it/s]
 53%|█████▎    | 836/1563 [00:59<00:51, 14.07it/s]
 54%|█████▎    | 838/1563 [00:59<00:51, 14.10it/s]
 54%|█████▎    | 840/1563 [00:59<00:51, 14.05it/s]
 54%|█████▍    | 842/1563 [00:59<00:51, 14.06it/s]
 54%|█████▍    | 844/1563 [00:59<00:51, 14.05it/s]
 54%|█████▍    | 846/1563 [01:00<00:51, 14.03it/s]
 54%|█████▍    | 848/1563 [01:00<00:50, 14.15it/s]
 54%|█████▍    | 850/1563 [01:00<00:50, 14.17it/s]
 55%|█████▍    | 852/1563 [01:00<00:50, 14.18it/s]
 55%|█████▍    | 854/1563 [01:00<00:50, 14.12it/s]
 55%|█████▍    | 856/1563 [01:00<00:50, 14.05it/s]
 55%|█████▍    | 858/1563 [01:00<00:50, 14.07it/s]
 55%|█████▌    | 860/1563 [01:01<00:49, 14.10it/s]
 55%|█████▌    | 862/1563 [01:01<00:49, 14.07it/s]
 55%|█████▌    | 864/1563 [01:01<00:49, 14.03it/s]
 55%|█████▌    | 866/1563 [01:01<00:49, 14.06it/s]
 56%|█████▌    | 868/1563 [01:01<00:49, 14.05it/s]
 56%|█████▌    | 870/1563 [01:01<00:49, 14.06it/s]
 56%|█████▌    | 872/1563 [01:01<00:49, 14.08it/s]
 56%|█████▌    | 874/1563 [01:02<00:48, 14.16it/s]
 56%|█████▌    | 876/1563 [01:02<00:48, 14.07it/s]
 56%|█████▌    | 878/1563 [01:02<00:48, 14.05it/s]
 56%|█████▋    | 880/1563 [01:02<00:48, 14.07it/s]
 56%|█████▋    | 882/1563 [01:02<00:48, 14.11it/s]
 57%|█████▋    | 884/1563 [01:02<00:48, 14.09it/s]
 57%|█████▋    | 886/1563 [01:02<00:48, 14.08it/s]
 57%|█████▋    | 888/1563 [01:03<00:48, 14.04it/s]
 57%|█████▋    | 890/1563 [01:03<00:47, 14.12it/s]
 57%|█████▋    | 892/1563 [01:03<00:47, 14.11it/s]
 57%|█████▋    | 894/1563 [01:03<00:47, 14.10it/s]
 57%|█████▋    | 896/1563 [01:03<00:47, 14.05it/s]
 57%|█████▋    | 898/1563 [01:03<00:47, 14.05it/s]
 58%|█████▊    | 900/1563 [01:03<00:47, 14.08it/s]
 58%|█████▊    | 902/1563 [01:04<00:46, 14.08it/s]
 58%|█████▊    | 904/1563 [01:04<00:46, 14.08it/s]
 58%|█████▊    | 906/1563 [01:04<00:46, 14.02it/s]
 58%|█████▊    | 908/1563 [01:04<00:46, 14.07it/s]
 58%|█████▊    | 910/1563 [01:04<00:46, 14.06it/s]
 58%|█████▊    | 912/1563 [01:04<00:46, 14.12it/s]
 58%|█████▊    | 914/1563 [01:04<00:46, 14.07it/s]
 59%|█████▊    | 916/1563 [01:05<00:45, 14.07it/s]
 59%|█████▊    | 918/1563 [01:05<00:45, 14.07it/s]
 59%|█████▉    | 920/1563 [01:05<00:45, 14.05it/s]
 59%|█████▉    | 922/1563 [01:05<00:45, 14.03it/s]
 59%|█████▉    | 924/1563 [01:05<00:45, 14.05it/s]
 59%|█████▉    | 926/1563 [01:05<00:45, 14.07it/s]
 59%|█████▉    | 928/1563 [01:05<00:45, 14.08it/s]
 60%|█████▉    | 930/1563 [01:06<00:44, 14.09it/s]
 60%|█████▉    | 932/1563 [01:06<00:44, 14.13it/s]
 60%|█████▉    | 934/1563 [01:06<00:44, 14.12it/s]
 60%|█████▉    | 936/1563 [01:06<00:44, 14.10it/s]
 60%|██████    | 938/1563 [01:06<00:44, 14.10it/s]
 60%|██████    | 940/1563 [01:06<00:44, 14.11it/s]
 60%|██████    | 942/1563 [01:06<00:44, 14.10it/s]
 60%|██████    | 944/1563 [01:07<00:44, 14.07it/s]
 61%|██████    | 946/1563 [01:07<00:43, 14.04it/s]
 61%|██████    | 948/1563 [01:07<00:43, 14.07it/s]
 61%|██████    | 950/1563 [01:07<00:43, 14.07it/s]
 61%|██████    | 952/1563 [01:07<00:43, 14.13it/s]
 61%|██████    | 954/1563 [01:07<00:43, 14.08it/s]
 61%|██████    | 956/1563 [01:07<00:43, 14.09it/s]
 61%|██████▏   | 958/1563 [01:08<00:42, 14.09it/s]
 61%|██████▏   | 960/1563 [01:08<00:42, 14.09it/s]
 62%|██████▏   | 962/1563 [01:08<00:42, 14.10it/s]
 62%|██████▏   | 964/1563 [01:08<00:42, 14.15it/s]
 62%|██████▏   | 966/1563 [01:08<00:42, 14.10it/s]
 62%|██████▏   | 968/1563 [01:08<00:42, 14.09it/s]
 62%|██████▏   | 970/1563 [01:08<00:42, 14.06it/s]
 62%|██████▏   | 972/1563 [01:09<00:42, 14.04it/s]
 62%|██████▏   | 974/1563 [01:09<00:41, 14.06it/s]
 62%|██████▏   | 976/1563 [01:09<00:41, 14.08it/s]
 63%|██████▎   | 978/1563 [01:09<00:41, 14.08it/s]
 63%|██████▎   | 980/1563 [01:09<00:41, 14.11it/s]
 63%|██████▎   | 982/1563 [01:09<00:41, 14.12it/s]
 63%|██████▎   | 984/1563 [01:09<00:41, 14.09it/s]
 63%|██████▎   | 986/1563 [01:10<00:40, 14.10it/s]
 63%|██████▎   | 988/1563 [01:10<00:40, 14.13it/s]
 63%|██████▎   | 990/1563 [01:10<00:40, 14.08it/s]
 63%|██████▎   | 992/1563 [01:10<00:40, 14.04it/s]
 64%|██████▎   | 994/1563 [01:10<00:40, 14.07it/s]
 64%|██████▎   | 996/1563 [01:10<00:40, 14.08it/s]
 64%|██████▍   | 998/1563 [01:10<00:39, 14.14it/s]
 64%|██████▍   | 1000/1563 [01:11<00:39, 14.09it/s]
 64%|██████▍   | 1002/1563 [01:11<00:39, 14.11it/s]
 64%|██████▍   | 1004/1563 [01:11<00:39, 14.10it/s]
 64%|██████▍   | 1006/1563 [01:11<00:39, 14.08it/s]
 64%|██████▍   | 1008/1563 [01:11<00:39, 14.09it/s]
 65%|██████▍   | 1010/1563 [01:11<00:39, 14.10it/s]
 65%|██████▍   | 1012/1563 [01:11<00:39, 14.08it/s]
 65%|██████▍   | 1014/1563 [01:12<00:38, 14.15it/s]
 65%|██████▌   | 1016/1563 [01:12<00:38, 14.12it/s]
 65%|██████▌   | 1018/1563 [01:12<00:38, 14.13it/s]
 65%|██████▌   | 1020/1563 [01:12<00:38, 14.10it/s]
 65%|██████▌   | 1022/1563 [01:12<00:38, 14.12it/s]
 66%|██████▌   | 1024/1563 [01:12<00:38, 14.10it/s]
 66%|██████▌   | 1026/1563 [01:12<00:37, 14.19it/s]
 66%|██████▌   | 1028/1563 [01:13<00:37, 14.16it/s]
 66%|██████▌   | 1030/1563 [01:13<00:37, 14.08it/s]
 66%|██████▌   | 1032/1563 [01:13<00:37, 14.10it/s]
 66%|██████▌   | 1034/1563 [01:13<00:37, 14.08it/s]
 66%|██████▋   | 1036/1563 [01:13<00:37, 14.07it/s]
 66%|██████▋   | 1038/1563 [01:13<00:37, 14.08it/s]
 67%|██████▋   | 1040/1563 [01:13<00:37, 14.08it/s]
 67%|██████▋   | 1042/1563 [01:13<00:36, 14.12it/s]
 67%|██████▋   | 1044/1563 [01:14<00:36, 14.10it/s]
 67%|██████▋   | 1046/1563 [01:14<00:36, 14.10it/s]
 67%|██████▋   | 1048/1563 [01:14<00:36, 14.12it/s]
 67%|██████▋   | 1050/1563 [01:14<00:36, 14.12it/s]
 67%|██████▋   | 1052/1563 [01:14<00:36, 14.13it/s]
 67%|██████▋   | 1054/1563 [01:14<00:36, 14.09it/s]
 68%|██████▊   | 1056/1563 [01:14<00:35, 14.13it/s]
 68%|██████▊   | 1058/1563 [01:15<00:35, 14.08it/s]
 68%|██████▊   | 1060/1563 [01:15<00:35, 14.08it/s]
 68%|██████▊   | 1062/1563 [01:15<00:35, 14.14it/s]
 68%|██████▊   | 1064/1563 [01:15<00:35, 14.07it/s]
 68%|██████▊   | 1066/1563 [01:15<00:35, 14.04it/s]
 68%|██████▊   | 1068/1563 [01:15<00:35, 14.01it/s]
 68%|██████▊   | 1070/1563 [01:15<00:35, 14.05it/s]
 69%|██████▊   | 1072/1563 [01:16<00:34, 14.08it/s]
 69%|██████▊   | 1074/1563 [01:16<00:34, 14.05it/s]
 69%|██████▉   | 1076/1563 [01:16<00:34, 14.11it/s]
 69%|██████▉   | 1078/1563 [01:16<00:34, 14.08it/s]
 69%|██████▉   | 1080/1563 [01:16<00:34, 14.13it/s]
 69%|██████▉   | 1082/1563 [01:16<00:34, 14.14it/s]
 69%|██████▉   | 1084/1563 [01:16<00:33, 14.12it/s]
 69%|██████▉   | 1086/1563 [01:17<00:33, 14.12it/s]
 70%|██████▉   | 1088/1563 [01:17<00:33, 14.10it/s]
 70%|██████▉   | 1090/1563 [01:17<00:33, 14.06it/s]
 70%|██████▉   | 1092/1563 [01:17<00:33, 14.08it/s]
 70%|██████▉   | 1094/1563 [01:17<00:33, 14.06it/s]
 70%|███████   | 1096/1563 [01:17<00:33, 14.09it/s]
 70%|███████   | 1098/1563 [01:17<00:32, 14.13it/s]
 70%|███████   | 1100/1563 [01:18<00:32, 14.11it/s]
 71%|███████   | 1102/1563 [01:18<00:32, 14.04it/s]
 71%|███████   | 1104/1563 [01:18<00:32, 13.96it/s]
 71%|███████   | 1106/1563 [01:18<00:32, 14.03it/s]
 71%|███████   | 1108/1563 [01:18<00:32, 14.07it/s]
 71%|███████   | 1110/1563 [01:18<00:32, 14.07it/s]
 71%|███████   | 1112/1563 [01:18<00:31, 14.10it/s]
 71%|███████▏  | 1114/1563 [01:19<00:31, 14.12it/s]
 71%|███████▏  | 1116/1563 [01:19<00:31, 14.12it/s]
 72%|███████▏  | 1118/1563 [01:19<00:31, 14.16it/s]
 72%|███████▏  | 1120/1563 [01:19<00:31, 14.14it/s]
 72%|███████▏  | 1122/1563 [01:19<00:31, 14.15it/s]
 72%|███████▏  | 1124/1563 [01:19<00:31, 14.10it/s]
 72%|███████▏  | 1126/1563 [01:19<00:31, 14.08it/s]
 72%|███████▏  | 1128/1563 [01:20<00:30, 14.04it/s]
 72%|███████▏  | 1130/1563 [01:20<00:30, 14.07it/s]
 72%|███████▏  | 1132/1563 [01:20<00:30, 14.08it/s]
 73%|███████▎  | 1134/1563 [01:20<00:30, 14.08it/s]
 73%|███████▎  | 1136/1563 [01:20<00:30, 14.12it/s]
 73%|███████▎  | 1138/1563 [01:20<00:30, 14.14it/s]
 73%|███████▎  | 1140/1563 [01:20<00:29, 14.12it/s]
 73%|███████▎  | 1142/1563 [01:21<00:29, 14.11it/s]
 73%|███████▎  | 1144/1563 [01:21<00:29, 14.06it/s]
 73%|███████▎  | 1146/1563 [01:21<00:29, 14.11it/s]
 73%|███████▎  | 1148/1563 [01:21<00:29, 14.09it/s]
 74%|███████▎  | 1150/1563 [01:21<00:29, 14.11it/s]
 74%|███████▎  | 1152/1563 [01:21<00:29, 14.12it/s]
 74%|███████▍  | 1154/1563 [01:21<00:28, 14.11it/s]
 74%|███████▍  | 1156/1563 [01:22<00:28, 14.15it/s]
 74%|███████▍  | 1158/1563 [01:22<00:28, 14.12it/s]
 74%|███████▍  | 1160/1563 [01:22<00:28, 14.08it/s]
 74%|███████▍  | 1162/1563 [01:22<00:28, 14.05it/s]
 74%|███████▍  | 1164/1563 [01:22<00:28, 14.10it/s]
 75%|███████▍  | 1166/1563 [01:22<00:28, 14.11it/s]
 75%|███████▍  | 1168/1563 [01:22<00:28, 14.08it/s]
 75%|███████▍  | 1170/1563 [01:23<00:27, 14.09it/s]
 75%|███████▍  | 1172/1563 [01:23<00:27, 14.14it/s]
 75%|███████▌  | 1174/1563 [01:23<00:27, 14.13it/s]
 75%|███████▌  | 1176/1563 [01:23<00:27, 14.14it/s]
 75%|███████▌  | 1178/1563 [01:23<00:27, 14.09it/s]
 75%|███████▌  | 1180/1563 [01:23<00:27, 14.09it/s]
 76%|███████▌  | 1182/1563 [01:23<00:27, 14.10it/s]
 76%|███████▌  | 1184/1563 [01:24<00:26, 14.09it/s]
 76%|███████▌  | 1186/1563 [01:24<00:26, 14.09it/s]
 76%|███████▌  | 1188/1563 [01:24<00:26, 14.04it/s]
 76%|███████▌  | 1190/1563 [01:24<00:26, 14.06it/s]
 76%|███████▋  | 1192/1563 [01:24<00:26, 14.03it/s]
 76%|███████▋  | 1194/1563 [01:24<00:26, 14.05it/s]
 77%|███████▋  | 1196/1563 [01:24<00:26, 14.09it/s]
 77%|███████▋  | 1198/1563 [01:25<00:25, 14.09it/s]
 77%|███████▋  | 1200/1563 [01:25<00:25, 14.05it/s]
 77%|███████▋  | 1202/1563 [01:25<00:25, 14.10it/s]
 77%|███████▋  | 1204/1563 [01:25<00:25, 14.10it/s]
 77%|███████▋  | 1206/1563 [01:25<00:25, 14.07it/s]
 77%|███████▋  | 1208/1563 [01:25<00:25, 14.11it/s]
 77%|███████▋  | 1210/1563 [01:25<00:25, 14.11it/s]
 78%|███████▊  | 1212/1563 [01:26<00:24, 14.12it/s]
 78%|███████▊  | 1214/1563 [01:26<00:24, 14.06it/s]
 78%|███████▊  | 1216/1563 [01:26<00:24, 14.04it/s]
 78%|███████▊  | 1218/1563 [01:26<00:24, 14.02it/s]
 78%|███████▊  | 1220/1563 [01:26<00:24, 13.99it/s]
 78%|███████▊  | 1222/1563 [01:26<00:24, 14.06it/s]
 78%|███████▊  | 1224/1563 [01:26<00:24, 14.08it/s]
 78%|███████▊  | 1226/1563 [01:27<00:23, 14.08it/s]
 79%|███████▊  | 1228/1563 [01:27<00:23, 14.07it/s]
 79%|███████▊  | 1230/1563 [01:27<00:23, 14.08it/s]
 79%|███████▉  | 1232/1563 [01:27<00:23, 14.12it/s]
 79%|███████▉  | 1234/1563 [01:27<00:23, 14.16it/s]
 79%|███████▉  | 1236/1563 [01:27<00:23, 14.17it/s]
 79%|███████▉  | 1238/1563 [01:27<00:22, 14.15it/s]
 79%|███████▉  | 1240/1563 [01:28<00:22, 14.16it/s]
 79%|███████▉  | 1242/1563 [01:28<00:22, 14.10it/s]
 80%|███████▉  | 1244/1563 [01:28<00:22, 14.06it/s]
 80%|███████▉  | 1246/1563 [01:28<00:22, 14.06it/s]
 80%|███████▉  | 1248/1563 [01:28<00:22, 14.04it/s]
 80%|███████▉  | 1250/1563 [01:28<00:22, 14.13it/s]
 80%|████████  | 1252/1563 [01:28<00:21, 14.15it/s]
 80%|████████  | 1254/1563 [01:29<00:21, 14.14it/s]
 80%|████████  | 1256/1563 [01:29<00:21, 14.16it/s]
 80%|████████  | 1258/1563 [01:29<00:21, 14.09it/s]
 81%|████████  | 1260/1563 [01:29<00:21, 14.10it/s]
 81%|████████  | 1262/1563 [01:29<00:21, 14.04it/s]
 81%|████████  | 1264/1563 [01:29<00:21, 14.12it/s]
 81%|████████  | 1266/1563 [01:29<00:21, 14.08it/s]
 81%|████████  | 1268/1563 [01:30<00:20, 14.07it/s]
 81%|████████▏ | 1270/1563 [01:30<00:20, 14.03it/s]
 81%|████████▏ | 1272/1563 [01:30<00:20, 14.00it/s]
 82%|████████▏ | 1274/1563 [01:30<00:20, 14.03it/s]
 82%|████████▏ | 1276/1563 [01:30<00:20, 14.08it/s]
 82%|████████▏ | 1278/1563 [01:30<00:20, 14.07it/s]
 82%|████████▏ | 1280/1563 [01:30<00:20, 14.10it/s]
 82%|████████▏ | 1282/1563 [01:31<00:19, 14.12it/s]
 82%|████████▏ | 1284/1563 [01:31<00:19, 14.09it/s]
 82%|████████▏ | 1286/1563 [01:31<00:19, 14.13it/s]
 82%|████████▏ | 1288/1563 [01:31<00:19, 14.08it/s]
 83%|████████▎ | 1290/1563 [01:31<00:19, 14.09it/s]
 83%|████████▎ | 1292/1563 [01:31<00:19, 14.12it/s]
 83%|████████▎ | 1294/1563 [01:31<00:19, 14.08it/s]
 83%|████████▎ | 1296/1563 [01:32<00:18, 14.11it/s]
 83%|████████▎ | 1298/1563 [01:32<00:18, 14.10it/s]
 83%|████████▎ | 1300/1563 [01:32<00:18, 14.15it/s]
 83%|████████▎ | 1302/1563 [01:32<00:18, 14.12it/s]
 83%|████████▎ | 1304/1563 [01:32<00:18, 14.08it/s]
 84%|████████▎ | 1306/1563 [01:32<00:18, 14.15it/s]
 84%|████████▎ | 1308/1563 [01:32<00:18, 14.11it/s]
 84%|████████▍ | 1310/1563 [01:33<00:17, 14.10it/s]
 84%|████████▍ | 1312/1563 [01:33<00:17, 14.11it/s]
 84%|████████▍ | 1314/1563 [01:33<00:17, 14.08it/s]
 84%|████████▍ | 1316/1563 [01:33<00:17, 14.08it/s]
 84%|████████▍ | 1318/1563 [01:33<00:17, 14.08it/s]
 84%|████████▍ | 1320/1563 [01:33<00:17, 14.09it/s]
 85%|████████▍ | 1322/1563 [01:33<00:17, 14.02it/s]
 85%|████████▍ | 1324/1563 [01:34<00:16, 14.06it/s]
 85%|████████▍ | 1326/1563 [01:34<00:16, 14.02it/s]
 85%|████████▍ | 1328/1563 [01:34<00:16, 14.05it/s]
 85%|████████▌ | 1330/1563 [01:34<00:16, 14.04it/s]
 85%|████████▌ | 1332/1563 [01:34<00:16, 14.03it/s]
 85%|████████▌ | 1334/1563 [01:34<00:16, 14.06it/s]
 85%|████████▌ | 1336/1563 [01:34<00:16, 14.06it/s]
 86%|████████▌ | 1338/1563 [01:35<00:15, 14.15it/s]
 86%|████████▌ | 1340/1563 [01:35<00:15, 14.10it/s]
 86%|████████▌ | 1342/1563 [01:35<00:15, 14.05it/s]
 86%|████████▌ | 1344/1563 [01:35<00:15, 14.01it/s]
 86%|████████▌ | 1346/1563 [01:35<00:15, 14.01it/s]
 86%|████████▌ | 1348/1563 [01:35<00:15, 14.04it/s]
 86%|████████▋ | 1350/1563 [01:35<00:15, 14.05it/s]
 87%|████████▋ | 1352/1563 [01:36<00:14, 14.09it/s]
 87%|████████▋ | 1354/1563 [01:36<00:14, 14.08it/s]
 87%|████████▋ | 1356/1563 [01:36<00:14, 14.10it/s]
 87%|████████▋ | 1358/1563 [01:36<00:14, 14.08it/s]
 87%|████████▋ | 1360/1563 [01:36<00:14, 14.09it/s]
 87%|████████▋ | 1362/1563 [01:36<00:14, 14.11it/s]
 87%|████████▋ | 1364/1563 [01:36<00:14, 14.06it/s]
 87%|████████▋ | 1366/1563 [01:36<00:13, 14.12it/s]
 88%|████████▊ | 1368/1563 [01:37<00:13, 14.11it/s]
 88%|████████▊ | 1370/1563 [01:37<00:13, 14.15it/s]
 88%|████████▊ | 1372/1563 [01:37<00:13, 14.11it/s]
 88%|████████▊ | 1374/1563 [01:37<00:13, 14.08it/s]
 88%|████████▊ | 1376/1563 [01:37<00:13, 14.04it/s]
 88%|████████▊ | 1378/1563 [01:37<00:13, 14.06it/s]
 88%|████████▊ | 1380/1563 [01:37<00:13, 14.07it/s]
 88%|████████▊ | 1382/1563 [01:38<00:12, 14.12it/s]
 89%|████████▊ | 1384/1563 [01:38<00:12, 14.07it/s]
 89%|████████▊ | 1386/1563 [01:38<00:12, 14.09it/s]
 89%|████████▉ | 1388/1563 [01:38<00:12, 14.12it/s]
 89%|████████▉ | 1390/1563 [01:38<00:12, 14.09it/s]
 89%|████████▉ | 1392/1563 [01:38<00:12, 14.13it/s]
 89%|████████▉ | 1394/1563 [01:38<00:11, 14.10it/s]
 89%|████████▉ | 1396/1563 [01:39<00:11, 14.11it/s]
 89%|████████▉ | 1398/1563 [01:39<00:11, 14.09it/s]
 90%|████████▉ | 1400/1563 [01:39<00:11, 14.07it/s]
 90%|████████▉ | 1402/1563 [01:39<00:11, 14.05it/s]
 90%|████████▉ | 1404/1563 [01:39<00:11, 14.06it/s]
 90%|████████▉ | 1406/1563 [01:39<00:11, 14.06it/s]
 90%|█████████ | 1408/1563 [01:39<00:11, 14.06it/s]
 90%|█████████ | 1410/1563 [01:40<00:10, 14.03it/s]
 90%|█████████ | 1412/1563 [01:40<00:10, 14.01it/s]
 90%|█████████ | 1414/1563 [01:40<00:10, 14.09it/s]
 91%|█████████ | 1416/1563 [01:40<00:10, 14.04it/s]
 91%|█████████ | 1418/1563 [01:40<00:10, 14.03it/s]
 91%|█████████ | 1420/1563 [01:40<00:10, 14.03it/s]
 91%|█████████ | 1422/1563 [01:40<00:10, 14.01it/s]
 91%|█████████ | 1424/1563 [01:41<00:09, 14.02it/s]
 91%|█████████ | 1426/1563 [01:41<00:09, 14.04it/s]
 91%|█████████▏| 1428/1563 [01:41<00:09, 14.09it/s]
 91%|█████████▏| 1430/1563 [01:41<00:09, 14.08it/s]
 92%|█████████▏| 1432/1563 [01:41<00:09, 14.09it/s]
 92%|█████████▏| 1434/1563 [01:41<00:09, 14.15it/s]
 92%|█████████▏| 1436/1563 [01:41<00:08, 14.11it/s]
 92%|█████████▏| 1438/1563 [01:42<00:08, 14.10it/s]
 92%|█████████▏| 1440/1563 [01:42<00:08, 14.12it/s]
 92%|█████████▏| 1442/1563 [01:42<00:08, 14.13it/s]
 92%|█████████▏| 1444/1563 [01:42<00:08, 14.13it/s]
 93%|█████████▎| 1446/1563 [01:42<00:08, 14.09it/s]
 93%|█████████▎| 1448/1563 [01:42<00:08, 14.06it/s]
 93%|█████████▎| 1450/1563 [01:42<00:08, 14.07it/s]
 93%|█████████▎| 1452/1563 [01:43<00:07, 14.12it/s]
 93%|█████████▎| 1454/1563 [01:43<00:07, 14.09it/s]
 93%|█████████▎| 1456/1563 [01:43<00:07, 14.13it/s]
 93%|█████████▎| 1458/1563 [01:43<00:07, 14.07it/s]
 93%|█████████▎| 1460/1563 [01:43<00:07, 14.02it/s]
 94%|█████████▎| 1462/1563 [01:43<00:07, 14.10it/s]
 94%|█████████▎| 1464/1563 [01:43<00:07, 14.07it/s]
 94%|█████████▍| 1466/1563 [01:44<00:06, 14.07it/s]
 94%|█████████▍| 1468/1563 [01:44<00:06, 14.08it/s]
 94%|█████████▍| 1470/1563 [01:44<00:06, 14.09it/s]
 94%|█████████▍| 1472/1563 [01:44<00:06, 14.16it/s]
 94%|█████████▍| 1474/1563 [01:44<00:06, 14.13it/s]
 94%|█████████▍| 1476/1563 [01:44<00:06, 14.10it/s]
 95%|█████████▍| 1478/1563 [01:44<00:06, 14.10it/s]
 95%|█████████▍| 1480/1563 [01:45<00:05, 14.11it/s]
 95%|█████████▍| 1482/1563 [01:45<00:05, 14.09it/s]
 95%|█████████▍| 1484/1563 [01:45<00:05, 14.11it/s]
 95%|█████████▌| 1486/1563 [01:45<00:05, 14.13it/s]
 95%|█████████▌| 1488/1563 [01:45<00:05, 14.11it/s]
 95%|█████████▌| 1490/1563 [01:45<00:05, 14.09it/s]
 95%|█████████▌| 1492/1563 [01:45<00:05, 14.08it/s]
 96%|█████████▌| 1494/1563 [01:46<00:04, 14.06it/s]
 96%|█████████▌| 1496/1563 [01:46<00:04, 14.10it/s]
 96%|█████████▌| 1498/1563 [01:46<00:04, 14.08it/s]
 96%|█████████▌| 1500/1563 [01:46<00:04, 14.08it/s]
 96%|█████████▌| 1502/1563 [01:46<00:04, 14.06it/s]
 96%|█████████▌| 1504/1563 [01:46<00:04, 14.11it/s]
 96%|█████████▋| 1506/1563 [01:46<00:04, 14.12it/s]
 96%|█████████▋| 1508/1563 [01:47<00:03, 14.04it/s]
 97%|█████████▋| 1510/1563 [01:47<00:03, 14.01it/s]
 97%|█████████▋| 1512/1563 [01:47<00:03, 14.02it/s]
 97%|█████████▋| 1514/1563 [01:47<00:03, 14.06it/s]
 97%|█████████▋| 1516/1563 [01:47<00:03, 14.07it/s]
 97%|█████████▋| 1518/1563 [01:47<00:03, 14.07it/s]
 97%|█████████▋| 1520/1563 [01:47<00:03, 14.10it/s]
 97%|█████████▋| 1522/1563 [01:48<00:02, 14.12it/s]
 98%|█████████▊| 1524/1563 [01:48<00:02, 14.12it/s]
 98%|█████████▊| 1526/1563 [01:48<00:02, 14.17it/s]
 98%|█████████▊| 1528/1563 [01:48<00:02, 14.12it/s]
 98%|█████████▊| 1530/1563 [01:48<00:02, 14.16it/s]
 98%|█████████▊| 1532/1563 [01:48<00:02, 14.14it/s]
 98%|█████████▊| 1534/1563 [01:48<00:02, 14.16it/s]
 98%|█████████▊| 1536/1563 [01:49<00:01, 14.14it/s]
 98%|█████████▊| 1538/1563 [01:49<00:01, 14.11it/s]
 99%|█████████▊| 1540/1563 [01:49<00:01, 14.13it/s]
 99%|█████████▊| 1542/1563 [01:49<00:01, 14.07it/s]
 99%|█████████▉| 1544/1563 [01:49<00:01, 14.11it/s]
 99%|█████████▉| 1546/1563 [01:49<00:01, 14.09it/s]
 99%|█████████▉| 1548/1563 [01:49<00:01, 14.07it/s]
 99%|█████████▉| 1550/1563 [01:50<00:00, 14.06it/s]
 99%|█████████▉| 1552/1563 [01:50<00:00, 14.08it/s]
 99%|█████████▉| 1554/1563 [01:50<00:00, 14.09it/s]
100%|█████████▉| 1556/1563 [01:50<00:00, 14.08it/s]
100%|█████████▉| 1558/1563 [01:50<00:00, 14.15it/s]
100%|█████████▉| 1560/1563 [01:50<00:00, 14.10it/s]
100%|█████████▉| 1562/1563 [01:50<00:00, 14.08it/s]
100%|██████████| 1563/1563 [01:50<00:00, 14.09it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  2%|▏         | 3/157 [00:00<00:07, 20.72it/s]
  4%|▍         | 6/157 [00:00<00:07, 20.94it/s]
  6%|▌         | 9/157 [00:00<00:07, 21.10it/s]
  8%|▊         | 12/157 [00:00<00:06, 21.12it/s]
 10%|▉         | 15/157 [00:00<00:06, 21.14it/s]
 11%|█▏        | 18/157 [00:00<00:06, 21.24it/s]
 13%|█▎        | 21/157 [00:00<00:06, 21.34it/s]
 15%|█▌        | 24/157 [00:01<00:06, 21.39it/s]
 17%|█▋        | 27/157 [00:01<00:06, 21.46it/s]
 19%|█▉        | 30/157 [00:01<00:05, 21.48it/s]
 21%|██        | 33/157 [00:01<00:05, 21.43it/s]
 23%|██▎       | 36/157 [00:01<00:05, 21.23it/s]
 25%|██▍       | 39/157 [00:01<00:05, 21.07it/s]
 27%|██▋       | 42/157 [00:01<00:05, 20.90it/s]
 29%|██▊       | 45/157 [00:02<00:05, 20.84it/s]
 31%|███       | 48/157 [00:02<00:05, 20.77it/s]
 32%|███▏      | 51/157 [00:02<00:05, 20.71it/s]
 34%|███▍      | 54/157 [00:02<00:04, 20.66it/s]
 36%|███▋      | 57/157 [00:02<00:04, 20.55it/s]
 38%|███▊      | 60/157 [00:02<00:04, 20.55it/s]
 40%|████      | 63/157 [00:03<00:04, 20.58it/s]
 42%|████▏     | 66/157 [00:03<00:04, 20.54it/s]
 44%|████▍     | 69/157 [00:03<00:04, 20.49it/s]
 46%|████▌     | 72/157 [00:03<00:04, 20.50it/s]
 48%|████▊     | 75/157 [00:03<00:03, 20.61it/s]
 50%|████▉     | 78/157 [00:03<00:03, 20.61it/s]
 52%|█████▏    | 81/157 [00:03<00:03, 20.53it/s]
 54%|█████▎    | 84/157 [00:04<00:03, 20.48it/s]
 55%|█████▌    | 87/157 [00:04<00:03, 20.52it/s]
 57%|█████▋    | 90/157 [00:04<00:03, 20.59it/s]
 59%|█████▉    | 93/157 [00:04<00:03, 20.61it/s]
 61%|██████    | 96/157 [00:04<00:02, 20.68it/s]
 63%|██████▎   | 99/157 [00:04<00:02, 20.66it/s]
 65%|██████▍   | 102/157 [00:04<00:02, 20.48it/s]
 67%|██████▋   | 105/157 [00:05<00:02, 20.49it/s]
 69%|██████▉   | 108/157 [00:05<00:02, 20.46it/s]
 71%|███████   | 111/157 [00:05<00:02, 20.34it/s]
 73%|███████▎  | 114/157 [00:05<00:02, 20.34it/s]
 75%|███████▍  | 117/157 [00:05<00:01, 20.40it/s]
 76%|███████▋  | 120/157 [00:05<00:01, 20.35it/s]
 78%|███████▊  | 123/157 [00:05<00:01, 20.35it/s]
 80%|████████  | 126/157 [00:06<00:01, 20.39it/s]
 82%|████████▏ | 129/157 [00:06<00:01, 20.31it/s]
 84%|████████▍ | 132/157 [00:06<00:01, 20.30it/s]
 86%|████████▌ | 135/157 [00:06<00:01, 20.33it/s]
 88%|████████▊ | 138/157 [00:06<00:00, 20.44it/s]
 90%|████████▉ | 141/157 [00:06<00:00, 20.52it/s]
 92%|█████████▏| 144/157 [00:06<00:00, 20.57it/s]
 94%|█████████▎| 147/157 [00:07<00:00, 20.61it/s]
 96%|█████████▌| 150/157 [00:07<00:00, 20.73it/s]
 97%|█████████▋| 153/157 [00:07<00:00, 20.68it/s]
 99%|█████████▉| 156/157 [00:07<00:00, 20.72it/s]
100%|██████████| 157/157 [00:07<00:00, 20.77it/s]
Epoch: 9 	Training Loss: 0.126603 	Training Accuracy: 0.969490 	Validation Loss: 1.441767 	Validation Accuracy: 0.702500

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:01, 12.89it/s]
  0%|          | 4/1563 [00:00<01:59, 13.04it/s]
  0%|          | 6/1563 [00:00<01:56, 13.42it/s]
  1%|          | 8/1563 [00:00<01:54, 13.55it/s]
  1%|          | 10/1563 [00:00<01:53, 13.68it/s]
  1%|          | 12/1563 [00:00<01:52, 13.83it/s]
  1%|          | 14/1563 [00:01<01:51, 13.95it/s]
  1%|          | 16/1563 [00:01<01:50, 13.97it/s]
  1%|          | 18/1563 [00:01<01:50, 14.03it/s]
  1%|▏         | 20/1563 [00:01<01:49, 14.05it/s]
  1%|▏         | 22/1563 [00:01<01:49, 14.05it/s]
  2%|▏         | 24/1563 [00:01<01:49, 14.01it/s]
  2%|▏         | 26/1563 [00:01<01:49, 14.03it/s]
  2%|▏         | 28/1563 [00:02<01:49, 14.07it/s]
  2%|▏         | 30/1563 [00:02<01:49, 14.03it/s]
  2%|▏         | 32/1563 [00:02<01:48, 14.09it/s]
  2%|▏         | 34/1563 [00:02<01:48, 14.05it/s]
  2%|▏         | 36/1563 [00:02<01:48, 14.05it/s]
  2%|▏         | 38/1563 [00:02<01:48, 14.02it/s]
  3%|▎         | 40/1563 [00:02<01:48, 13.98it/s]
  3%|▎         | 42/1563 [00:03<01:48, 14.01it/s]
  3%|▎         | 44/1563 [00:03<01:48, 14.03it/s]
  3%|▎         | 46/1563 [00:03<01:48, 14.04it/s]
  3%|▎         | 48/1563 [00:03<01:47, 14.04it/s]
  3%|▎         | 50/1563 [00:03<01:47, 14.04it/s]
  3%|▎         | 52/1563 [00:03<01:47, 14.05it/s]
  3%|▎         | 54/1563 [00:03<01:47, 14.06it/s]
  4%|▎         | 56/1563 [00:04<01:47, 14.05it/s]
  4%|▎         | 58/1563 [00:04<01:47, 14.06it/s]
  4%|▍         | 60/1563 [00:04<01:46, 14.12it/s]
  4%|▍         | 62/1563 [00:04<01:46, 14.11it/s]
  4%|▍         | 64/1563 [00:04<01:46, 14.13it/s]
  4%|▍         | 66/1563 [00:04<01:46, 14.09it/s]
  4%|▍         | 68/1563 [00:04<01:45, 14.11it/s]
  4%|▍         | 70/1563 [00:05<01:45, 14.10it/s]
  5%|▍         | 72/1563 [00:05<01:46, 14.06it/s]
  5%|▍         | 74/1563 [00:05<01:46, 14.02it/s]
  5%|▍         | 76/1563 [00:05<01:45, 14.06it/s]
  5%|▍         | 78/1563 [00:05<01:45, 14.07it/s]
  5%|▌         | 80/1563 [00:05<01:45, 14.05it/s]
  5%|▌         | 82/1563 [00:05<01:45, 14.05it/s]
  5%|▌         | 84/1563 [00:06<01:45, 14.02it/s]
  6%|▌         | 86/1563 [00:06<01:44, 14.09it/s]
  6%|▌         | 88/1563 [00:06<01:44, 14.08it/s]
  6%|▌         | 90/1563 [00:06<01:44, 14.05it/s]
  6%|▌         | 92/1563 [00:06<01:44, 14.07it/s]
  6%|▌         | 94/1563 [00:06<01:44, 14.08it/s]
  6%|▌         | 96/1563 [00:06<01:44, 14.08it/s]
  6%|▋         | 98/1563 [00:06<01:44, 14.06it/s]
  6%|▋         | 100/1563 [00:07<01:44, 14.03it/s]
  7%|▋         | 102/1563 [00:07<01:44, 14.03it/s]
  7%|▋         | 104/1563 [00:07<01:43, 14.04it/s]
  7%|▋         | 106/1563 [00:07<01:43, 14.08it/s]
  7%|▋         | 108/1563 [00:07<01:43, 14.07it/s]
  7%|▋         | 110/1563 [00:07<01:43, 14.05it/s]
  7%|▋         | 112/1563 [00:07<01:43, 14.03it/s]
  7%|▋         | 114/1563 [00:08<01:43, 14.04it/s]
  7%|▋         | 116/1563 [00:08<01:42, 14.06it/s]
  8%|▊         | 118/1563 [00:08<01:42, 14.05it/s]
  8%|▊         | 120/1563 [00:08<01:42, 14.13it/s]
  8%|▊         | 122/1563 [00:08<01:41, 14.13it/s]
  8%|▊         | 124/1563 [00:08<01:42, 14.11it/s]
  8%|▊         | 126/1563 [00:08<01:42, 14.07it/s]
  8%|▊         | 128/1563 [00:09<01:42, 14.03it/s]
  8%|▊         | 130/1563 [00:09<01:42, 14.03it/s]
  8%|▊         | 132/1563 [00:09<01:41, 14.04it/s]
  9%|▊         | 134/1563 [00:09<01:41, 14.04it/s]
  9%|▊         | 136/1563 [00:09<01:42, 13.99it/s]
  9%|▉         | 138/1563 [00:09<01:41, 14.02it/s]
  9%|▉         | 140/1563 [00:09<01:41, 14.01it/s]
  9%|▉         | 142/1563 [00:10<01:41, 14.01it/s]
  9%|▉         | 144/1563 [00:10<01:41, 14.02it/s]
  9%|▉         | 146/1563 [00:10<01:41, 14.01it/s]
  9%|▉         | 148/1563 [00:10<01:40, 14.04it/s]
 10%|▉         | 150/1563 [00:10<01:40, 14.07it/s]
 10%|▉         | 152/1563 [00:10<01:39, 14.11it/s]
 10%|▉         | 154/1563 [00:10<01:39, 14.09it/s]
 10%|▉         | 156/1563 [00:11<01:39, 14.10it/s]
 10%|█         | 158/1563 [00:11<01:39, 14.11it/s]
 10%|█         | 160/1563 [00:11<01:39, 14.13it/s]
 10%|█         | 162/1563 [00:11<01:39, 14.12it/s]
 10%|█         | 164/1563 [00:11<01:39, 14.12it/s]
 11%|█         | 166/1563 [00:11<01:39, 14.07it/s]
 11%|█         | 168/1563 [00:11<01:38, 14.11it/s]
 11%|█         | 170/1563 [00:12<01:39, 14.06it/s]
 11%|█         | 172/1563 [00:12<01:38, 14.12it/s]
 11%|█         | 174/1563 [00:12<01:38, 14.06it/s]
 11%|█▏        | 176/1563 [00:12<01:38, 14.04it/s]
 11%|█▏        | 178/1563 [00:12<01:38, 14.04it/s]
 12%|█▏        | 180/1563 [00:12<01:38, 13.98it/s]
 12%|█▏        | 182/1563 [00:12<01:38, 14.03it/s]
 12%|█▏        | 184/1563 [00:13<01:38, 14.01it/s]
 12%|█▏        | 186/1563 [00:13<01:38, 14.04it/s]
 12%|█▏        | 188/1563 [00:13<01:37, 14.06it/s]
 12%|█▏        | 190/1563 [00:13<01:37, 14.10it/s]
 12%|█▏        | 192/1563 [00:13<01:37, 14.07it/s]
 12%|█▏        | 194/1563 [00:13<01:36, 14.11it/s]
 13%|█▎        | 196/1563 [00:13<01:36, 14.15it/s]
 13%|█▎        | 198/1563 [00:14<01:36, 14.15it/s]
 13%|█▎        | 200/1563 [00:14<01:36, 14.11it/s]
 13%|█▎        | 202/1563 [00:14<01:36, 14.07it/s]
 13%|█▎        | 204/1563 [00:14<01:36, 14.03it/s]
 13%|█▎        | 206/1563 [00:14<01:36, 14.09it/s]
 13%|█▎        | 208/1563 [00:14<01:36, 14.03it/s]
 13%|█▎        | 210/1563 [00:14<01:36, 14.05it/s]
 14%|█▎        | 212/1563 [00:15<01:36, 14.05it/s]
 14%|█▎        | 214/1563 [00:15<01:35, 14.06it/s]
 14%|█▍        | 216/1563 [00:15<01:35, 14.05it/s]
 14%|█▍        | 218/1563 [00:15<01:35, 14.05it/s]
 14%|█▍        | 220/1563 [00:15<01:35, 14.03it/s]
 14%|█▍        | 222/1563 [00:15<01:35, 14.07it/s]
 14%|█▍        | 224/1563 [00:15<01:35, 14.03it/s]
 14%|█▍        | 226/1563 [00:16<01:35, 14.07it/s]
 15%|█▍        | 228/1563 [00:16<01:35, 14.01it/s]
 15%|█▍        | 230/1563 [00:16<01:35, 13.98it/s]
 15%|█▍        | 232/1563 [00:16<01:35, 13.98it/s]
 15%|█▍        | 234/1563 [00:16<01:35, 13.95it/s]
 15%|█▌        | 236/1563 [00:16<01:34, 13.97it/s]
 15%|█▌        | 238/1563 [00:16<01:34, 14.02it/s]
 15%|█▌        | 240/1563 [00:17<01:34, 14.07it/s]
 15%|█▌        | 242/1563 [00:17<01:34, 13.99it/s]
 16%|█▌        | 244/1563 [00:17<01:34, 14.02it/s]
 16%|█▌        | 246/1563 [00:17<01:33, 14.01it/s]
 16%|█▌        | 248/1563 [00:17<01:33, 14.03it/s]
 16%|█▌        | 250/1563 [00:17<01:33, 14.07it/s]
 16%|█▌        | 252/1563 [00:17<01:33, 14.06it/s]
 16%|█▋        | 254/1563 [00:18<01:33, 14.01it/s]
 16%|█▋        | 256/1563 [00:18<01:33, 14.03it/s]
 17%|█▋        | 258/1563 [00:18<01:32, 14.11it/s]
 17%|█▋        | 260/1563 [00:18<01:32, 14.12it/s]
 17%|█▋        | 262/1563 [00:18<01:32, 14.14it/s]
 17%|█▋        | 264/1563 [00:18<01:31, 14.15it/s]
 17%|█▋        | 266/1563 [00:18<01:31, 14.12it/s]
 17%|█▋        | 268/1563 [00:19<01:31, 14.15it/s]
 17%|█▋        | 270/1563 [00:19<01:31, 14.13it/s]
 17%|█▋        | 272/1563 [00:19<01:31, 14.08it/s]
 18%|█▊        | 274/1563 [00:19<01:31, 14.09it/s]
 18%|█▊        | 276/1563 [00:19<01:30, 14.15it/s]
 18%|█▊        | 278/1563 [00:19<01:30, 14.16it/s]
 18%|█▊        | 280/1563 [00:19<01:30, 14.11it/s]
 18%|█▊        | 282/1563 [00:20<01:31, 14.05it/s]
 18%|█▊        | 284/1563 [00:20<01:31, 14.01it/s]
 18%|█▊        | 286/1563 [00:20<01:31, 13.99it/s]
 18%|█▊        | 288/1563 [00:20<01:30, 14.06it/s]
 19%|█▊        | 290/1563 [00:20<01:29, 14.16it/s]
 19%|█▊        | 292/1563 [00:20<01:29, 14.14it/s]
 19%|█▉        | 294/1563 [00:20<01:29, 14.11it/s]
 19%|█▉        | 296/1563 [00:21<01:29, 14.08it/s]
 19%|█▉        | 298/1563 [00:21<01:29, 14.07it/s]
 19%|█▉        | 300/1563 [00:21<01:29, 14.09it/s]
 19%|█▉        | 302/1563 [00:21<01:29, 14.08it/s]
 19%|█▉        | 304/1563 [00:21<01:29, 14.13it/s]
 20%|█▉        | 306/1563 [00:21<01:29, 14.07it/s]
 20%|█▉        | 308/1563 [00:21<01:29, 14.09it/s]
 20%|█▉        | 310/1563 [00:22<01:29, 14.06it/s]
 20%|█▉        | 312/1563 [00:22<01:29, 14.01it/s]
 20%|██        | 314/1563 [00:22<01:29, 13.97it/s]
 20%|██        | 316/1563 [00:22<01:28, 14.02it/s]
 20%|██        | 318/1563 [00:22<01:28, 14.03it/s]
 20%|██        | 320/1563 [00:22<01:28, 14.08it/s]
 21%|██        | 322/1563 [00:22<01:28, 14.07it/s]
 21%|██        | 324/1563 [00:23<01:27, 14.09it/s]
 21%|██        | 326/1563 [00:23<01:27, 14.07it/s]
 21%|██        | 328/1563 [00:23<01:27, 14.13it/s]
 21%|██        | 330/1563 [00:23<01:27, 14.05it/s]
 21%|██        | 332/1563 [00:23<01:27, 14.09it/s]
 21%|██▏       | 334/1563 [00:23<01:27, 14.04it/s]
 21%|██▏       | 336/1563 [00:23<01:27, 14.02it/s]
 22%|██▏       | 338/1563 [00:24<01:27, 14.08it/s]
 22%|██▏       | 340/1563 [00:24<01:26, 14.09it/s]
 22%|██▏       | 342/1563 [00:24<01:26, 14.09it/s]
 22%|██▏       | 344/1563 [00:24<01:26, 14.11it/s]
 22%|██▏       | 346/1563 [00:24<01:26, 14.12it/s]
 22%|██▏       | 348/1563 [00:24<01:26, 14.12it/s]
 22%|██▏       | 350/1563 [00:24<01:25, 14.12it/s]
 23%|██▎       | 352/1563 [00:25<01:25, 14.09it/s]
 23%|██▎       | 354/1563 [00:25<01:25, 14.09it/s]
 23%|██▎       | 356/1563 [00:25<01:25, 14.09it/s]
 23%|██▎       | 358/1563 [00:25<01:25, 14.05it/s]
 23%|██▎       | 360/1563 [00:25<01:25, 14.07it/s]
 23%|██▎       | 362/1563 [00:25<01:25, 14.00it/s]
 23%|██▎       | 364/1563 [00:25<01:25, 14.05it/s]
 23%|██▎       | 366/1563 [00:26<01:25, 13.95it/s]
 24%|██▎       | 368/1563 [00:26<01:25, 13.94it/s]
 24%|██▎       | 370/1563 [00:26<01:25, 13.99it/s]
 24%|██▍       | 372/1563 [00:26<01:25, 14.00it/s]
 24%|██▍       | 374/1563 [00:26<01:24, 14.04it/s]
 24%|██▍       | 376/1563 [00:26<01:24, 14.04it/s]
 24%|██▍       | 378/1563 [00:26<01:24, 14.07it/s]
 24%|██▍       | 380/1563 [00:27<01:24, 14.08it/s]
 24%|██▍       | 382/1563 [00:27<01:24, 14.06it/s]
 25%|██▍       | 384/1563 [00:27<01:23, 14.05it/s]
 25%|██▍       | 386/1563 [00:27<01:23, 14.05it/s]
 25%|██▍       | 388/1563 [00:27<01:23, 14.09it/s]
 25%|██▍       | 390/1563 [00:27<01:23, 14.07it/s]
 25%|██▌       | 392/1563 [00:27<01:23, 14.06it/s]
 25%|██▌       | 394/1563 [00:28<01:23, 14.06it/s]
 25%|██▌       | 396/1563 [00:28<01:22, 14.10it/s]
 25%|██▌       | 398/1563 [00:28<01:22, 14.11it/s]
 26%|██▌       | 400/1563 [00:28<01:22, 14.08it/s]
 26%|██▌       | 402/1563 [00:28<01:22, 14.13it/s]
 26%|██▌       | 404/1563 [00:28<01:21, 14.14it/s]
 26%|██▌       | 406/1563 [00:28<01:22, 14.10it/s]
 26%|██▌       | 408/1563 [00:29<01:21, 14.10it/s]
 26%|██▌       | 410/1563 [00:29<01:21, 14.13it/s]
 26%|██▋       | 412/1563 [00:29<01:21, 14.06it/s]
 26%|██▋       | 414/1563 [00:29<01:21, 14.12it/s]
 27%|██▋       | 416/1563 [00:29<01:21, 14.08it/s]
 27%|██▋       | 418/1563 [00:29<01:21, 14.06it/s]
 27%|██▋       | 420/1563 [00:29<01:21, 14.04it/s]
 27%|██▋       | 422/1563 [00:30<01:21, 14.02it/s]
 27%|██▋       | 424/1563 [00:30<01:20, 14.15it/s]
 27%|██▋       | 426/1563 [00:30<01:20, 14.13it/s]
 27%|██▋       | 428/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 430/1563 [00:30<01:20, 14.13it/s]
 28%|██▊       | 432/1563 [00:30<01:20, 14.11it/s]
 28%|██▊       | 434/1563 [00:30<01:20, 14.05it/s]
 28%|██▊       | 436/1563 [00:31<01:20, 14.06it/s]
 28%|██▊       | 438/1563 [00:31<01:20, 14.04it/s]
 28%|██▊       | 440/1563 [00:31<01:19, 14.10it/s]
 28%|██▊       | 442/1563 [00:31<01:19, 14.06it/s]
 28%|██▊       | 444/1563 [00:31<01:19, 14.03it/s]
 29%|██▊       | 446/1563 [00:31<01:20, 13.91it/s]
 29%|██▊       | 448/1563 [00:31<01:20, 13.92it/s]
 29%|██▉       | 450/1563 [00:32<01:19, 13.98it/s]
 29%|██▉       | 452/1563 [00:32<01:19, 13.98it/s]
 29%|██▉       | 454/1563 [00:32<01:19, 14.01it/s]
 29%|██▉       | 456/1563 [00:32<01:18, 14.04it/s]
 29%|██▉       | 458/1563 [00:32<01:18, 14.06it/s]
 29%|██▉       | 460/1563 [00:32<01:18, 14.01it/s]
 30%|██▉       | 462/1563 [00:32<01:18, 14.02it/s]
 30%|██▉       | 464/1563 [00:33<01:18, 14.09it/s]
 30%|██▉       | 466/1563 [00:33<01:17, 14.08it/s]
 30%|██▉       | 468/1563 [00:33<01:17, 14.09it/s]
 30%|███       | 470/1563 [00:33<01:17, 14.10it/s]
 30%|███       | 472/1563 [00:33<01:17, 14.09it/s]
 30%|███       | 474/1563 [00:33<01:17, 14.10it/s]
 30%|███       | 476/1563 [00:33<01:17, 14.07it/s]
 31%|███       | 478/1563 [00:34<01:16, 14.10it/s]
 31%|███       | 480/1563 [00:34<01:16, 14.11it/s]
 31%|███       | 482/1563 [00:34<01:16, 14.15it/s]
 31%|███       | 484/1563 [00:34<01:16, 14.14it/s]
 31%|███       | 486/1563 [00:34<01:16, 14.14it/s]
 31%|███       | 488/1563 [00:34<01:16, 14.12it/s]
 31%|███▏      | 490/1563 [00:34<01:16, 14.09it/s]
 31%|███▏      | 492/1563 [00:35<01:15, 14.11it/s]
 32%|███▏      | 494/1563 [00:35<01:16, 14.05it/s]
 32%|███▏      | 496/1563 [00:35<01:16, 13.97it/s]
 32%|███▏      | 498/1563 [00:35<01:15, 14.05it/s]
 32%|███▏      | 500/1563 [00:35<01:15, 14.06it/s]
 32%|███▏      | 502/1563 [00:35<01:15, 14.05it/s]
 32%|███▏      | 504/1563 [00:35<01:15, 14.10it/s]
 32%|███▏      | 506/1563 [00:36<01:15, 14.08it/s]
 33%|███▎      | 508/1563 [00:36<01:14, 14.11it/s]
 33%|███▎      | 510/1563 [00:36<01:14, 14.07it/s]
 33%|███▎      | 512/1563 [00:36<01:14, 14.08it/s]
 33%|███▎      | 514/1563 [00:36<01:14, 14.11it/s]
 33%|███▎      | 516/1563 [00:36<01:14, 14.05it/s]
 33%|███▎      | 518/1563 [00:36<01:14, 14.00it/s]
 33%|███▎      | 520/1563 [00:36<01:14, 14.06it/s]
 33%|███▎      | 522/1563 [00:37<01:14, 14.03it/s]
 34%|███▎      | 524/1563 [00:37<01:14, 14.02it/s]
 34%|███▎      | 526/1563 [00:37<01:14, 13.93it/s]
 34%|███▍      | 528/1563 [00:37<01:13, 14.06it/s]
 34%|███▍      | 530/1563 [00:37<01:13, 14.05it/s]
 34%|███▍      | 532/1563 [00:37<01:13, 14.07it/s]
 34%|███▍      | 534/1563 [00:37<01:13, 14.09it/s]
 34%|███▍      | 536/1563 [00:38<01:12, 14.10it/s]
 34%|███▍      | 538/1563 [00:38<01:12, 14.07it/s]
 35%|███▍      | 540/1563 [00:38<01:12, 14.08it/s]
 35%|███▍      | 542/1563 [00:38<01:12, 14.03it/s]
 35%|███▍      | 544/1563 [00:38<01:12, 14.03it/s]
 35%|███▍      | 546/1563 [00:38<01:12, 14.05it/s]
 35%|███▌      | 548/1563 [00:38<01:12, 14.04it/s]
 35%|███▌      | 550/1563 [00:39<01:11, 14.09it/s]
 35%|███▌      | 552/1563 [00:39<01:12, 14.04it/s]
 35%|███▌      | 554/1563 [00:39<01:11, 14.07it/s]
 36%|███▌      | 556/1563 [00:39<01:11, 14.06it/s]
 36%|███▌      | 558/1563 [00:39<01:11, 14.08it/s]
 36%|███▌      | 560/1563 [00:39<01:11, 14.10it/s]
 36%|███▌      | 562/1563 [00:39<01:11, 14.08it/s]
 36%|███▌      | 564/1563 [00:40<01:11, 14.06it/s]
 36%|███▌      | 566/1563 [00:40<01:11, 14.03it/s]
 36%|███▋      | 568/1563 [00:40<01:10, 14.12it/s]
 36%|███▋      | 570/1563 [00:40<01:10, 14.10it/s]
 37%|███▋      | 572/1563 [00:40<01:10, 14.09it/s]
 37%|███▋      | 574/1563 [00:40<01:10, 14.07it/s]
 37%|███▋      | 576/1563 [00:40<01:10, 14.09it/s]
 37%|███▋      | 578/1563 [00:41<01:09, 14.11it/s]
 37%|███▋      | 580/1563 [00:41<01:09, 14.12it/s]
 37%|███▋      | 582/1563 [00:41<01:09, 14.11it/s]
 37%|███▋      | 584/1563 [00:41<01:09, 14.09it/s]
 37%|███▋      | 586/1563 [00:41<01:09, 14.09it/s]
 38%|███▊      | 588/1563 [00:41<01:09, 14.09it/s]
 38%|███▊      | 590/1563 [00:41<01:09, 14.06it/s]
 38%|███▊      | 592/1563 [00:42<01:09, 14.05it/s]
 38%|███▊      | 594/1563 [00:42<01:09, 14.03it/s]
 38%|███▊      | 596/1563 [00:42<01:08, 14.02it/s]
 38%|███▊      | 598/1563 [00:42<01:08, 14.00it/s]
 38%|███▊      | 600/1563 [00:42<01:08, 14.03it/s]
 39%|███▊      | 602/1563 [00:42<01:08, 14.05it/s]
 39%|███▊      | 604/1563 [00:42<01:08, 14.02it/s]
 39%|███▉      | 606/1563 [00:43<01:08, 13.99it/s]
 39%|███▉      | 608/1563 [00:43<01:08, 14.03it/s]
 39%|███▉      | 610/1563 [00:43<01:07, 14.04it/s]
 39%|███▉      | 612/1563 [00:43<01:07, 14.04it/s]
 39%|███▉      | 614/1563 [00:43<01:07, 14.04it/s]
 39%|███▉      | 616/1563 [00:43<01:07, 14.08it/s]
 40%|███▉      | 618/1563 [00:43<01:06, 14.12it/s]
 40%|███▉      | 620/1563 [00:44<01:06, 14.12it/s]
 40%|███▉      | 622/1563 [00:44<01:06, 14.10it/s]
 40%|███▉      | 624/1563 [00:44<01:06, 14.15it/s]
 40%|████      | 626/1563 [00:44<01:06, 14.08it/s]
 40%|████      | 628/1563 [00:44<01:06, 14.11it/s]
 40%|████      | 630/1563 [00:44<01:06, 14.11it/s]
 40%|████      | 632/1563 [00:44<01:06, 14.06it/s]
 41%|████      | 634/1563 [00:45<01:06, 14.07it/s]
 41%|████      | 636/1563 [00:45<01:05, 14.06it/s]
 41%|████      | 638/1563 [00:45<01:05, 14.02it/s]
 41%|████      | 640/1563 [00:45<01:05, 14.05it/s]
 41%|████      | 642/1563 [00:45<01:05, 14.03it/s]
 41%|████      | 644/1563 [00:45<01:05, 14.10it/s]
 41%|████▏     | 646/1563 [00:45<01:05, 14.10it/s]
 41%|████▏     | 648/1563 [00:46<01:05, 14.07it/s]
 42%|████▏     | 650/1563 [00:46<01:04, 14.05it/s]
 42%|████▏     | 652/1563 [00:46<01:04, 14.04it/s]
 42%|████▏     | 654/1563 [00:46<01:04, 14.09it/s]
 42%|████▏     | 656/1563 [00:46<01:04, 14.08it/s]
 42%|████▏     | 658/1563 [00:46<01:04, 14.05it/s]
 42%|████▏     | 660/1563 [00:46<01:04, 14.06it/s]
 42%|████▏     | 662/1563 [00:47<01:04, 14.02it/s]
 42%|████▏     | 664/1563 [00:47<01:04, 14.01it/s]
 43%|████▎     | 666/1563 [00:47<01:03, 14.06it/s]
 43%|████▎     | 668/1563 [00:47<01:03, 14.04it/s]
 43%|████▎     | 670/1563 [00:47<01:03, 13.99it/s]
 43%|████▎     | 672/1563 [00:47<01:03, 14.02it/s]
 43%|████▎     | 674/1563 [00:47<01:03, 14.02it/s]
 43%|████▎     | 676/1563 [00:48<01:03, 14.02it/s]
 43%|████▎     | 678/1563 [00:48<01:03, 13.99it/s]
 44%|████▎     | 680/1563 [00:48<01:03, 14.01it/s]
 44%|████▎     | 682/1563 [00:48<01:02, 14.06it/s]
 44%|████▍     | 684/1563 [00:48<01:02, 14.06it/s]
 44%|████▍     | 686/1563 [00:48<01:02, 14.05it/s]
 44%|████▍     | 688/1563 [00:48<01:01, 14.13it/s]
 44%|████▍     | 690/1563 [00:49<01:01, 14.10it/s]
 44%|████▍     | 692/1563 [00:49<01:01, 14.11it/s]
 44%|████▍     | 694/1563 [00:49<01:01, 14.07it/s]
 45%|████▍     | 696/1563 [00:49<01:01, 14.07it/s]
 45%|████▍     | 698/1563 [00:49<01:01, 14.03it/s]
 45%|████▍     | 700/1563 [00:49<01:01, 13.99it/s]
 45%|████▍     | 702/1563 [00:49<01:01, 14.00it/s]
 45%|████▌     | 704/1563 [00:50<01:01, 14.05it/s]
 45%|████▌     | 706/1563 [00:50<01:01, 14.04it/s]
 45%|████▌     | 708/1563 [00:50<01:00, 14.07it/s]
 45%|████▌     | 710/1563 [00:50<01:00, 14.01it/s]
 46%|████▌     | 712/1563 [00:50<01:00, 14.02it/s]
 46%|████▌     | 714/1563 [00:50<01:00, 14.03it/s]
 46%|████▌     | 716/1563 [00:50<01:00, 14.10it/s]
 46%|████▌     | 718/1563 [00:51<00:59, 14.10it/s]
 46%|████▌     | 720/1563 [00:51<00:59, 14.20it/s]
 46%|████▌     | 722/1563 [00:51<00:59, 14.16it/s]
 46%|████▋     | 724/1563 [00:51<00:59, 14.12it/s]
 46%|████▋     | 726/1563 [00:51<00:59, 14.10it/s]
 47%|████▋     | 728/1563 [00:51<00:59, 14.14it/s]
 47%|████▋     | 730/1563 [00:51<00:58, 14.16it/s]
 47%|████▋     | 732/1563 [00:52<00:58, 14.10it/s]
 47%|████▋     | 734/1563 [00:52<00:58, 14.09it/s]
 47%|████▋     | 736/1563 [00:52<00:58, 14.07it/s]
 47%|████▋     | 738/1563 [00:52<00:58, 14.05it/s]
 47%|████▋     | 740/1563 [00:52<00:58, 14.03it/s]
 47%|████▋     | 742/1563 [00:52<00:58, 14.07it/s]
 48%|████▊     | 744/1563 [00:52<00:58, 14.07it/s]
 48%|████▊     | 746/1563 [00:53<00:58, 14.01it/s]
 48%|████▊     | 748/1563 [00:53<00:58, 14.04it/s]
 48%|████▊     | 750/1563 [00:53<00:57, 14.09it/s]
 48%|████▊     | 752/1563 [00:53<00:57, 14.09it/s]
 48%|████▊     | 754/1563 [00:53<00:57, 14.04it/s]
 48%|████▊     | 756/1563 [00:53<00:57, 14.01it/s]
 48%|████▊     | 758/1563 [00:53<00:57, 14.04it/s]
 49%|████▊     | 760/1563 [00:54<00:57, 14.02it/s]
 49%|████▉     | 762/1563 [00:54<00:57, 14.02it/s]
 49%|████▉     | 764/1563 [00:54<00:57, 14.01it/s]
 49%|████▉     | 766/1563 [00:54<00:56, 14.03it/s]
 49%|████▉     | 768/1563 [00:54<00:56, 13.99it/s]
 49%|████▉     | 770/1563 [00:54<00:56, 14.00it/s]
 49%|████▉     | 772/1563 [00:54<00:56, 14.01it/s]
 50%|████▉     | 774/1563 [00:55<00:56, 14.08it/s]
 50%|████▉     | 776/1563 [00:55<00:55, 14.06it/s]
 50%|████▉     | 778/1563 [00:55<00:55, 14.02it/s]
 50%|████▉     | 780/1563 [00:55<00:56, 13.97it/s]
 50%|█████     | 782/1563 [00:55<00:55, 14.01it/s]
 50%|█████     | 784/1563 [00:55<00:55, 13.99it/s]
 50%|█████     | 786/1563 [00:55<00:55, 14.00it/s]
 50%|█████     | 788/1563 [00:56<00:55, 14.02it/s]
 51%|█████     | 790/1563 [00:56<00:55, 14.04it/s]
 51%|█████     | 792/1563 [00:56<00:55, 14.00it/s]
 51%|█████     | 794/1563 [00:56<00:54, 13.99it/s]
 51%|█████     | 796/1563 [00:56<00:54, 14.07it/s]
 51%|█████     | 798/1563 [00:56<00:54, 14.10it/s]
 51%|█████     | 800/1563 [00:56<00:54, 14.11it/s]
 51%|█████▏    | 802/1563 [00:57<00:53, 14.10it/s]
 51%|█████▏    | 804/1563 [00:57<00:53, 14.10it/s]
 52%|█████▏    | 806/1563 [00:57<00:53, 14.11it/s]
 52%|█████▏    | 808/1563 [00:57<00:53, 14.02it/s]
 52%|█████▏    | 810/1563 [00:57<00:53, 14.03it/s]
 52%|█████▏    | 812/1563 [00:57<00:53, 14.05it/s]
 52%|█████▏    | 814/1563 [00:57<00:53, 14.06it/s]
 52%|█████▏    | 816/1563 [00:58<00:53, 14.05it/s]
 52%|█████▏    | 818/1563 [00:58<00:53, 14.02it/s]
 52%|█████▏    | 820/1563 [00:58<00:52, 14.05it/s]
 53%|█████▎    | 822/1563 [00:58<00:52, 14.07it/s]
 53%|█████▎    | 824/1563 [00:58<00:52, 14.05it/s]
 53%|█████▎    | 826/1563 [00:58<00:52, 14.03it/s]
 53%|█████▎    | 828/1563 [00:58<00:52, 14.04it/s]
 53%|█████▎    | 830/1563 [00:59<00:52, 14.07it/s]
 53%|█████▎    | 832/1563 [00:59<00:52, 14.03it/s]
 53%|█████▎    | 834/1563 [00:59<00:51, 14.11it/s]
 53%|█████▎    | 836/1563 [00:59<00:51, 14.13it/s]
 54%|█████▎    | 838/1563 [00:59<00:51, 14.10it/s]
 54%|█████▎    | 840/1563 [00:59<00:51, 14.14it/s]
 54%|█████▍    | 842/1563 [00:59<00:51, 14.11it/s]
 54%|█████▍    | 844/1563 [01:00<00:51, 14.08it/s]
 54%|█████▍    | 846/1563 [01:00<00:50, 14.09it/s]
 54%|█████▍    | 848/1563 [01:00<00:50, 14.12it/s]
 54%|█████▍    | 850/1563 [01:00<00:50, 14.08it/s]
 55%|█████▍    | 852/1563 [01:00<00:50, 14.07it/s]
 55%|█████▍    | 854/1563 [01:00<00:50, 14.17it/s]
 55%|█████▍    | 856/1563 [01:00<00:49, 14.15it/s]
 55%|█████▍    | 858/1563 [01:01<00:49, 14.13it/s]
 55%|█████▌    | 860/1563 [01:01<00:49, 14.15it/s]
 55%|█████▌    | 862/1563 [01:01<00:49, 14.15it/s]
 55%|█████▌    | 864/1563 [01:01<00:49, 14.18it/s]
 55%|█████▌    | 866/1563 [01:01<00:49, 14.14it/s]
 56%|█████▌    | 868/1563 [01:01<00:49, 14.09it/s]
 56%|█████▌    | 870/1563 [01:01<00:49, 14.09it/s]
 56%|█████▌    | 872/1563 [01:02<00:49, 14.09it/s]
 56%|█████▌    | 874/1563 [01:02<00:48, 14.12it/s]
 56%|█████▌    | 876/1563 [01:02<00:48, 14.12it/s]
 56%|█████▌    | 878/1563 [01:02<00:48, 14.11it/s]
 56%|█████▋    | 880/1563 [01:02<00:48, 14.06it/s]
 56%|█████▋    | 882/1563 [01:02<00:48, 14.00it/s]
 57%|█████▋    | 884/1563 [01:02<00:48, 14.02it/s]
 57%|█████▋    | 886/1563 [01:03<00:48, 14.05it/s]
 57%|█████▋    | 888/1563 [01:03<00:48, 14.03it/s]
 57%|█████▋    | 890/1563 [01:03<00:47, 14.05it/s]
 57%|█████▋    | 892/1563 [01:03<00:47, 14.01it/s]
 57%|█████▋    | 894/1563 [01:03<00:47, 14.07it/s]
 57%|█████▋    | 896/1563 [01:03<00:47, 14.06it/s]
 57%|█████▋    | 898/1563 [01:03<00:47, 14.11it/s]
 58%|█████▊    | 900/1563 [01:04<00:47, 14.10it/s]
 58%|█████▊    | 902/1563 [01:04<00:46, 14.10it/s]
 58%|█████▊    | 904/1563 [01:04<00:46, 14.11it/s]
 58%|█████▊    | 906/1563 [01:04<00:46, 14.12it/s]
 58%|█████▊    | 908/1563 [01:04<00:46, 14.06it/s]
 58%|█████▊    | 910/1563 [01:04<00:46, 14.08it/s]
 58%|█████▊    | 912/1563 [01:04<00:46, 14.01it/s]
 58%|█████▊    | 914/1563 [01:05<00:46, 14.06it/s]
 59%|█████▊    | 916/1563 [01:05<00:45, 14.09it/s]
 59%|█████▊    | 918/1563 [01:05<00:45, 14.08it/s]
 59%|█████▉    | 920/1563 [01:05<00:45, 14.05it/s]
 59%|█████▉    | 922/1563 [01:05<00:45, 14.02it/s]
 59%|█████▉    | 924/1563 [01:05<00:45, 14.07it/s]
 59%|█████▉    | 926/1563 [01:05<00:45, 14.08it/s]
 59%|█████▉    | 928/1563 [01:06<00:45, 14.07it/s]
 60%|█████▉    | 930/1563 [01:06<00:44, 14.13it/s]
 60%|█████▉    | 932/1563 [01:06<00:44, 14.08it/s]
 60%|█████▉    | 934/1563 [01:06<00:44, 14.09it/s]
 60%|█████▉    | 936/1563 [01:06<00:44, 14.10it/s]
 60%|██████    | 938/1563 [01:06<00:44, 14.02it/s]
 60%|██████    | 940/1563 [01:06<00:44, 14.01it/s]
 60%|██████    | 942/1563 [01:07<00:44, 14.07it/s]
 60%|██████    | 944/1563 [01:07<00:44, 14.01it/s]
 61%|██████    | 946/1563 [01:07<00:44, 14.02it/s]
 61%|██████    | 948/1563 [01:07<00:43, 14.12it/s]
 61%|██████    | 950/1563 [01:07<00:43, 14.06it/s]
 61%|██████    | 952/1563 [01:07<00:43, 14.08it/s]
 61%|██████    | 954/1563 [01:07<00:43, 14.11it/s]
 61%|██████    | 956/1563 [01:07<00:43, 14.06it/s]
 61%|██████▏   | 958/1563 [01:08<00:43, 14.05it/s]
 61%|██████▏   | 960/1563 [01:08<00:42, 14.04it/s]
 62%|██████▏   | 962/1563 [01:08<00:42, 14.03it/s]
 62%|██████▏   | 964/1563 [01:08<00:42, 14.01it/s]
 62%|██████▏   | 966/1563 [01:08<00:42, 14.02it/s]
 62%|██████▏   | 968/1563 [01:08<00:42, 14.00it/s]
 62%|██████▏   | 970/1563 [01:08<00:42, 14.06it/s]
 62%|██████▏   | 972/1563 [01:09<00:41, 14.10it/s]
 62%|██████▏   | 974/1563 [01:09<00:41, 14.05it/s]
 62%|██████▏   | 976/1563 [01:09<00:41, 14.05it/s]
 63%|██████▎   | 978/1563 [01:09<00:41, 14.07it/s]
 63%|██████▎   | 980/1563 [01:09<00:41, 14.06it/s]
 63%|██████▎   | 982/1563 [01:09<00:41, 14.04it/s]
 63%|██████▎   | 984/1563 [01:09<00:41, 14.03it/s]
 63%|██████▎   | 986/1563 [01:10<00:40, 14.08it/s]
 63%|██████▎   | 988/1563 [01:10<00:40, 14.10it/s]
 63%|██████▎   | 990/1563 [01:10<00:40, 14.06it/s]
 63%|██████▎   | 992/1563 [01:10<00:40, 14.07it/s]
 64%|██████▎   | 994/1563 [01:10<00:40, 14.05it/s]
 64%|██████▎   | 996/1563 [01:10<00:40, 14.06it/s]
 64%|██████▍   | 998/1563 [01:10<00:40, 14.07it/s]
 64%|██████▍   | 1000/1563 [01:11<00:39, 14.09it/s]
 64%|██████▍   | 1002/1563 [01:11<00:39, 14.05it/s]
 64%|██████▍   | 1004/1563 [01:11<00:39, 13.99it/s]
 64%|██████▍   | 1006/1563 [01:11<00:39, 13.98it/s]
 64%|██████▍   | 1008/1563 [01:11<00:39, 14.00it/s]
 65%|██████▍   | 1010/1563 [01:11<00:39, 14.04it/s]
 65%|██████▍   | 1012/1563 [01:11<00:39, 14.07it/s]
 65%|██████▍   | 1014/1563 [01:12<00:38, 14.12it/s]
 65%|██████▌   | 1016/1563 [01:12<00:38, 14.09it/s]
 65%|██████▌   | 1018/1563 [01:12<00:38, 14.16it/s]
 65%|██████▌   | 1020/1563 [01:12<00:38, 14.08it/s]
 65%|██████▌   | 1022/1563 [01:12<00:38, 14.09it/s]
 66%|██████▌   | 1024/1563 [01:12<00:38, 14.03it/s]
 66%|██████▌   | 1026/1563 [01:12<00:38, 14.03it/s]
 66%|██████▌   | 1028/1563 [01:13<00:37, 14.09it/s]
 66%|██████▌   | 1030/1563 [01:13<00:37, 14.14it/s]
 66%|██████▌   | 1032/1563 [01:13<00:37, 14.11it/s]
 66%|██████▌   | 1034/1563 [01:13<00:37, 14.14it/s]
 66%|██████▋   | 1036/1563 [01:13<00:37, 14.09it/s]
 66%|██████▋   | 1038/1563 [01:13<00:37, 14.13it/s]
 67%|██████▋   | 1040/1563 [01:13<00:37, 14.11it/s]
 67%|██████▋   | 1042/1563 [01:14<00:36, 14.09it/s]
 67%|██████▋   | 1044/1563 [01:14<00:36, 14.08it/s]
 67%|██████▋   | 1046/1563 [01:14<00:36, 14.06it/s]
 67%|██████▋   | 1048/1563 [01:14<00:36, 14.07it/s]
 67%|██████▋   | 1050/1563 [01:14<00:36, 14.12it/s]
 67%|██████▋   | 1052/1563 [01:14<00:36, 14.07it/s]
 67%|██████▋   | 1054/1563 [01:14<00:36, 14.03it/s]
 68%|██████▊   | 1056/1563 [01:15<00:36, 14.01it/s]
 68%|██████▊   | 1058/1563 [01:15<00:36, 14.02it/s]
 68%|██████▊   | 1060/1563 [01:15<00:35, 14.01it/s]
 68%|██████▊   | 1062/1563 [01:15<00:35, 14.07it/s]
 68%|██████▊   | 1064/1563 [01:15<00:35, 14.04it/s]
 68%|██████▊   | 1066/1563 [01:15<00:35, 14.04it/s]
 68%|██████▊   | 1068/1563 [01:15<00:35, 14.09it/s]
 68%|██████▊   | 1070/1563 [01:16<00:34, 14.13it/s]
 69%|██████▊   | 1072/1563 [01:16<00:34, 14.10it/s]
 69%|██████▊   | 1074/1563 [01:16<00:34, 14.07it/s]
 69%|██████▉   | 1076/1563 [01:16<00:34, 14.05it/s]
 69%|██████▉   | 1078/1563 [01:16<00:34, 14.08it/s]
 69%|██████▉   | 1080/1563 [01:16<00:34, 14.06it/s]
 69%|██████▉   | 1082/1563 [01:16<00:34, 14.06it/s]
 69%|██████▉   | 1084/1563 [01:17<00:34, 13.95it/s]
 69%|██████▉   | 1086/1563 [01:17<00:33, 14.03it/s]
 70%|██████▉   | 1088/1563 [01:17<00:33, 14.02it/s]
 70%|██████▉   | 1090/1563 [01:17<00:33, 14.03it/s]
 70%|██████▉   | 1092/1563 [01:17<00:33, 14.06it/s]
 70%|██████▉   | 1094/1563 [01:17<00:33, 14.06it/s]
 70%|███████   | 1096/1563 [01:17<00:33, 14.05it/s]
 70%|███████   | 1098/1563 [01:18<00:33, 14.07it/s]
 70%|███████   | 1100/1563 [01:18<00:32, 14.11it/s]
 71%|███████   | 1102/1563 [01:18<00:32, 14.12it/s]
 71%|███████   | 1104/1563 [01:18<00:32, 14.10it/s]
 71%|███████   | 1106/1563 [01:18<00:32, 14.08it/s]
 71%|███████   | 1108/1563 [01:18<00:32, 14.03it/s]
 71%|███████   | 1110/1563 [01:18<00:32, 14.03it/s]
 71%|███████   | 1112/1563 [01:19<00:31, 14.12it/s]
 71%|███████▏  | 1114/1563 [01:19<00:31, 14.06it/s]
 71%|███████▏  | 1116/1563 [01:19<00:31, 14.07it/s]
 72%|███████▏  | 1118/1563 [01:19<00:31, 14.11it/s]
 72%|███████▏  | 1120/1563 [01:19<00:31, 14.10it/s]
 72%|███████▏  | 1122/1563 [01:19<00:31, 14.06it/s]
 72%|███████▏  | 1124/1563 [01:19<00:31, 14.06it/s]
 72%|███████▏  | 1126/1563 [01:20<00:31, 14.05it/s]
 72%|███████▏  | 1128/1563 [01:20<00:30, 14.10it/s]
 72%|███████▏  | 1130/1563 [01:20<00:30, 14.08it/s]
 72%|███████▏  | 1132/1563 [01:20<00:30, 14.06it/s]
 73%|███████▎  | 1134/1563 [01:20<00:30, 14.02it/s]
 73%|███████▎  | 1136/1563 [01:20<00:30, 14.02it/s]
 73%|███████▎  | 1138/1563 [01:20<00:30, 14.05it/s]
 73%|███████▎  | 1140/1563 [01:21<00:30, 14.08it/s]
 73%|███████▎  | 1142/1563 [01:21<00:29, 14.08it/s]
 73%|███████▎  | 1144/1563 [01:21<00:29, 14.06it/s]
 73%|███████▎  | 1146/1563 [01:21<00:29, 14.05it/s]
 73%|███████▎  | 1148/1563 [01:21<00:29, 14.04it/s]
 74%|███████▎  | 1150/1563 [01:21<00:29, 14.15it/s]
 74%|███████▎  | 1152/1563 [01:21<00:29, 14.09it/s]
 74%|███████▍  | 1154/1563 [01:22<00:29, 14.10it/s]
 74%|███████▍  | 1156/1563 [01:22<00:28, 14.05it/s]
 74%|███████▍  | 1158/1563 [01:22<00:28, 14.06it/s]
 74%|███████▍  | 1160/1563 [01:22<00:28, 14.05it/s]
 74%|███████▍  | 1162/1563 [01:22<00:28, 14.00it/s]
 74%|███████▍  | 1164/1563 [01:22<00:28, 14.03it/s]
 75%|███████▍  | 1166/1563 [01:22<00:28, 13.96it/s]
 75%|███████▍  | 1168/1563 [01:23<00:28, 14.01it/s]
 75%|███████▍  | 1170/1563 [01:23<00:27, 14.05it/s]
 75%|███████▍  | 1172/1563 [01:23<00:27, 14.08it/s]
 75%|███████▌  | 1174/1563 [01:23<00:27, 14.05it/s]
 75%|███████▌  | 1176/1563 [01:23<00:27, 14.08it/s]
 75%|███████▌  | 1178/1563 [01:23<00:27, 14.11it/s]
 75%|███████▌  | 1180/1563 [01:23<00:27, 14.09it/s]
 76%|███████▌  | 1182/1563 [01:24<00:27, 14.07it/s]
 76%|███████▌  | 1184/1563 [01:24<00:26, 14.04it/s]
 76%|███████▌  | 1186/1563 [01:24<00:26, 14.02it/s]
 76%|███████▌  | 1188/1563 [01:24<00:26, 14.08it/s]
 76%|███████▌  | 1190/1563 [01:24<00:26, 14.07it/s]
 76%|███████▋  | 1192/1563 [01:24<00:26, 14.11it/s]
 76%|███████▋  | 1194/1563 [01:24<00:26, 14.09it/s]
 77%|███████▋  | 1196/1563 [01:25<00:26, 14.10it/s]
 77%|███████▋  | 1198/1563 [01:25<00:25, 14.10it/s]
 77%|███████▋  | 1200/1563 [01:25<00:25, 14.11it/s]
 77%|███████▋  | 1202/1563 [01:25<00:25, 14.09it/s]
 77%|███████▋  | 1204/1563 [01:25<00:25, 14.05it/s]
 77%|███████▋  | 1206/1563 [01:25<00:25, 14.03it/s]
 77%|███████▋  | 1208/1563 [01:25<00:25, 14.04it/s]
 77%|███████▋  | 1210/1563 [01:26<00:25, 14.11it/s]
 78%|███████▊  | 1212/1563 [01:26<00:24, 14.04it/s]
 78%|███████▊  | 1214/1563 [01:26<00:24, 14.06it/s]
 78%|███████▊  | 1216/1563 [01:26<00:24, 14.02it/s]
 78%|███████▊  | 1218/1563 [01:26<00:24, 14.05it/s]
 78%|███████▊  | 1220/1563 [01:26<00:24, 14.08it/s]
 78%|███████▊  | 1222/1563 [01:26<00:24, 14.04it/s]
 78%|███████▊  | 1224/1563 [01:27<00:24, 14.05it/s]
 78%|███████▊  | 1226/1563 [01:27<00:23, 14.09it/s]
 79%|███████▊  | 1228/1563 [01:27<00:23, 14.11it/s]
 79%|███████▊  | 1230/1563 [01:27<00:23, 14.09it/s]
 79%|███████▉  | 1232/1563 [01:27<00:23, 14.10it/s]
 79%|███████▉  | 1234/1563 [01:27<00:23, 14.11it/s]
 79%|███████▉  | 1236/1563 [01:27<00:23, 14.07it/s]
 79%|███████▉  | 1238/1563 [01:28<00:23, 14.05it/s]
 79%|███████▉  | 1240/1563 [01:28<00:22, 14.05it/s]
 79%|███████▉  | 1242/1563 [01:28<00:22, 14.02it/s]
 80%|███████▉  | 1244/1563 [01:28<00:22, 14.09it/s]
 80%|███████▉  | 1246/1563 [01:28<00:22, 14.08it/s]
 80%|███████▉  | 1248/1563 [01:28<00:22, 14.11it/s]
 80%|███████▉  | 1250/1563 [01:28<00:22, 14.13it/s]
 80%|████████  | 1252/1563 [01:29<00:22, 14.13it/s]
 80%|████████  | 1254/1563 [01:29<00:21, 14.10it/s]
 80%|████████  | 1256/1563 [01:29<00:21, 14.13it/s]
 80%|████████  | 1258/1563 [01:29<00:21, 14.13it/s]
 81%|████████  | 1260/1563 [01:29<00:21, 14.12it/s]
 81%|████████  | 1262/1563 [01:29<00:21, 14.07it/s]
 81%|████████  | 1264/1563 [01:29<00:21, 14.10it/s]
 81%|████████  | 1266/1563 [01:30<00:21, 14.04it/s]
 81%|████████  | 1268/1563 [01:30<00:20, 14.05it/s]
 81%|████████▏ | 1270/1563 [01:30<00:20, 14.03it/s]
 81%|████████▏ | 1272/1563 [01:30<00:20, 14.09it/s]
 82%|████████▏ | 1274/1563 [01:30<00:20, 14.10it/s]
 82%|████████▏ | 1276/1563 [01:30<00:20, 14.08it/s]
 82%|████████▏ | 1278/1563 [01:30<00:20, 14.04it/s]
 82%|████████▏ | 1280/1563 [01:31<00:20, 14.08it/s]
 82%|████████▏ | 1282/1563 [01:31<00:19, 14.06it/s]
 82%|████████▏ | 1284/1563 [01:31<00:19, 14.05it/s]
 82%|████████▏ | 1286/1563 [01:31<00:19, 14.07it/s]
 82%|████████▏ | 1288/1563 [01:31<00:19, 14.11it/s]
 83%|████████▎ | 1290/1563 [01:31<00:19, 14.11it/s]
 83%|████████▎ | 1292/1563 [01:31<00:19, 14.11it/s]
 83%|████████▎ | 1294/1563 [01:32<00:19, 14.08it/s]
 83%|████████▎ | 1296/1563 [01:32<00:18, 14.07it/s]
 83%|████████▎ | 1298/1563 [01:32<00:18, 14.10it/s]
 83%|████████▎ | 1300/1563 [01:32<00:18, 14.08it/s]
 83%|████████▎ | 1302/1563 [01:32<00:18, 14.11it/s]
 83%|████████▎ | 1304/1563 [01:32<00:18, 14.08it/s]
 84%|████████▎ | 1306/1563 [01:32<00:18, 14.04it/s]
 84%|████████▎ | 1308/1563 [01:33<00:18, 14.13it/s]
 84%|████████▍ | 1310/1563 [01:33<00:17, 14.10it/s]
 84%|████████▍ | 1312/1563 [01:33<00:17, 14.08it/s]
 84%|████████▍ | 1314/1563 [01:33<00:17, 14.03it/s]
 84%|████████▍ | 1316/1563 [01:33<00:17, 14.05it/s]
 84%|████████▍ | 1318/1563 [01:33<00:17, 14.03it/s]
 84%|████████▍ | 1320/1563 [01:33<00:17, 14.02it/s]
 85%|████████▍ | 1322/1563 [01:34<00:17, 13.97it/s]
 85%|████████▍ | 1324/1563 [01:34<00:17, 13.98it/s]
 85%|████████▍ | 1326/1563 [01:34<00:16, 14.02it/s]
 85%|████████▍ | 1328/1563 [01:34<00:16, 14.02it/s]
 85%|████████▌ | 1330/1563 [01:34<00:16, 14.00it/s]
 85%|████████▌ | 1332/1563 [01:34<00:16, 14.05it/s]
 85%|████████▌ | 1334/1563 [01:34<00:16, 14.01it/s]
 85%|████████▌ | 1336/1563 [01:35<00:16, 14.06it/s]
 86%|████████▌ | 1338/1563 [01:35<00:16, 14.05it/s]
 86%|████████▌ | 1340/1563 [01:35<00:15, 14.11it/s]
 86%|████████▌ | 1342/1563 [01:35<00:15, 14.07it/s]
 86%|████████▌ | 1344/1563 [01:35<00:15, 14.05it/s]
 86%|████████▌ | 1346/1563 [01:35<00:15, 14.06it/s]
 86%|████████▌ | 1348/1563 [01:35<00:15, 14.08it/s]
 86%|████████▋ | 1350/1563 [01:36<00:15, 14.08it/s]
 87%|████████▋ | 1352/1563 [01:36<00:15, 14.01it/s]
 87%|████████▋ | 1354/1563 [01:36<00:14, 14.05it/s]
 87%|████████▋ | 1356/1563 [01:36<00:14, 14.06it/s]
 87%|████████▋ | 1358/1563 [01:36<00:14, 14.06it/s]
 87%|████████▋ | 1360/1563 [01:36<00:14, 14.09it/s]
 87%|████████▋ | 1362/1563 [01:36<00:14, 14.13it/s]
 87%|████████▋ | 1364/1563 [01:37<00:14, 14.16it/s]
 87%|████████▋ | 1366/1563 [01:37<00:13, 14.16it/s]
 88%|████████▊ | 1368/1563 [01:37<00:13, 14.14it/s]
 88%|████████▊ | 1370/1563 [01:37<00:13, 14.13it/s]
 88%|████████▊ | 1372/1563 [01:37<00:13, 14.09it/s]
 88%|████████▊ | 1374/1563 [01:37<00:13, 14.09it/s]
 88%|████████▊ | 1376/1563 [01:37<00:13, 14.05it/s]
 88%|████████▊ | 1378/1563 [01:37<00:13, 14.10it/s]
 88%|████████▊ | 1380/1563 [01:38<00:13, 14.06it/s]
 88%|████████▊ | 1382/1563 [01:38<00:12, 14.01it/s]
 89%|████████▊ | 1384/1563 [01:38<00:12, 14.07it/s]
 89%|████████▊ | 1386/1563 [01:38<00:12, 14.09it/s]
 89%|████████▉ | 1388/1563 [01:38<00:12, 14.14it/s]
 89%|████████▉ | 1390/1563 [01:38<00:12, 14.10it/s]
 89%|████████▉ | 1392/1563 [01:38<00:12, 14.18it/s]
 89%|████████▉ | 1394/1563 [01:39<00:11, 14.13it/s]
 89%|████████▉ | 1396/1563 [01:39<00:11, 14.12it/s]
 89%|████████▉ | 1398/1563 [01:39<00:11, 14.10it/s]
 90%|████████▉ | 1400/1563 [01:39<00:11, 14.14it/s]
 90%|████████▉ | 1402/1563 [01:39<00:11, 14.06it/s]
 90%|████████▉ | 1404/1563 [01:39<00:11, 14.02it/s]
 90%|████████▉ | 1406/1563 [01:39<00:11, 14.07it/s]
 90%|█████████ | 1408/1563 [01:40<00:11, 14.04it/s]
 90%|█████████ | 1410/1563 [01:40<00:10, 14.04it/s]
 90%|█████████ | 1412/1563 [01:40<00:10, 14.07it/s]
 90%|█████████ | 1414/1563 [01:40<00:10, 14.12it/s]
 91%|█████████ | 1416/1563 [01:40<00:10, 14.16it/s]
 91%|█████████ | 1418/1563 [01:40<00:10, 14.10it/s]
 91%|█████████ | 1420/1563 [01:40<00:10, 14.10it/s]
 91%|█████████ | 1422/1563 [01:41<00:10, 14.07it/s]
 91%|█████████ | 1424/1563 [01:41<00:09, 14.04it/s]
 91%|█████████ | 1426/1563 [01:41<00:09, 14.07it/s]
 91%|█████████▏| 1428/1563 [01:41<00:09, 14.07it/s]
 91%|█████████▏| 1430/1563 [01:41<00:09, 14.06it/s]
 92%|█████████▏| 1432/1563 [01:41<00:09, 14.05it/s]
 92%|█████████▏| 1434/1563 [01:41<00:09, 14.07it/s]
 92%|█████████▏| 1436/1563 [01:42<00:09, 14.06it/s]
 92%|█████████▏| 1438/1563 [01:42<00:08, 14.06it/s]
 92%|█████████▏| 1440/1563 [01:42<00:08, 14.06it/s]
 92%|█████████▏| 1442/1563 [01:42<00:08, 14.04it/s]
 92%|█████████▏| 1444/1563 [01:42<00:08, 13.99it/s]
 93%|█████████▎| 1446/1563 [01:42<00:08, 14.01it/s]
 93%|█████████▎| 1448/1563 [01:42<00:08, 14.09it/s]
 93%|█████████▎| 1450/1563 [01:43<00:07, 14.14it/s]
 93%|█████████▎| 1452/1563 [01:43<00:07, 14.08it/s]
 93%|█████████▎| 1454/1563 [01:43<00:07, 14.09it/s]
 93%|█████████▎| 1456/1563 [01:43<00:07, 14.07it/s]
 93%|█████████▎| 1458/1563 [01:43<00:07, 14.11it/s]
 93%|█████████▎| 1460/1563 [01:43<00:07, 14.10it/s]
 94%|█████████▎| 1462/1563 [01:43<00:07, 14.11it/s]
 94%|█████████▎| 1464/1563 [01:44<00:07, 14.05it/s]
 94%|█████████▍| 1466/1563 [01:44<00:06, 14.06it/s]
 94%|█████████▍| 1468/1563 [01:44<00:06, 14.04it/s]
 94%|█████████▍| 1470/1563 [01:44<00:06, 14.06it/s]
 94%|█████████▍| 1472/1563 [01:44<00:06, 14.03it/s]
 94%|█████████▍| 1474/1563 [01:44<00:06, 14.06it/s]
 94%|█████████▍| 1476/1563 [01:44<00:06, 14.08it/s]
 95%|█████████▍| 1478/1563 [01:45<00:06, 14.14it/s]
 95%|█████████▍| 1480/1563 [01:45<00:05, 14.05it/s]
 95%|█████████▍| 1482/1563 [01:45<00:05, 13.97it/s]
 95%|█████████▍| 1484/1563 [01:45<00:05, 13.96it/s]
 95%|█████████▌| 1486/1563 [01:45<00:05, 13.97it/s]
 95%|█████████▌| 1488/1563 [01:45<00:05, 13.95it/s]
 95%|█████████▌| 1490/1563 [01:45<00:05, 14.03it/s]
 95%|█████████▌| 1492/1563 [01:46<00:05, 14.01it/s]
 96%|█████████▌| 1494/1563 [01:46<00:04, 14.07it/s]
 96%|█████████▌| 1496/1563 [01:46<00:04, 14.02it/s]
 96%|█████████▌| 1498/1563 [01:46<00:04, 14.07it/s]
 96%|█████████▌| 1500/1563 [01:46<00:04, 14.08it/s]
 96%|█████████▌| 1502/1563 [01:46<00:04, 14.08it/s]
 96%|█████████▌| 1504/1563 [01:46<00:04, 14.09it/s]
 96%|█████████▋| 1506/1563 [01:47<00:04, 14.09it/s]
 96%|█████████▋| 1508/1563 [01:47<00:03, 14.06it/s]
 97%|█████████▋| 1510/1563 [01:47<00:03, 13.87it/s]
 97%|█████████▋| 1512/1563 [01:47<00:03, 13.51it/s]
 97%|█████████▋| 1514/1563 [01:47<00:03, 13.67it/s]
 97%|█████████▋| 1516/1563 [01:47<00:03, 13.80it/s]
 97%|█████████▋| 1518/1563 [01:47<00:03, 13.87it/s]
 97%|█████████▋| 1520/1563 [01:48<00:03, 13.94it/s]
 97%|█████████▋| 1522/1563 [01:48<00:02, 13.96it/s]
 98%|█████████▊| 1524/1563 [01:48<00:02, 13.96it/s]
 98%|█████████▊| 1526/1563 [01:48<00:02, 14.05it/s]
 98%|█████████▊| 1528/1563 [01:48<00:02, 14.07it/s]
 98%|█████████▊| 1530/1563 [01:48<00:02, 14.06it/s]
 98%|█████████▊| 1532/1563 [01:48<00:02, 14.07it/s]
 98%|█████████▊| 1534/1563 [01:49<00:02, 14.06it/s]
 98%|█████████▊| 1536/1563 [01:49<00:01, 14.08it/s]
 98%|█████████▊| 1538/1563 [01:49<00:01, 14.07it/s]
 99%|█████████▊| 1540/1563 [01:49<00:01, 14.13it/s]
 99%|█████████▊| 1542/1563 [01:49<00:01, 14.09it/s]
 99%|█████████▉| 1544/1563 [01:49<00:01, 14.11it/s]
 99%|█████████▉| 1546/1563 [01:49<00:01, 14.06it/s]
 99%|█████████▉| 1548/1563 [01:50<00:01, 14.09it/s]
 99%|█████████▉| 1550/1563 [01:50<00:00, 14.04it/s]
 99%|█████████▉| 1552/1563 [01:50<00:00, 14.04it/s]
 99%|█████████▉| 1554/1563 [01:50<00:00, 14.07it/s]
100%|█████████▉| 1556/1563 [01:50<00:00, 14.12it/s]
100%|█████████▉| 1558/1563 [01:50<00:00, 14.02it/s]
100%|█████████▉| 1560/1563 [01:50<00:00, 14.02it/s]
100%|█████████▉| 1562/1563 [01:51<00:00, 14.02it/s]
100%|██████████| 1563/1563 [01:51<00:00, 14.06it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  2%|▏         | 3/157 [00:00<00:07, 20.71it/s]
  4%|▍         | 6/157 [00:00<00:07, 21.03it/s]
  6%|▌         | 9/157 [00:00<00:06, 21.16it/s]
  8%|▊         | 12/157 [00:00<00:06, 21.17it/s]
 10%|▉         | 15/157 [00:00<00:06, 21.23it/s]
 11%|█▏        | 18/157 [00:00<00:06, 21.34it/s]
 13%|█▎        | 21/157 [00:00<00:06, 21.42it/s]
 15%|█▌        | 24/157 [00:01<00:06, 21.37it/s]
 17%|█▋        | 27/157 [00:01<00:06, 21.35it/s]
 19%|█▉        | 30/157 [00:01<00:05, 21.33it/s]
 21%|██        | 33/157 [00:01<00:05, 21.34it/s]
 23%|██▎       | 36/157 [00:01<00:05, 21.42it/s]
 25%|██▍       | 39/157 [00:01<00:05, 21.20it/s]
 27%|██▋       | 42/157 [00:01<00:05, 20.90it/s]
 29%|██▊       | 45/157 [00:02<00:05, 20.77it/s]
 31%|███       | 48/157 [00:02<00:05, 20.63it/s]
 32%|███▏      | 51/157 [00:02<00:05, 20.65it/s]
 34%|███▍      | 54/157 [00:02<00:05, 20.55it/s]
 36%|███▋      | 57/157 [00:02<00:04, 20.57it/s]
 38%|███▊      | 60/157 [00:02<00:04, 20.51it/s]
 40%|████      | 63/157 [00:03<00:04, 20.45it/s]
 42%|████▏     | 66/157 [00:03<00:04, 20.53it/s]
 44%|████▍     | 69/157 [00:03<00:04, 20.59it/s]
 46%|████▌     | 72/157 [00:03<00:04, 20.53it/s]
 48%|████▊     | 75/157 [00:03<00:04, 20.49it/s]
 50%|████▉     | 78/157 [00:03<00:03, 20.51it/s]
 52%|█████▏    | 81/157 [00:03<00:03, 20.48it/s]
 54%|█████▎    | 84/157 [00:04<00:03, 20.39it/s]
 55%|█████▌    | 87/157 [00:04<00:03, 20.38it/s]
 57%|█████▋    | 90/157 [00:04<00:03, 20.38it/s]
 59%|█████▉    | 93/157 [00:04<00:03, 20.35it/s]
 61%|██████    | 96/157 [00:04<00:02, 20.45it/s]
 63%|██████▎   | 99/157 [00:04<00:02, 20.52it/s]
 65%|██████▍   | 102/157 [00:04<00:02, 20.48it/s]
 67%|██████▋   | 105/157 [00:05<00:02, 20.43it/s]
 69%|██████▉   | 108/157 [00:05<00:02, 20.55it/s]
 71%|███████   | 111/157 [00:05<00:02, 20.48it/s]
 73%|███████▎  | 114/157 [00:05<00:02, 20.53it/s]
 75%|███████▍  | 117/157 [00:05<00:01, 20.51it/s]
 76%|███████▋  | 120/157 [00:05<00:01, 20.49it/s]
 78%|███████▊  | 123/157 [00:05<00:01, 20.58it/s]
 80%|████████  | 126/157 [00:06<00:01, 20.60it/s]
 82%|████████▏ | 129/157 [00:06<00:01, 20.55it/s]
 84%|████████▍ | 132/157 [00:06<00:01, 20.50it/s]
 86%|████████▌ | 135/157 [00:06<00:01, 20.54it/s]
 88%|████████▊ | 138/157 [00:06<00:00, 20.51it/s]
 90%|████████▉ | 141/157 [00:06<00:00, 20.45it/s]
 92%|█████████▏| 144/157 [00:06<00:00, 20.52it/s]
 94%|█████████▎| 147/157 [00:07<00:00, 20.48it/s]
 96%|█████████▌| 150/157 [00:07<00:00, 20.49it/s]
 97%|█████████▋| 153/157 [00:07<00:00, 20.49it/s]
 99%|█████████▉| 156/157 [00:07<00:00, 20.54it/s]
100%|██████████| 157/157 [00:07<00:00, 20.76it/s]
Epoch: 10 	Training Loss: 0.095991 	Training Accuracy: 0.977040 	Validation Loss: 1.472026 	Validation Accuracy: 0.701400

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:01, 12.81it/s]
  0%|          | 4/1563 [00:00<01:59, 13.00it/s]
  0%|          | 6/1563 [00:00<01:56, 13.37it/s]
  1%|          | 8/1563 [00:00<01:54, 13.61it/s]
  1%|          | 10/1563 [00:00<01:52, 13.81it/s]
  1%|          | 12/1563 [00:00<01:51, 13.95it/s]
  1%|          | 14/1563 [00:01<01:50, 14.00it/s]
  1%|          | 16/1563 [00:01<01:50, 14.01it/s]
  1%|          | 18/1563 [00:01<01:50, 14.00it/s]
  1%|▏         | 20/1563 [00:01<01:49, 14.03it/s]
  1%|▏         | 22/1563 [00:01<01:49, 14.01it/s]
  2%|▏         | 24/1563 [00:01<01:49, 14.09it/s]
  2%|▏         | 26/1563 [00:01<01:49, 14.04it/s]
  2%|▏         | 28/1563 [00:02<01:49, 14.00it/s]
  2%|▏         | 30/1563 [00:02<01:49, 14.02it/s]
  2%|▏         | 32/1563 [00:02<01:48, 14.09it/s]
  2%|▏         | 34/1563 [00:02<01:48, 14.08it/s]
  2%|▏         | 36/1563 [00:02<01:48, 14.08it/s]
  2%|▏         | 38/1563 [00:02<01:48, 14.10it/s]
  3%|▎         | 40/1563 [00:02<01:48, 14.04it/s]
  3%|▎         | 42/1563 [00:03<01:47, 14.12it/s]
  3%|▎         | 44/1563 [00:03<01:47, 14.07it/s]
  3%|▎         | 46/1563 [00:03<01:47, 14.06it/s]
  3%|▎         | 48/1563 [00:03<01:47, 14.07it/s]
  3%|▎         | 50/1563 [00:03<01:47, 14.06it/s]
  3%|▎         | 52/1563 [00:03<01:47, 14.09it/s]
  3%|▎         | 54/1563 [00:03<01:47, 14.09it/s]
  4%|▎         | 56/1563 [00:04<01:46, 14.10it/s]
  4%|▎         | 58/1563 [00:04<01:46, 14.11it/s]
  4%|▍         | 60/1563 [00:04<01:46, 14.10it/s]
  4%|▍         | 62/1563 [00:04<01:46, 14.06it/s]
  4%|▍         | 64/1563 [00:04<01:46, 14.03it/s]
  4%|▍         | 66/1563 [00:04<01:46, 14.03it/s]
  4%|▍         | 68/1563 [00:04<01:46, 14.04it/s]
  4%|▍         | 70/1563 [00:04<01:45, 14.09it/s]
  5%|▍         | 72/1563 [00:05<01:45, 14.08it/s]
  5%|▍         | 74/1563 [00:05<01:45, 14.11it/s]
  5%|▍         | 76/1563 [00:05<01:45, 14.09it/s]
  5%|▍         | 78/1563 [00:05<01:45, 14.11it/s]
  5%|▌         | 80/1563 [00:05<01:44, 14.16it/s]
  5%|▌         | 82/1563 [00:05<01:44, 14.12it/s]
  5%|▌         | 84/1563 [00:05<01:44, 14.12it/s]
  6%|▌         | 86/1563 [00:06<01:44, 14.08it/s]
  6%|▌         | 88/1563 [00:06<01:44, 14.07it/s]
  6%|▌         | 90/1563 [00:06<01:44, 14.06it/s]
  6%|▌         | 92/1563 [00:06<01:44, 14.04it/s]
  6%|▌         | 94/1563 [00:06<01:44, 14.04it/s]
  6%|▌         | 96/1563 [00:06<01:44, 14.03it/s]
  6%|▋         | 98/1563 [00:06<01:44, 14.03it/s]
  6%|▋         | 100/1563 [00:07<01:43, 14.10it/s]
  7%|▋         | 102/1563 [00:07<01:43, 14.08it/s]
  7%|▋         | 104/1563 [00:07<01:43, 14.07it/s]
  7%|▋         | 106/1563 [00:07<01:44, 14.00it/s]
  7%|▋         | 108/1563 [00:07<01:43, 13.99it/s]
  7%|▋         | 110/1563 [00:07<01:43, 14.09it/s]
  7%|▋         | 112/1563 [00:07<01:43, 14.08it/s]
  7%|▋         | 114/1563 [00:08<01:42, 14.10it/s]
  7%|▋         | 116/1563 [00:08<01:42, 14.12it/s]
  8%|▊         | 118/1563 [00:08<01:42, 14.05it/s]
  8%|▊         | 120/1563 [00:08<01:42, 14.04it/s]
  8%|▊         | 122/1563 [00:08<01:42, 14.05it/s]
  8%|▊         | 124/1563 [00:08<01:42, 14.09it/s]
  8%|▊         | 126/1563 [00:08<01:42, 14.02it/s]
  8%|▊         | 128/1563 [00:09<01:42, 14.06it/s]
  8%|▊         | 130/1563 [00:09<01:41, 14.14it/s]
  8%|▊         | 132/1563 [00:09<01:41, 14.16it/s]
  9%|▊         | 134/1563 [00:09<01:41, 14.09it/s]
  9%|▊         | 136/1563 [00:09<01:41, 14.05it/s]
  9%|▉         | 138/1563 [00:09<01:41, 14.07it/s]
  9%|▉         | 140/1563 [00:09<01:41, 14.06it/s]
  9%|▉         | 142/1563 [00:10<01:40, 14.11it/s]
  9%|▉         | 144/1563 [00:10<01:40, 14.09it/s]
  9%|▉         | 146/1563 [00:10<01:40, 14.10it/s]
  9%|▉         | 148/1563 [00:10<01:40, 14.05it/s]
 10%|▉         | 150/1563 [00:10<01:40, 14.02it/s]
 10%|▉         | 152/1563 [00:10<01:40, 14.04it/s]
 10%|▉         | 154/1563 [00:10<01:40, 14.01it/s]
 10%|▉         | 156/1563 [00:11<01:39, 14.10it/s]
 10%|█         | 158/1563 [00:11<01:40, 14.05it/s]
 10%|█         | 160/1563 [00:11<01:39, 14.07it/s]
 10%|█         | 162/1563 [00:11<01:39, 14.07it/s]
 10%|█         | 164/1563 [00:11<01:39, 14.03it/s]
 11%|█         | 166/1563 [00:11<01:39, 14.03it/s]
 11%|█         | 168/1563 [00:11<01:39, 14.03it/s]
 11%|█         | 170/1563 [00:12<01:39, 14.04it/s]
 11%|█         | 172/1563 [00:12<01:39, 14.04it/s]
 11%|█         | 174/1563 [00:12<01:38, 14.07it/s]
 11%|█▏        | 176/1563 [00:12<01:38, 14.07it/s]
 11%|█▏        | 178/1563 [00:12<01:38, 14.05it/s]
 12%|█▏        | 180/1563 [00:12<01:38, 14.11it/s]
 12%|█▏        | 182/1563 [00:12<01:37, 14.13it/s]
 12%|█▏        | 184/1563 [00:13<01:37, 14.18it/s]
 12%|█▏        | 186/1563 [00:13<01:37, 14.07it/s]
 12%|█▏        | 188/1563 [00:13<01:37, 14.04it/s]
 12%|█▏        | 190/1563 [00:13<01:37, 14.10it/s]
 12%|█▏        | 192/1563 [00:13<01:37, 14.09it/s]
 12%|█▏        | 194/1563 [00:13<01:36, 14.13it/s]
 13%|█▎        | 196/1563 [00:13<01:36, 14.11it/s]
 13%|█▎        | 198/1563 [00:14<01:36, 14.07it/s]
 13%|█▎        | 200/1563 [00:14<01:36, 14.14it/s]
 13%|█▎        | 202/1563 [00:14<01:35, 14.21it/s]
 13%|█▎        | 204/1563 [00:14<01:36, 14.14it/s]
 13%|█▎        | 206/1563 [00:14<01:36, 14.11it/s]
 13%|█▎        | 208/1563 [00:14<01:36, 14.04it/s]
 13%|█▎        | 210/1563 [00:14<01:35, 14.10it/s]
 14%|█▎        | 212/1563 [00:15<01:35, 14.14it/s]
 14%|█▎        | 214/1563 [00:15<01:35, 14.08it/s]
 14%|█▍        | 216/1563 [00:15<01:35, 14.09it/s]
 14%|█▍        | 218/1563 [00:15<01:35, 14.09it/s]
 14%|█▍        | 220/1563 [00:15<01:35, 14.07it/s]
 14%|█▍        | 222/1563 [00:15<01:35, 14.07it/s]
 14%|█▍        | 224/1563 [00:15<01:34, 14.10it/s]
 14%|█▍        | 226/1563 [00:16<01:35, 14.07it/s]
 15%|█▍        | 228/1563 [00:16<01:34, 14.06it/s]
 15%|█▍        | 230/1563 [00:16<01:34, 14.06it/s]
 15%|█▍        | 232/1563 [00:16<01:34, 14.07it/s]
 15%|█▍        | 234/1563 [00:16<01:34, 14.07it/s]
 15%|█▌        | 236/1563 [00:16<01:34, 14.09it/s]
 15%|█▌        | 238/1563 [00:16<01:34, 14.03it/s]
 15%|█▌        | 240/1563 [00:17<01:34, 14.05it/s]
 15%|█▌        | 242/1563 [00:17<01:33, 14.07it/s]
 16%|█▌        | 244/1563 [00:17<01:33, 14.07it/s]
 16%|█▌        | 246/1563 [00:17<01:33, 14.07it/s]
 16%|█▌        | 248/1563 [00:17<01:33, 14.12it/s]
 16%|█▌        | 250/1563 [00:17<01:33, 14.08it/s]
 16%|█▌        | 252/1563 [00:17<01:33, 14.03it/s]
 16%|█▋        | 254/1563 [00:18<01:33, 14.05it/s]
 16%|█▋        | 256/1563 [00:18<01:33, 14.05it/s]
 17%|█▋        | 258/1563 [00:18<01:32, 14.09it/s]
 17%|█▋        | 260/1563 [00:18<01:32, 14.13it/s]
 17%|█▋        | 262/1563 [00:18<01:32, 14.13it/s]
 17%|█▋        | 264/1563 [00:18<01:32, 14.11it/s]
 17%|█▋        | 266/1563 [00:18<01:32, 13.97it/s]
 17%|█▋        | 268/1563 [00:19<01:32, 14.06it/s]
 17%|█▋        | 270/1563 [00:19<01:31, 14.08it/s]
 17%|█▋        | 272/1563 [00:19<01:31, 14.13it/s]
 18%|█▊        | 274/1563 [00:19<01:31, 14.10it/s]
 18%|█▊        | 276/1563 [00:19<01:31, 14.05it/s]
 18%|█▊        | 278/1563 [00:19<01:31, 14.02it/s]
 18%|█▊        | 280/1563 [00:19<01:31, 14.09it/s]
 18%|█▊        | 282/1563 [00:20<01:31, 13.98it/s]
 18%|█▊        | 284/1563 [00:20<01:31, 13.97it/s]
 18%|█▊        | 286/1563 [00:20<01:31, 14.03it/s]
 18%|█▊        | 288/1563 [00:20<01:30, 14.05it/s]
 19%|█▊        | 290/1563 [00:20<01:30, 14.06it/s]
 19%|█▊        | 292/1563 [00:20<01:30, 14.08it/s]
 19%|█▉        | 294/1563 [00:20<01:30, 14.07it/s]
 19%|█▉        | 296/1563 [00:21<01:29, 14.10it/s]
 19%|█▉        | 298/1563 [00:21<01:29, 14.09it/s]
 19%|█▉        | 300/1563 [00:21<01:29, 14.05it/s]
 19%|█▉        | 302/1563 [00:21<01:29, 14.04it/s]
 19%|█▉        | 304/1563 [00:21<01:29, 14.04it/s]
 20%|█▉        | 306/1563 [00:21<01:29, 14.04it/s]
 20%|█▉        | 308/1563 [00:21<01:29, 14.08it/s]
 20%|█▉        | 310/1563 [00:22<01:29, 14.07it/s]
 20%|█▉        | 312/1563 [00:22<01:28, 14.09it/s]
 20%|██        | 314/1563 [00:22<01:28, 14.07it/s]
 20%|██        | 316/1563 [00:22<01:28, 14.06it/s]
 20%|██        | 318/1563 [00:22<01:28, 14.04it/s]
 20%|██        | 320/1563 [00:22<01:28, 14.05it/s]
 21%|██        | 322/1563 [00:22<01:28, 14.09it/s]
 21%|██        | 324/1563 [00:23<01:27, 14.13it/s]
 21%|██        | 326/1563 [00:23<01:27, 14.09it/s]
 21%|██        | 328/1563 [00:23<01:27, 14.10it/s]
 21%|██        | 330/1563 [00:23<01:27, 14.09it/s]
 21%|██        | 332/1563 [00:23<01:27, 14.11it/s]
 21%|██▏       | 334/1563 [00:23<01:27, 14.08it/s]
 21%|██▏       | 336/1563 [00:23<01:27, 14.07it/s]
 22%|██▏       | 338/1563 [00:24<01:27, 14.06it/s]
 22%|██▏       | 340/1563 [00:24<01:26, 14.13it/s]
 22%|██▏       | 342/1563 [00:24<01:26, 14.16it/s]
 22%|██▏       | 344/1563 [00:24<01:26, 14.13it/s]
 22%|██▏       | 346/1563 [00:24<01:26, 14.07it/s]
 22%|██▏       | 348/1563 [00:24<01:26, 14.06it/s]
 22%|██▏       | 350/1563 [00:24<01:25, 14.11it/s]
 23%|██▎       | 352/1563 [00:25<01:25, 14.09it/s]
 23%|██▎       | 354/1563 [00:25<01:25, 14.07it/s]
 23%|██▎       | 356/1563 [00:25<01:25, 14.06it/s]
 23%|██▎       | 358/1563 [00:25<01:25, 14.04it/s]
 23%|██▎       | 360/1563 [00:25<01:29, 13.51it/s]
 23%|██▎       | 362/1563 [00:25<01:31, 13.19it/s]
 23%|██▎       | 364/1563 [00:25<01:32, 12.99it/s]
 23%|██▎       | 366/1563 [00:26<01:33, 12.81it/s]
 24%|██▎       | 368/1563 [00:26<01:34, 12.71it/s]
 24%|██▎       | 370/1563 [00:26<01:34, 12.65it/s]
 24%|██▍       | 372/1563 [00:26<01:34, 12.56it/s]
 24%|██▍       | 374/1563 [00:26<01:34, 12.54it/s]
 24%|██▍       | 376/1563 [00:26<01:35, 12.47it/s]
 24%|██▍       | 378/1563 [00:27<01:35, 12.47it/s]
 24%|██▍       | 380/1563 [00:27<01:35, 12.44it/s]
 24%|██▍       | 382/1563 [00:27<01:34, 12.45it/s]
 25%|██▍       | 384/1563 [00:27<01:34, 12.49it/s]
 25%|██▍       | 386/1563 [00:27<01:34, 12.47it/s]
 25%|██▍       | 388/1563 [00:27<01:34, 12.47it/s]
 25%|██▍       | 390/1563 [00:28<01:33, 12.49it/s]
 25%|██▌       | 392/1563 [00:28<01:33, 12.49it/s]
 25%|██▌       | 394/1563 [00:28<01:33, 12.50it/s]
 25%|██▌       | 396/1563 [00:28<01:33, 12.51it/s]
 25%|██▌       | 398/1563 [00:28<01:33, 12.50it/s]
 26%|██▌       | 400/1563 [00:28<01:32, 12.60it/s]
 26%|██▌       | 402/1563 [00:28<01:29, 13.01it/s]
 26%|██▌       | 404/1563 [00:29<01:27, 13.30it/s]
 26%|██▌       | 406/1563 [00:29<01:25, 13.49it/s]
 26%|██▌       | 408/1563 [00:29<01:24, 13.70it/s]
 26%|██▌       | 410/1563 [00:29<01:23, 13.77it/s]
 26%|██▋       | 412/1563 [00:29<01:22, 13.87it/s]
 26%|██▋       | 414/1563 [00:29<01:22, 13.91it/s]
 27%|██▋       | 416/1563 [00:29<01:22, 13.94it/s]
 27%|██▋       | 418/1563 [00:30<01:21, 13.97it/s]
 27%|██▋       | 420/1563 [00:30<01:21, 13.99it/s]
 27%|██▋       | 422/1563 [00:30<01:21, 14.02it/s]
 27%|██▋       | 424/1563 [00:30<01:21, 14.06it/s]
 27%|██▋       | 426/1563 [00:30<01:20, 14.07it/s]
 27%|██▋       | 428/1563 [00:30<01:20, 14.08it/s]
 28%|██▊       | 430/1563 [00:30<01:20, 14.09it/s]
 28%|██▊       | 432/1563 [00:31<01:19, 14.17it/s]
 28%|██▊       | 434/1563 [00:31<01:19, 14.13it/s]
 28%|██▊       | 436/1563 [00:31<01:19, 14.10it/s]
 28%|██▊       | 438/1563 [00:31<01:19, 14.15it/s]
 28%|██▊       | 440/1563 [00:31<01:19, 14.15it/s]
 28%|██▊       | 442/1563 [00:31<01:19, 14.10it/s]
 28%|██▊       | 444/1563 [00:31<01:19, 14.10it/s]
 29%|██▊       | 446/1563 [00:32<01:19, 14.08it/s]
 29%|██▊       | 448/1563 [00:32<01:19, 14.08it/s]
 29%|██▉       | 450/1563 [00:32<01:18, 14.12it/s]
 29%|██▉       | 452/1563 [00:32<01:18, 14.11it/s]
 29%|██▉       | 454/1563 [00:32<01:18, 14.12it/s]
 29%|██▉       | 456/1563 [00:32<01:18, 14.13it/s]
 29%|██▉       | 458/1563 [00:32<01:18, 14.10it/s]
 29%|██▉       | 460/1563 [00:33<01:18, 14.05it/s]
 30%|██▉       | 462/1563 [00:33<01:18, 14.03it/s]
 30%|██▉       | 464/1563 [00:33<01:17, 14.09it/s]
 30%|██▉       | 466/1563 [00:33<01:18, 14.05it/s]
 30%|██▉       | 468/1563 [00:33<01:18, 14.03it/s]
 30%|███       | 470/1563 [00:33<01:18, 13.99it/s]
 30%|███       | 472/1563 [00:33<01:17, 14.02it/s]
 30%|███       | 474/1563 [00:34<01:17, 14.02it/s]
 30%|███       | 476/1563 [00:34<01:17, 14.01it/s]
 31%|███       | 478/1563 [00:34<01:17, 14.05it/s]
 31%|███       | 480/1563 [00:34<01:17, 14.06it/s]
 31%|███       | 482/1563 [00:34<01:17, 14.03it/s]
 31%|███       | 484/1563 [00:34<01:17, 13.99it/s]
 31%|███       | 486/1563 [00:34<01:16, 14.05it/s]
 31%|███       | 488/1563 [00:35<01:16, 14.03it/s]
 31%|███▏      | 490/1563 [00:35<01:16, 14.06it/s]
 31%|███▏      | 492/1563 [00:35<01:16, 14.06it/s]
 32%|███▏      | 494/1563 [00:35<01:15, 14.12it/s]
 32%|███▏      | 496/1563 [00:35<01:15, 14.08it/s]
 32%|███▏      | 498/1563 [00:35<01:15, 14.10it/s]
 32%|███▏      | 500/1563 [00:35<01:15, 14.10it/s]
 32%|███▏      | 502/1563 [00:36<01:14, 14.19it/s]
 32%|███▏      | 504/1563 [00:36<01:14, 14.15it/s]
 32%|███▏      | 506/1563 [00:36<01:14, 14.17it/s]
 33%|███▎      | 508/1563 [00:36<01:14, 14.15it/s]
 33%|███▎      | 510/1563 [00:36<01:14, 14.11it/s]
 33%|███▎      | 512/1563 [00:36<01:14, 14.10it/s]
 33%|███▎      | 514/1563 [00:36<01:14, 14.05it/s]
 33%|███▎      | 516/1563 [00:37<01:14, 14.03it/s]
 33%|███▎      | 518/1563 [00:37<01:14, 14.06it/s]
 33%|███▎      | 520/1563 [00:37<01:14, 14.07it/s]
 33%|███▎      | 522/1563 [00:37<01:14, 14.03it/s]
 34%|███▎      | 524/1563 [00:37<01:13, 14.05it/s]
 34%|███▎      | 526/1563 [00:37<01:13, 14.07it/s]
 34%|███▍      | 528/1563 [00:37<01:13, 14.08it/s]
 34%|███▍      | 530/1563 [00:38<01:13, 14.03it/s]
 34%|███▍      | 532/1563 [00:38<01:13, 14.06it/s]
 34%|███▍      | 534/1563 [00:38<01:13, 14.04it/s]
 34%|███▍      | 536/1563 [00:38<01:12, 14.11it/s]
 34%|███▍      | 538/1563 [00:38<01:12, 14.12it/s]
 35%|███▍      | 540/1563 [00:38<01:12, 14.16it/s]
 35%|███▍      | 542/1563 [00:38<01:12, 14.13it/s]
 35%|███▍      | 544/1563 [00:39<01:12, 14.09it/s]
 35%|███▍      | 546/1563 [00:39<01:12, 14.10it/s]
 35%|███▌      | 548/1563 [00:39<01:12, 14.06it/s]
 35%|███▌      | 550/1563 [00:39<01:11, 14.08it/s]
 35%|███▌      | 552/1563 [00:39<01:11, 14.07it/s]
 35%|███▌      | 554/1563 [00:39<01:11, 14.11it/s]
 36%|███▌      | 556/1563 [00:39<01:11, 14.12it/s]
 36%|███▌      | 558/1563 [00:40<01:11, 14.14it/s]
 36%|███▌      | 560/1563 [00:40<01:11, 14.12it/s]
 36%|███▌      | 562/1563 [00:40<01:10, 14.10it/s]
 36%|███▌      | 564/1563 [00:40<01:10, 14.08it/s]
 36%|███▌      | 566/1563 [00:40<01:10, 14.08it/s]
 36%|███▋      | 568/1563 [00:40<01:10, 14.06it/s]
 36%|███▋      | 570/1563 [00:40<01:10, 14.06it/s]
 37%|███▋      | 572/1563 [00:41<01:10, 14.03it/s]
 37%|███▋      | 574/1563 [00:41<01:10, 14.04it/s]
 37%|███▋      | 576/1563 [00:41<01:10, 14.05it/s]
 37%|███▋      | 578/1563 [00:41<01:10, 14.01it/s]
 37%|███▋      | 580/1563 [00:41<01:09, 14.06it/s]
 37%|███▋      | 582/1563 [00:41<01:09, 14.10it/s]
 37%|███▋      | 584/1563 [00:41<01:09, 14.11it/s]
 37%|███▋      | 586/1563 [00:42<01:09, 14.10it/s]
 38%|███▊      | 588/1563 [00:42<01:09, 14.09it/s]
 38%|███▊      | 590/1563 [00:42<01:09, 14.10it/s]
 38%|███▊      | 592/1563 [00:42<01:08, 14.11it/s]
 38%|███▊      | 594/1563 [00:42<01:08, 14.09it/s]
 38%|███▊      | 596/1563 [00:42<01:08, 14.10it/s]
 38%|███▊      | 598/1563 [00:42<01:08, 14.10it/s]
 38%|███▊      | 600/1563 [00:43<01:08, 14.05it/s]
 39%|███▊      | 602/1563 [00:43<01:08, 14.04it/s]
 39%|███▊      | 604/1563 [00:43<01:08, 14.06it/s]
 39%|███▉      | 606/1563 [00:43<01:07, 14.08it/s]
 39%|███▉      | 608/1563 [00:43<01:08, 14.03it/s]
 39%|███▉      | 610/1563 [00:43<01:07, 14.07it/s]
 39%|███▉      | 612/1563 [00:43<01:07, 14.08it/s]
 39%|███▉      | 614/1563 [00:44<01:07, 14.03it/s]
 39%|███▉      | 616/1563 [00:44<01:07, 14.06it/s]
 40%|███▉      | 618/1563 [00:44<01:07, 14.09it/s]
 40%|███▉      | 620/1563 [00:44<01:06, 14.10it/s]
 40%|███▉      | 622/1563 [00:44<01:06, 14.09it/s]
 40%|███▉      | 624/1563 [00:44<01:06, 14.15it/s]
 40%|████      | 626/1563 [00:44<01:06, 14.14it/s]
 40%|████      | 628/1563 [00:45<01:06, 14.15it/s]
 40%|████      | 630/1563 [00:45<01:06, 14.11it/s]
 40%|████      | 632/1563 [00:45<01:06, 14.06it/s]
 41%|████      | 634/1563 [00:45<01:06, 14.06it/s]
 41%|████      | 636/1563 [00:45<01:05, 14.07it/s]
 41%|████      | 638/1563 [00:45<01:05, 14.08it/s]
 41%|████      | 640/1563 [00:45<01:05, 14.13it/s]
 41%|████      | 642/1563 [00:46<01:05, 14.10it/s]
 41%|████      | 644/1563 [00:46<01:05, 14.11it/s]
 41%|████▏     | 646/1563 [00:46<01:04, 14.14it/s]
 41%|████▏     | 648/1563 [00:46<01:04, 14.08it/s]
 42%|████▏     | 650/1563 [00:46<01:04, 14.08it/s]
 42%|████▏     | 652/1563 [00:46<01:04, 14.06it/s]
 42%|████▏     | 654/1563 [00:46<01:04, 14.12it/s]
 42%|████▏     | 656/1563 [00:47<01:04, 14.10it/s]
 42%|████▏     | 658/1563 [00:47<01:04, 13.97it/s]
 42%|████▏     | 660/1563 [00:47<01:04, 14.01it/s]
 42%|████▏     | 662/1563 [00:47<01:03, 14.08it/s]
 42%|████▏     | 664/1563 [00:47<01:03, 14.06it/s]
 43%|████▎     | 666/1563 [00:47<01:04, 14.00it/s]
 43%|████▎     | 668/1563 [00:47<01:03, 14.01it/s]
 43%|████▎     | 670/1563 [00:48<01:03, 14.07it/s]
 43%|████▎     | 672/1563 [00:48<01:03, 14.04it/s]
 43%|████▎     | 674/1563 [00:48<01:03, 14.04it/s]
 43%|████▎     | 676/1563 [00:48<01:02, 14.10it/s]
 43%|████▎     | 678/1563 [00:48<01:02, 14.06it/s]
 44%|████▎     | 680/1563 [00:48<01:02, 14.07it/s]
 44%|████▎     | 682/1563 [00:48<01:02, 14.03it/s]
 44%|████▍     | 684/1563 [00:49<01:02, 14.03it/s]
 44%|████▍     | 686/1563 [00:49<01:02, 14.03it/s]
 44%|████▍     | 688/1563 [00:49<01:02, 14.02it/s]
 44%|████▍     | 690/1563 [00:49<01:01, 14.10it/s]
 44%|████▍     | 692/1563 [00:49<01:01, 14.05it/s]
 44%|████▍     | 694/1563 [00:49<01:02, 14.01it/s]
 45%|████▍     | 696/1563 [00:49<01:01, 14.08it/s]
 45%|████▍     | 698/1563 [00:49<01:01, 14.09it/s]
 45%|████▍     | 700/1563 [00:50<01:01, 14.07it/s]
 45%|████▍     | 702/1563 [00:50<01:01, 14.10it/s]
 45%|████▌     | 704/1563 [00:50<01:01, 14.08it/s]
 45%|████▌     | 706/1563 [00:50<01:01, 14.02it/s]
 45%|████▌     | 708/1563 [00:50<01:00, 14.03it/s]
 45%|████▌     | 710/1563 [00:50<01:00, 14.07it/s]
 46%|████▌     | 712/1563 [00:50<01:00, 14.11it/s]
 46%|████▌     | 714/1563 [00:51<01:00, 14.08it/s]
 46%|████▌     | 716/1563 [00:51<00:59, 14.14it/s]
 46%|████▌     | 718/1563 [00:51<00:59, 14.10it/s]
 46%|████▌     | 720/1563 [00:51<00:59, 14.07it/s]
 46%|████▌     | 722/1563 [00:51<01:00, 14.01it/s]
 46%|████▋     | 724/1563 [00:51<00:59, 14.03it/s]
 46%|████▋     | 726/1563 [00:51<00:59, 14.04it/s]
 47%|████▋     | 728/1563 [00:52<00:59, 14.00it/s]
 47%|████▋     | 730/1563 [00:52<00:59, 14.11it/s]
 47%|████▋     | 732/1563 [00:52<00:58, 14.14it/s]
 47%|████▋     | 734/1563 [00:52<00:58, 14.11it/s]
 47%|████▋     | 736/1563 [00:52<00:58, 14.08it/s]
 47%|████▋     | 738/1563 [00:52<00:58, 14.09it/s]
 47%|████▋     | 740/1563 [00:52<00:58, 14.07it/s]
 47%|████▋     | 742/1563 [00:53<00:58, 14.02it/s]
 48%|████▊     | 744/1563 [00:53<00:58, 14.02it/s]
 48%|████▊     | 746/1563 [00:53<00:57, 14.10it/s]
 48%|████▊     | 748/1563 [00:53<00:57, 14.12it/s]
 48%|████▊     | 750/1563 [00:53<00:57, 14.12it/s]
 48%|████▊     | 752/1563 [00:53<00:57, 14.05it/s]
 48%|████▊     | 754/1563 [00:53<00:57, 14.03it/s]
 48%|████▊     | 756/1563 [00:54<00:57, 14.04it/s]
 48%|████▊     | 758/1563 [00:54<00:57, 14.00it/s]
 49%|████▊     | 760/1563 [00:54<00:57, 14.08it/s]
 49%|████▉     | 762/1563 [00:54<00:56, 14.06it/s]
 49%|████▉     | 764/1563 [00:54<00:56, 14.10it/s]
 49%|████▉     | 766/1563 [00:54<00:56, 14.09it/s]
 49%|████▉     | 768/1563 [00:54<00:56, 14.11it/s]
 49%|████▉     | 770/1563 [00:55<00:56, 14.09it/s]
 49%|████▉     | 772/1563 [00:55<00:56, 14.10it/s]
 50%|████▉     | 774/1563 [00:55<00:55, 14.14it/s]
 50%|████▉     | 776/1563 [00:55<00:55, 14.11it/s]
 50%|████▉     | 778/1563 [00:55<00:55, 14.12it/s]
 50%|████▉     | 780/1563 [00:55<00:55, 14.07it/s]
 50%|█████     | 782/1563 [00:55<00:55, 14.05it/s]
 50%|█████     | 784/1563 [00:56<00:55, 14.06it/s]
 50%|█████     | 786/1563 [00:56<00:55, 14.03it/s]
 50%|█████     | 788/1563 [00:56<00:55, 14.09it/s]
 51%|█████     | 790/1563 [00:56<00:54, 14.07it/s]
 51%|█████     | 792/1563 [00:56<00:54, 14.07it/s]
 51%|█████     | 794/1563 [00:56<00:54, 14.13it/s]
 51%|█████     | 796/1563 [00:56<00:54, 14.09it/s]
 51%|█████     | 798/1563 [00:57<00:54, 14.07it/s]
 51%|█████     | 800/1563 [00:57<00:54, 14.07it/s]
 51%|█████▏    | 802/1563 [00:57<00:53, 14.11it/s]
 51%|█████▏    | 804/1563 [00:57<00:53, 14.09it/s]
 52%|█████▏    | 806/1563 [00:57<00:53, 14.05it/s]
 52%|█████▏    | 808/1563 [00:57<00:53, 14.07it/s]
 52%|█████▏    | 810/1563 [00:57<00:53, 14.05it/s]
 52%|█████▏    | 812/1563 [00:58<00:53, 14.08it/s]
 52%|█████▏    | 814/1563 [00:58<00:53, 14.11it/s]
 52%|█████▏    | 816/1563 [00:58<00:52, 14.15it/s]
 52%|█████▏    | 818/1563 [00:58<00:53, 13.97it/s]
 52%|█████▏    | 820/1563 [00:58<00:53, 13.99it/s]
 53%|█████▎    | 822/1563 [00:58<00:52, 14.03it/s]
 53%|█████▎    | 824/1563 [00:58<00:52, 14.04it/s]
 53%|█████▎    | 826/1563 [00:59<00:52, 14.07it/s]
 53%|█████▎    | 828/1563 [00:59<00:52, 14.10it/s]
 53%|█████▎    | 830/1563 [00:59<00:51, 14.10it/s]
 53%|█████▎    | 832/1563 [00:59<00:51, 14.12it/s]
 53%|█████▎    | 834/1563 [00:59<00:51, 14.09it/s]
 53%|█████▎    | 836/1563 [00:59<00:51, 14.12it/s]
 54%|█████▎    | 838/1563 [00:59<00:51, 14.09it/s]
 54%|█████▎    | 840/1563 [01:00<00:51, 14.10it/s]
 54%|█████▍    | 842/1563 [01:00<00:51, 14.12it/s]
 54%|█████▍    | 844/1563 [01:00<00:50, 14.15it/s]
 54%|█████▍    | 846/1563 [01:00<00:50, 14.16it/s]
 54%|█████▍    | 848/1563 [01:00<00:50, 14.12it/s]
 54%|█████▍    | 850/1563 [01:00<00:50, 14.13it/s]
 55%|█████▍    | 852/1563 [01:00<00:50, 14.06it/s]
 55%|█████▍    | 854/1563 [01:01<00:50, 14.03it/s]
 55%|█████▍    | 856/1563 [01:01<00:50, 14.06it/s]
 55%|█████▍    | 858/1563 [01:01<00:50, 14.06it/s]
 55%|█████▌    | 860/1563 [01:01<00:49, 14.12it/s]
 55%|█████▌    | 862/1563 [01:01<00:49, 14.07it/s]
 55%|█████▌    | 864/1563 [01:01<00:49, 14.10it/s]
 55%|█████▌    | 866/1563 [01:01<00:49, 14.14it/s]
 56%|█████▌    | 868/1563 [01:02<00:49, 14.13it/s]
 56%|█████▌    | 870/1563 [01:02<00:48, 14.19it/s]
 56%|█████▌    | 872/1563 [01:02<00:48, 14.20it/s]
 56%|█████▌    | 874/1563 [01:02<00:48, 14.13it/s]
 56%|█████▌    | 876/1563 [01:02<00:48, 14.08it/s]
 56%|█████▌    | 878/1563 [01:02<00:48, 14.13it/s]
 56%|█████▋    | 880/1563 [01:02<00:48, 14.18it/s]
 56%|█████▋    | 882/1563 [01:03<00:48, 14.11it/s]
 57%|█████▋    | 884/1563 [01:03<00:48, 14.12it/s]
 57%|█████▋    | 886/1563 [01:03<00:48, 14.09it/s]
 57%|█████▋    | 888/1563 [01:03<00:47, 14.10it/s]
 57%|█████▋    | 890/1563 [01:03<00:47, 14.08it/s]
 57%|█████▋    | 892/1563 [01:03<00:47, 14.01it/s]
 57%|█████▋    | 894/1563 [01:03<00:47, 14.03it/s]
 57%|█████▋    | 896/1563 [01:04<00:47, 13.93it/s]
 57%|█████▋    | 898/1563 [01:04<00:47, 13.91it/s]
 58%|█████▊    | 900/1563 [01:04<00:47, 13.95it/s]
 58%|█████▊    | 902/1563 [01:04<00:47, 13.96it/s]
 58%|█████▊    | 904/1563 [01:04<00:47, 13.97it/s]
 58%|█████▊    | 906/1563 [01:04<00:46, 14.03it/s]
 58%|█████▊    | 908/1563 [01:04<00:46, 14.07it/s]
 58%|█████▊    | 910/1563 [01:05<00:46, 14.13it/s]
 58%|█████▊    | 912/1563 [01:05<00:46, 14.09it/s]
 58%|█████▊    | 914/1563 [01:05<00:45, 14.13it/s]
 59%|█████▊    | 916/1563 [01:05<00:45, 14.13it/s]
 59%|█████▊    | 918/1563 [01:05<00:45, 14.09it/s]
 59%|█████▉    | 920/1563 [01:05<00:45, 14.09it/s]
 59%|█████▉    | 922/1563 [01:05<00:45, 14.07it/s]
 59%|█████▉    | 924/1563 [01:06<00:45, 14.10it/s]
 59%|█████▉    | 926/1563 [01:06<00:45, 14.06it/s]
 59%|█████▉    | 928/1563 [01:06<00:45, 14.07it/s]
 60%|█████▉    | 930/1563 [01:06<00:44, 14.08it/s]
 60%|█████▉    | 932/1563 [01:06<00:44, 14.04it/s]
 60%|█████▉    | 934/1563 [01:06<00:44, 14.03it/s]
 60%|█████▉    | 936/1563 [01:06<00:44, 14.04it/s]
 60%|██████    | 938/1563 [01:07<00:44, 14.04it/s]
 60%|██████    | 940/1563 [01:07<00:44, 14.07it/s]
 60%|██████    | 942/1563 [01:07<00:44, 14.05it/s]
 60%|██████    | 944/1563 [01:07<00:44, 14.04it/s]
 61%|██████    | 946/1563 [01:07<00:43, 14.05it/s]
 61%|██████    | 948/1563 [01:07<00:43, 14.03it/s]
 61%|██████    | 950/1563 [01:07<00:43, 14.05it/s]
 61%|██████    | 952/1563 [01:08<00:43, 14.06it/s]
 61%|██████    | 954/1563 [01:08<00:43, 14.09it/s]
 61%|██████    | 956/1563 [01:08<00:43, 14.05it/s]
 61%|██████▏   | 958/1563 [01:08<00:42, 14.12it/s]
 61%|██████▏   | 960/1563 [01:08<00:42, 14.08it/s]
 62%|██████▏   | 962/1563 [01:08<00:42, 14.07it/s]
 62%|██████▏   | 964/1563 [01:08<00:42, 14.01it/s]
 62%|██████▏   | 966/1563 [01:09<00:42, 14.02it/s]
 62%|██████▏   | 968/1563 [01:09<00:42, 14.00it/s]
 62%|██████▏   | 970/1563 [01:09<00:42, 14.07it/s]
 62%|██████▏   | 972/1563 [01:09<00:42, 14.05it/s]
 62%|██████▏   | 974/1563 [01:09<00:41, 14.05it/s]
 62%|██████▏   | 976/1563 [01:09<00:41, 13.99it/s]
 63%|██████▎   | 978/1563 [01:09<00:41, 14.06it/s]
 63%|██████▎   | 980/1563 [01:10<00:41, 14.12it/s]
 63%|██████▎   | 982/1563 [01:10<00:41, 14.13it/s]
 63%|██████▎   | 984/1563 [01:10<00:40, 14.13it/s]
 63%|██████▎   | 986/1563 [01:10<00:40, 14.12it/s]
 63%|██████▎   | 988/1563 [01:10<00:40, 14.12it/s]
 63%|██████▎   | 990/1563 [01:10<00:40, 14.10it/s]
 63%|██████▎   | 992/1563 [01:10<00:40, 14.09it/s]
 64%|██████▎   | 994/1563 [01:11<00:40, 14.09it/s]
 64%|██████▎   | 996/1563 [01:11<00:40, 14.07it/s]
 64%|██████▍   | 998/1563 [01:11<00:40, 14.05it/s]
 64%|██████▍   | 1000/1563 [01:11<00:40, 14.07it/s]
 64%|██████▍   | 1002/1563 [01:11<00:39, 14.12it/s]
 64%|██████▍   | 1004/1563 [01:11<00:39, 14.05it/s]
 64%|██████▍   | 1006/1563 [01:11<00:39, 14.01it/s]
 64%|██████▍   | 1008/1563 [01:12<00:39, 14.04it/s]
 65%|██████▍   | 1010/1563 [01:12<00:39, 14.13it/s]
 65%|██████▍   | 1012/1563 [01:12<00:39, 14.08it/s]
 65%|██████▍   | 1014/1563 [01:12<00:38, 14.08it/s]
 65%|██████▌   | 1016/1563 [01:12<00:38, 14.06it/s]
 65%|██████▌   | 1018/1563 [01:12<00:38, 14.09it/s]
 65%|██████▌   | 1020/1563 [01:12<00:38, 14.06it/s]
 65%|██████▌   | 1022/1563 [01:13<00:38, 14.13it/s]
 66%|██████▌   | 1024/1563 [01:13<00:38, 14.07it/s]
 66%|██████▌   | 1026/1563 [01:13<00:38, 14.11it/s]
 66%|██████▌   | 1028/1563 [01:13<00:37, 14.09it/s]
 66%|██████▌   | 1030/1563 [01:13<00:37, 14.06it/s]
 66%|██████▌   | 1032/1563 [01:13<00:37, 14.03it/s]
 66%|██████▌   | 1034/1563 [01:13<00:37, 14.07it/s]
 66%|██████▋   | 1036/1563 [01:14<00:37, 14.04it/s]
 66%|██████▋   | 1038/1563 [01:14<00:37, 14.11it/s]
 67%|██████▋   | 1040/1563 [01:14<00:37, 14.09it/s]
 67%|██████▋   | 1042/1563 [01:14<00:36, 14.11it/s]
 67%|██████▋   | 1044/1563 [01:14<00:36, 14.12it/s]
 67%|██████▋   | 1046/1563 [01:14<00:36, 14.08it/s]
 67%|██████▋   | 1048/1563 [01:14<00:36, 14.05it/s]
 67%|██████▋   | 1050/1563 [01:15<00:36, 14.08it/s]
 67%|██████▋   | 1052/1563 [01:15<00:36, 14.07it/s]
 67%|██████▋   | 1054/1563 [01:15<00:36, 14.13it/s]
 68%|██████▊   | 1056/1563 [01:15<00:36, 13.98it/s]
 68%|██████▊   | 1058/1563 [01:15<00:36, 13.98it/s]
 68%|██████▊   | 1060/1563 [01:15<00:35, 13.98it/s]
 68%|██████▊   | 1062/1563 [01:15<00:35, 14.04it/s]
 68%|██████▊   | 1064/1563 [01:16<00:35, 14.07it/s]
 68%|██████▊   | 1066/1563 [01:16<00:35, 14.08it/s]
 68%|██████▊   | 1068/1563 [01:16<00:35, 14.06it/s]
 68%|██████▊   | 1070/1563 [01:16<00:35, 14.06it/s]
 69%|██████▊   | 1072/1563 [01:16<00:34, 14.08it/s]
 69%|██████▊   | 1074/1563 [01:16<00:34, 14.09it/s]
 69%|██████▉   | 1076/1563 [01:16<00:34, 14.04it/s]
 69%|██████▉   | 1078/1563 [01:16<00:34, 14.00it/s]
 69%|██████▉   | 1080/1563 [01:17<00:34, 14.00it/s]
 69%|██████▉   | 1082/1563 [01:17<00:34, 14.01it/s]
 69%|██████▉   | 1084/1563 [01:17<00:34, 14.01it/s]
 69%|██████▉   | 1086/1563 [01:17<00:33, 14.08it/s]
 70%|██████▉   | 1088/1563 [01:17<00:33, 14.07it/s]
 70%|██████▉   | 1090/1563 [01:17<00:33, 14.07it/s]
 70%|██████▉   | 1092/1563 [01:17<00:33, 14.09it/s]
 70%|██████▉   | 1094/1563 [01:18<00:33, 14.09it/s]
 70%|███████   | 1096/1563 [01:18<00:33, 14.12it/s]
 70%|███████   | 1098/1563 [01:18<00:32, 14.09it/s]
 70%|███████   | 1100/1563 [01:18<00:32, 14.11it/s]
 71%|███████   | 1102/1563 [01:18<00:32, 14.08it/s]
 71%|███████   | 1104/1563 [01:18<00:32, 14.04it/s]
 71%|███████   | 1106/1563 [01:18<00:32, 14.06it/s]
 71%|███████   | 1108/1563 [01:19<00:32, 14.08it/s]
 71%|███████   | 1110/1563 [01:19<00:32, 14.09it/s]
 71%|███████   | 1112/1563 [01:19<00:31, 14.09it/s]
 71%|███████▏  | 1114/1563 [01:19<00:31, 14.10it/s]
 71%|███████▏  | 1116/1563 [01:19<00:31, 14.08it/s]
 72%|███████▏  | 1118/1563 [01:19<00:31, 14.15it/s]
 72%|███████▏  | 1120/1563 [01:19<00:31, 14.12it/s]
 72%|███████▏  | 1122/1563 [01:20<00:31, 14.11it/s]
 72%|███████▏  | 1124/1563 [01:20<00:31, 14.13it/s]
 72%|███████▏  | 1126/1563 [01:20<00:30, 14.16it/s]
 72%|███████▏  | 1128/1563 [01:20<00:30, 14.11it/s]
 72%|███████▏  | 1130/1563 [01:20<00:30, 14.11it/s]
 72%|███████▏  | 1132/1563 [01:20<00:30, 14.14it/s]
 73%|███████▎  | 1134/1563 [01:20<00:30, 14.08it/s]
 73%|███████▎  | 1136/1563 [01:21<00:30, 14.03it/s]
 73%|███████▎  | 1138/1563 [01:21<00:30, 14.03it/s]
 73%|███████▎  | 1140/1563 [01:21<00:30, 14.06it/s]
 73%|███████▎  | 1142/1563 [01:21<00:29, 14.08it/s]
 73%|███████▎  | 1144/1563 [01:21<00:29, 14.06it/s]
 73%|███████▎  | 1146/1563 [01:21<00:29, 14.03it/s]
 73%|███████▎  | 1148/1563 [01:21<00:29, 14.02it/s]
 74%|███████▎  | 1150/1563 [01:22<00:29, 14.04it/s]
 74%|███████▎  | 1152/1563 [01:22<00:29, 14.04it/s]
 74%|███████▍  | 1154/1563 [01:22<00:29, 14.03it/s]
 74%|███████▍  | 1156/1563 [01:22<00:28, 14.08it/s]
 74%|███████▍  | 1158/1563 [01:22<00:28, 14.11it/s]
 74%|███████▍  | 1160/1563 [01:22<00:28, 14.09it/s]
 74%|███████▍  | 1162/1563 [01:22<00:28, 14.05it/s]
 74%|███████▍  | 1164/1563 [01:23<00:28, 14.07it/s]
 75%|███████▍  | 1166/1563 [01:23<00:28, 14.07it/s]
 75%|███████▍  | 1168/1563 [01:23<00:28, 14.07it/s]
 75%|███████▍  | 1170/1563 [01:23<00:27, 14.07it/s]
 75%|███████▍  | 1172/1563 [01:23<00:27, 14.08it/s]
 75%|███████▌  | 1174/1563 [01:23<00:27, 14.08it/s]
 75%|███████▌  | 1176/1563 [01:23<00:27, 14.10it/s]
 75%|███████▌  | 1178/1563 [01:24<00:27, 14.05it/s]
 75%|███████▌  | 1180/1563 [01:24<00:27, 14.09it/s]
 76%|███████▌  | 1182/1563 [01:24<00:27, 14.07it/s]
 76%|███████▌  | 1184/1563 [01:24<00:26, 14.05it/s]
 76%|███████▌  | 1186/1563 [01:24<00:26, 14.03it/s]
 76%|███████▌  | 1188/1563 [01:24<00:26, 14.07it/s]
 76%|███████▌  | 1190/1563 [01:24<00:26, 14.10it/s]
 76%|███████▋  | 1192/1563 [01:25<00:26, 14.07it/s]
 76%|███████▋  | 1194/1563 [01:25<00:26, 14.09it/s]
 77%|███████▋  | 1196/1563 [01:25<00:26, 14.10it/s]
 77%|███████▋  | 1198/1563 [01:25<00:25, 14.11it/s]
 77%|███████▋  | 1200/1563 [01:25<00:25, 14.13it/s]
 77%|███████▋  | 1202/1563 [01:25<00:25, 14.10it/s]
 77%|███████▋  | 1204/1563 [01:25<00:25, 14.16it/s]
 77%|███████▋  | 1206/1563 [01:26<00:25, 14.11it/s]
 77%|███████▋  | 1208/1563 [01:26<00:25, 14.06it/s]
 77%|███████▋  | 1210/1563 [01:26<00:24, 14.12it/s]
 78%|███████▊  | 1212/1563 [01:26<00:24, 14.18it/s]
 78%|███████▊  | 1214/1563 [01:26<00:24, 14.13it/s]
 78%|███████▊  | 1216/1563 [01:26<00:24, 14.12it/s]
 78%|███████▊  | 1218/1563 [01:26<00:24, 14.05it/s]
 78%|███████▊  | 1220/1563 [01:27<00:24, 14.08it/s]
 78%|███████▊  | 1222/1563 [01:27<00:24, 14.09it/s]
 78%|███████▊  | 1224/1563 [01:27<00:24, 14.09it/s]
 78%|███████▊  | 1226/1563 [01:27<00:23, 14.09it/s]
 79%|███████▊  | 1228/1563 [01:27<00:23, 14.11it/s]
 79%|███████▊  | 1230/1563 [01:27<00:23, 14.07it/s]
 79%|███████▉  | 1232/1563 [01:27<00:23, 14.13it/s]
 79%|███████▉  | 1234/1563 [01:28<00:23, 14.10it/s]
 79%|███████▉  | 1236/1563 [01:28<00:23, 14.09it/s]
 79%|███████▉  | 1238/1563 [01:28<00:23, 14.04it/s]
 79%|███████▉  | 1240/1563 [01:28<00:23, 14.03it/s]
 79%|███████▉  | 1242/1563 [01:28<00:22, 14.04it/s]
 80%|███████▉  | 1244/1563 [01:28<00:22, 14.03it/s]
 80%|███████▉  | 1246/1563 [01:28<00:22, 14.09it/s]
 80%|███████▉  | 1248/1563 [01:29<00:22, 14.07it/s]
 80%|███████▉  | 1250/1563 [01:29<00:22, 14.13it/s]
 80%|████████  | 1252/1563 [01:29<00:22, 14.10it/s]
 80%|████████  | 1254/1563 [01:29<00:21, 14.08it/s]
 80%|████████  | 1256/1563 [01:29<00:21, 14.09it/s]
 80%|████████  | 1258/1563 [01:29<00:21, 14.07it/s]
 81%|████████  | 1260/1563 [01:29<00:21, 14.13it/s]
 81%|████████  | 1262/1563 [01:30<00:21, 14.06it/s]
 81%|████████  | 1264/1563 [01:30<00:21, 14.04it/s]
 81%|████████  | 1266/1563 [01:30<00:21, 14.08it/s]
 81%|████████  | 1268/1563 [01:30<00:20, 14.07it/s]
 81%|████████▏ | 1270/1563 [01:30<00:20, 14.09it/s]
 81%|████████▏ | 1272/1563 [01:30<00:20, 14.09it/s]
 82%|████████▏ | 1274/1563 [01:30<00:20, 14.09it/s]
 82%|████████▏ | 1276/1563 [01:31<00:20, 14.08it/s]
 82%|████████▏ | 1278/1563 [01:31<00:20, 14.10it/s]
 82%|████████▏ | 1280/1563 [01:31<00:20, 14.11it/s]
 82%|████████▏ | 1282/1563 [01:31<00:19, 14.10it/s]
 82%|████████▏ | 1284/1563 [01:31<00:19, 14.07it/s]
 82%|████████▏ | 1286/1563 [01:31<00:19, 14.03it/s]
 82%|████████▏ | 1288/1563 [01:31<00:19, 14.06it/s]
 83%|████████▎ | 1290/1563 [01:32<00:19, 14.12it/s]
 83%|████████▎ | 1292/1563 [01:32<00:19, 14.08it/s]
 83%|████████▎ | 1294/1563 [01:32<00:19, 14.07it/s]
 83%|████████▎ | 1296/1563 [01:32<00:19, 14.05it/s]
 83%|████████▎ | 1298/1563 [01:32<00:18, 14.12it/s]
 83%|████████▎ | 1300/1563 [01:32<00:18, 14.09it/s]
 83%|████████▎ | 1302/1563 [01:32<00:18, 14.18it/s]
 83%|████████▎ | 1304/1563 [01:33<00:18, 14.12it/s]
 84%|████████▎ | 1306/1563 [01:33<00:18, 14.10it/s]
 84%|████████▎ | 1308/1563 [01:33<00:18, 14.13it/s]
 84%|████████▍ | 1310/1563 [01:33<00:17, 14.16it/s]
 84%|████████▍ | 1312/1563 [01:33<00:17, 14.11it/s]
 84%|████████▍ | 1314/1563 [01:33<00:17, 14.10it/s]
 84%|████████▍ | 1316/1563 [01:33<00:17, 14.08it/s]
 84%|████████▍ | 1318/1563 [01:34<00:17, 14.04it/s]
 84%|████████▍ | 1320/1563 [01:34<00:17, 14.07it/s]
 85%|████████▍ | 1322/1563 [01:34<00:17, 14.01it/s]
 85%|████████▍ | 1324/1563 [01:34<00:17, 14.06it/s]
 85%|████████▍ | 1326/1563 [01:34<00:16, 14.02it/s]
 85%|████████▍ | 1328/1563 [01:34<00:16, 14.02it/s]
 85%|████████▌ | 1330/1563 [01:34<00:16, 14.02it/s]
 85%|████████▌ | 1332/1563 [01:35<00:16, 14.04it/s]
 85%|████████▌ | 1334/1563 [01:35<00:16, 14.04it/s]
 85%|████████▌ | 1336/1563 [01:35<00:16, 14.04it/s]
 86%|████████▌ | 1338/1563 [01:35<00:15, 14.07it/s]
 86%|████████▌ | 1340/1563 [01:35<00:15, 14.07it/s]
 86%|████████▌ | 1342/1563 [01:35<00:15, 14.08it/s]
 86%|████████▌ | 1344/1563 [01:35<00:15, 14.07it/s]
 86%|████████▌ | 1346/1563 [01:36<00:15, 14.04it/s]
 86%|████████▌ | 1348/1563 [01:36<00:15, 14.11it/s]
 86%|████████▋ | 1350/1563 [01:36<00:15, 14.09it/s]
 87%|████████▋ | 1352/1563 [01:36<00:14, 14.09it/s]
 87%|████████▋ | 1354/1563 [01:36<00:14, 14.04it/s]
 87%|████████▋ | 1356/1563 [01:36<00:14, 14.10it/s]
 87%|████████▋ | 1358/1563 [01:36<00:14, 14.12it/s]
 87%|████████▋ | 1360/1563 [01:37<00:14, 14.08it/s]
 87%|████████▋ | 1362/1563 [01:37<00:14, 14.10it/s]
 87%|████████▋ | 1364/1563 [01:37<00:14, 14.09it/s]
 87%|████████▋ | 1366/1563 [01:37<00:13, 14.12it/s]
 88%|████████▊ | 1368/1563 [01:37<00:13, 14.14it/s]
 88%|████████▊ | 1370/1563 [01:37<00:13, 14.09it/s]
 88%|████████▊ | 1372/1563 [01:37<00:13, 14.06it/s]
 88%|████████▊ | 1374/1563 [01:38<00:13, 14.12it/s]
 88%|████████▊ | 1376/1563 [01:38<00:13, 14.09it/s]
 88%|████████▊ | 1378/1563 [01:38<00:13, 14.15it/s]
 88%|████████▊ | 1380/1563 [01:38<00:12, 14.09it/s]
 88%|████████▊ | 1382/1563 [01:38<00:12, 14.08it/s]
 89%|████████▊ | 1384/1563 [01:38<00:12, 14.12it/s]
 89%|████████▊ | 1386/1563 [01:38<00:12, 14.08it/s]
 89%|████████▉ | 1388/1563 [01:39<00:12, 14.04it/s]
 89%|████████▉ | 1390/1563 [01:39<00:12, 14.09it/s]
 89%|████████▉ | 1392/1563 [01:39<00:12, 14.05it/s]
 89%|████████▉ | 1394/1563 [01:39<00:12, 14.05it/s]
 89%|████████▉ | 1396/1563 [01:39<00:11, 14.11it/s]
 89%|████████▉ | 1398/1563 [01:39<00:11, 14.10it/s]
 90%|████████▉ | 1400/1563 [01:39<00:11, 14.09it/s]
 90%|████████▉ | 1402/1563 [01:40<00:11, 14.11it/s]
 90%|████████▉ | 1404/1563 [01:40<00:11, 14.05it/s]
 90%|████████▉ | 1406/1563 [01:40<00:11, 14.08it/s]
 90%|█████████ | 1408/1563 [01:40<00:11, 14.07it/s]
 90%|█████████ | 1410/1563 [01:40<00:10, 14.09it/s]
 90%|█████████ | 1412/1563 [01:40<00:10, 14.04it/s]
 90%|█████████ | 1414/1563 [01:40<00:10, 14.08it/s]
 91%|█████████ | 1416/1563 [01:40<00:10, 14.07it/s]
 91%|█████████ | 1418/1563 [01:41<00:10, 14.01it/s]
 91%|█████████ | 1420/1563 [01:41<00:10, 14.10it/s]
 91%|█████████ | 1422/1563 [01:41<00:10, 14.07it/s]
 91%|█████████ | 1424/1563 [01:41<00:09, 14.05it/s]
 91%|█████████ | 1426/1563 [01:41<00:09, 14.03it/s]
 91%|█████████▏| 1428/1563 [01:41<00:09, 14.08it/s]
 91%|█████████▏| 1430/1563 [01:41<00:09, 14.05it/s]
 92%|█████████▏| 1432/1563 [01:42<00:09, 14.05it/s]
 92%|█████████▏| 1434/1563 [01:42<00:09, 14.06it/s]
 92%|█████████▏| 1436/1563 [01:42<00:09, 14.04it/s]
 92%|█████████▏| 1438/1563 [01:42<00:08, 14.08it/s]
 92%|█████████▏| 1440/1563 [01:42<00:08, 14.05it/s]
 92%|█████████▏| 1442/1563 [01:42<00:08, 14.06it/s]
 92%|█████████▏| 1444/1563 [01:42<00:08, 14.11it/s]
 93%|█████████▎| 1446/1563 [01:43<00:08, 14.06it/s]
 93%|█████████▎| 1448/1563 [01:43<00:08, 14.06it/s]
 93%|█████████▎| 1450/1563 [01:43<00:08, 14.10it/s]
 93%|█████████▎| 1452/1563 [01:43<00:07, 14.10it/s]
 93%|█████████▎| 1454/1563 [01:43<00:07, 14.09it/s]
 93%|█████████▎| 1456/1563 [01:43<00:07, 14.07it/s]
 93%|█████████▎| 1458/1563 [01:43<00:07, 14.08it/s]
 93%|█████████▎| 1460/1563 [01:44<00:07, 14.10it/s]
 94%|█████████▎| 1462/1563 [01:44<00:07, 14.09it/s]
 94%|█████████▎| 1464/1563 [01:44<00:07, 14.08it/s]
 94%|█████████▍| 1466/1563 [01:44<00:06, 14.10it/s]
 94%|█████████▍| 1468/1563 [01:44<00:06, 14.06it/s]
 94%|█████████▍| 1470/1563 [01:44<00:06, 14.10it/s]
 94%|█████████▍| 1472/1563 [01:44<00:06, 14.08it/s]
 94%|█████████▍| 1474/1563 [01:45<00:06, 14.09it/s]
 94%|█████████▍| 1476/1563 [01:45<00:06, 14.06it/s]
 95%|█████████▍| 1478/1563 [01:45<00:06, 14.02it/s]
 95%|█████████▍| 1480/1563 [01:45<00:05, 14.09it/s]
 95%|█████████▍| 1482/1563 [01:45<00:05, 14.12it/s]
 95%|█████████▍| 1484/1563 [01:45<00:05, 14.14it/s]
 95%|█████████▌| 1486/1563 [01:45<00:05, 14.13it/s]
 95%|█████████▌| 1488/1563 [01:46<00:05, 14.12it/s]
 95%|█████████▌| 1490/1563 [01:46<00:05, 14.12it/s]
 95%|█████████▌| 1492/1563 [01:46<00:05, 14.13it/s]
 96%|█████████▌| 1494/1563 [01:46<00:04, 14.08it/s]
 96%|█████████▌| 1496/1563 [01:46<00:04, 14.05it/s]
 96%|█████████▌| 1498/1563 [01:46<00:04, 14.06it/s]
 96%|█████████▌| 1500/1563 [01:46<00:04, 14.07it/s]
 96%|█████████▌| 1502/1563 [01:47<00:04, 14.10it/s]
 96%|█████████▌| 1504/1563 [01:47<00:04, 14.14it/s]
 96%|█████████▋| 1506/1563 [01:47<00:04, 14.13it/s]
 96%|█████████▋| 1508/1563 [01:47<00:03, 14.12it/s]
 97%|█████████▋| 1510/1563 [01:47<00:03, 14.09it/s]
 97%|█████████▋| 1512/1563 [01:47<00:03, 14.08it/s]
 97%|█████████▋| 1514/1563 [01:47<00:03, 14.06it/s]
 97%|█████████▋| 1516/1563 [01:48<00:03, 14.00it/s]
 97%|█████████▋| 1518/1563 [01:48<00:03, 14.00it/s]
 97%|█████████▋| 1520/1563 [01:48<00:03, 14.03it/s]
 97%|█████████▋| 1522/1563 [01:48<00:02, 13.99it/s]
 98%|█████████▊| 1524/1563 [01:48<00:02, 14.01it/s]
 98%|█████████▊| 1526/1563 [01:48<00:02, 14.06it/s]
 98%|█████████▊| 1528/1563 [01:48<00:02, 14.13it/s]
 98%|█████████▊| 1530/1563 [01:49<00:02, 14.10it/s]
 98%|█████████▊| 1532/1563 [01:49<00:02, 14.09it/s]
 98%|█████████▊| 1534/1563 [01:49<00:02, 14.03it/s]
 98%|█████████▊| 1536/1563 [01:49<00:01, 13.99it/s]
 98%|█████████▊| 1538/1563 [01:49<00:01, 14.02it/s]
 99%|█████████▊| 1540/1563 [01:49<00:01, 14.06it/s]
 99%|█████████▊| 1542/1563 [01:49<00:01, 14.00it/s]
 99%|█████████▉| 1544/1563 [01:50<00:01, 14.01it/s]
 99%|█████████▉| 1546/1563 [01:50<00:01, 14.05it/s]
 99%|█████████▉| 1548/1563 [01:50<00:01, 14.06it/s]
 99%|█████████▉| 1550/1563 [01:50<00:00, 14.06it/s]
 99%|█████████▉| 1552/1563 [01:50<00:00, 14.10it/s]
 99%|█████████▉| 1554/1563 [01:50<00:00, 14.10it/s]
100%|█████████▉| 1556/1563 [01:50<00:00, 14.06it/s]
100%|█████████▉| 1558/1563 [01:51<00:00, 14.09it/s]
100%|█████████▉| 1560/1563 [01:51<00:00, 14.09it/s]
100%|█████████▉| 1562/1563 [01:51<00:00, 14.13it/s]
100%|██████████| 1563/1563 [01:51<00:00, 14.03it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  2%|▏         | 3/157 [00:00<00:07, 20.86it/s]
  4%|▍         | 6/157 [00:00<00:07, 21.31it/s]
  6%|▌         | 9/157 [00:00<00:06, 21.49it/s]
  8%|▊         | 12/157 [00:00<00:06, 21.57it/s]
 10%|▉         | 15/157 [00:00<00:06, 21.56it/s]
 11%|█▏        | 18/157 [00:00<00:06, 21.53it/s]
 13%|█▎        | 21/157 [00:00<00:06, 21.46it/s]
 15%|█▌        | 24/157 [00:01<00:06, 21.40it/s]
 17%|█▋        | 27/157 [00:01<00:06, 21.49it/s]
 19%|█▉        | 30/157 [00:01<00:05, 21.55it/s]
 21%|██        | 33/157 [00:01<00:05, 21.54it/s]
 23%|██▎       | 36/157 [00:01<00:05, 21.53it/s]
 25%|██▍       | 39/157 [00:01<00:05, 21.38it/s]
 27%|██▋       | 42/157 [00:01<00:05, 21.18it/s]
 29%|██▊       | 45/157 [00:02<00:05, 20.99it/s]
 31%|███       | 48/157 [00:02<00:05, 20.89it/s]
 32%|███▏      | 51/157 [00:02<00:05, 20.77it/s]
 34%|███▍      | 54/157 [00:02<00:04, 20.72it/s]
 36%|███▋      | 57/157 [00:02<00:04, 20.57it/s]
 38%|███▊      | 60/157 [00:02<00:04, 20.52it/s]
 40%|████      | 63/157 [00:02<00:04, 20.43it/s]
 42%|████▏     | 66/157 [00:03<00:04, 20.53it/s]
 44%|████▍     | 69/157 [00:03<00:04, 20.57it/s]
 46%|████▌     | 72/157 [00:03<00:04, 20.56it/s]
 48%|████▊     | 75/157 [00:03<00:03, 20.52it/s]
 50%|████▉     | 78/157 [00:03<00:03, 20.66it/s]
 52%|█████▏    | 81/157 [00:03<00:03, 20.66it/s]
 54%|█████▎    | 84/157 [00:04<00:03, 20.73it/s]
 55%|█████▌    | 87/157 [00:04<00:03, 20.73it/s]
 57%|█████▋    | 90/157 [00:04<00:03, 20.77it/s]
 59%|█████▉    | 93/157 [00:04<00:03, 20.85it/s]
 61%|██████    | 96/157 [00:04<00:02, 20.82it/s]
 63%|██████▎   | 99/157 [00:04<00:02, 20.72it/s]
 65%|██████▍   | 102/157 [00:04<00:02, 20.65it/s]
 67%|██████▋   | 105/157 [00:05<00:02, 20.62it/s]
 69%|██████▉   | 108/157 [00:05<00:02, 20.60it/s]
 71%|███████   | 111/157 [00:05<00:02, 20.66it/s]
 73%|███████▎  | 114/157 [00:05<00:02, 20.68it/s]
 75%|███████▍  | 117/157 [00:05<00:01, 20.65it/s]
 76%|███████▋  | 120/157 [00:05<00:01, 20.72it/s]
 78%|███████▊  | 123/157 [00:05<00:01, 20.67it/s]
 80%|████████  | 126/157 [00:06<00:01, 20.63it/s]
 82%|████████▏ | 129/157 [00:06<00:01, 20.60it/s]
 84%|████████▍ | 132/157 [00:06<00:01, 20.56it/s]
 86%|████████▌ | 135/157 [00:06<00:01, 20.55it/s]
 88%|████████▊ | 138/157 [00:06<00:00, 20.62it/s]
 90%|████████▉ | 141/157 [00:06<00:00, 20.69it/s]
 92%|█████████▏| 144/157 [00:06<00:00, 20.64it/s]
 94%|█████████▎| 147/157 [00:07<00:00, 20.56it/s]
 96%|█████████▌| 150/157 [00:07<00:00, 20.62it/s]
 97%|█████████▋| 153/157 [00:07<00:00, 20.70it/s]
 99%|█████████▉| 156/157 [00:07<00:00, 20.66it/s]
100%|██████████| 157/157 [00:07<00:00, 20.91it/s]
Epoch: 11 	Training Loss: 0.075676 	Training Accuracy: 0.982970 	Validation Loss: 1.516060 	Validation Accuracy: 0.701400

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:02, 12.69it/s]
  0%|          | 4/1563 [00:00<02:00, 12.94it/s]
  0%|          | 6/1563 [00:00<01:59, 13.05it/s]
  1%|          | 8/1563 [00:00<01:56, 13.40it/s]
  1%|          | 10/1563 [00:00<01:54, 13.59it/s]
  1%|          | 12/1563 [00:00<01:52, 13.77it/s]
  1%|          | 14/1563 [00:01<01:51, 13.84it/s]
  1%|          | 16/1563 [00:01<01:50, 13.95it/s]
  1%|          | 18/1563 [00:01<01:50, 14.00it/s]
  1%|▏         | 20/1563 [00:01<01:49, 14.12it/s]
  1%|▏         | 22/1563 [00:01<01:49, 14.11it/s]
  2%|▏         | 24/1563 [00:01<01:48, 14.16it/s]
  2%|▏         | 26/1563 [00:01<01:48, 14.14it/s]
  2%|▏         | 28/1563 [00:02<01:48, 14.20it/s]
  2%|▏         | 30/1563 [00:02<01:48, 14.17it/s]
  2%|▏         | 32/1563 [00:02<01:48, 14.15it/s]
  2%|▏         | 34/1563 [00:02<01:48, 14.15it/s]
  2%|▏         | 36/1563 [00:02<01:47, 14.15it/s]
  2%|▏         | 38/1563 [00:02<01:47, 14.15it/s]
  3%|▎         | 40/1563 [00:02<01:47, 14.14it/s]
  3%|▎         | 42/1563 [00:03<01:47, 14.14it/s]
  3%|▎         | 44/1563 [00:03<01:47, 14.13it/s]
  3%|▎         | 46/1563 [00:03<01:47, 14.17it/s]
  3%|▎         | 48/1563 [00:03<01:46, 14.17it/s]
  3%|▎         | 50/1563 [00:03<01:46, 14.17it/s]
  3%|▎         | 52/1563 [00:03<01:47, 14.11it/s]
  3%|▎         | 54/1563 [00:03<01:47, 14.07it/s]
  4%|▎         | 56/1563 [00:04<01:47, 14.08it/s]
  4%|▎         | 58/1563 [00:04<01:46, 14.07it/s]
  4%|▍         | 60/1563 [00:04<01:46, 14.10it/s]
  4%|▍         | 62/1563 [00:04<01:46, 14.08it/s]
  4%|▍         | 64/1563 [00:04<01:46, 14.12it/s]
  4%|▍         | 66/1563 [00:04<01:46, 14.12it/s]
  4%|▍         | 68/1563 [00:04<01:45, 14.12it/s]
  4%|▍         | 70/1563 [00:04<01:45, 14.10it/s]
  5%|▍         | 72/1563 [00:05<01:45, 14.11it/s]
  5%|▍         | 74/1563 [00:05<01:45, 14.08it/s]
  5%|▍         | 76/1563 [00:05<01:45, 14.09it/s]
  5%|▍         | 78/1563 [00:05<01:45, 14.11it/s]
  5%|▌         | 80/1563 [00:05<01:45, 14.07it/s]
  5%|▌         | 82/1563 [00:05<01:46, 13.94it/s]
  5%|▌         | 84/1563 [00:05<01:45, 13.96it/s]
  6%|▌         | 86/1563 [00:06<01:44, 14.08it/s]
  6%|▌         | 88/1563 [00:06<01:44, 14.16it/s]
  6%|▌         | 90/1563 [00:06<01:44, 14.07it/s]
  6%|▌         | 92/1563 [00:06<01:44, 14.11it/s]
  6%|▌         | 94/1563 [00:06<01:44, 14.09it/s]
  6%|▌         | 96/1563 [00:06<01:44, 14.08it/s]
  6%|▋         | 98/1563 [00:06<01:43, 14.13it/s]
  6%|▋         | 100/1563 [00:07<01:43, 14.12it/s]
  7%|▋         | 102/1563 [00:07<01:43, 14.09it/s]
  7%|▋         | 104/1563 [00:07<01:43, 14.10it/s]
  7%|▋         | 106/1563 [00:07<01:43, 14.11it/s]
  7%|▋         | 108/1563 [00:07<01:43, 14.05it/s]
  7%|▋         | 110/1563 [00:07<01:42, 14.13it/s]
  7%|▋         | 112/1563 [00:07<01:43, 14.08it/s]
  7%|▋         | 114/1563 [00:08<01:42, 14.09it/s]
  7%|▋         | 116/1563 [00:08<01:42, 14.11it/s]
  8%|▊         | 118/1563 [00:08<01:42, 14.08it/s]
  8%|▊         | 120/1563 [00:08<01:42, 14.09it/s]
  8%|▊         | 122/1563 [00:08<01:41, 14.13it/s]
  8%|▊         | 124/1563 [00:08<01:42, 14.08it/s]
  8%|▊         | 126/1563 [00:08<01:41, 14.11it/s]
  8%|▊         | 128/1563 [00:09<01:42, 14.06it/s]
  8%|▊         | 130/1563 [00:09<01:41, 14.08it/s]
  8%|▊         | 132/1563 [00:09<01:41, 14.03it/s]
  9%|▊         | 134/1563 [00:09<01:41, 14.06it/s]
  9%|▊         | 136/1563 [00:09<01:41, 14.08it/s]
  9%|▉         | 138/1563 [00:09<01:41, 14.07it/s]
  9%|▉         | 140/1563 [00:09<01:40, 14.10it/s]
  9%|▉         | 142/1563 [00:10<01:40, 14.09it/s]
  9%|▉         | 144/1563 [00:10<01:40, 14.06it/s]
  9%|▉         | 146/1563 [00:10<01:40, 14.09it/s]
  9%|▉         | 148/1563 [00:10<01:40, 14.06it/s]
 10%|▉         | 150/1563 [00:10<01:40, 14.09it/s]
 10%|▉         | 152/1563 [00:10<01:40, 14.08it/s]
 10%|▉         | 154/1563 [00:10<01:40, 14.06it/s]
 10%|▉         | 156/1563 [00:11<01:40, 14.04it/s]
 10%|█         | 158/1563 [00:11<01:40, 14.03it/s]
 10%|█         | 160/1563 [00:11<01:39, 14.05it/s]
 10%|█         | 162/1563 [00:11<01:39, 14.02it/s]
 10%|█         | 164/1563 [00:11<01:39, 14.08it/s]
 11%|█         | 166/1563 [00:11<01:39, 14.10it/s]
 11%|█         | 168/1563 [00:11<01:38, 14.12it/s]
 11%|█         | 170/1563 [00:12<01:38, 14.08it/s]
 11%|█         | 172/1563 [00:12<01:38, 14.11it/s]
 11%|█         | 174/1563 [00:12<01:38, 14.05it/s]
 11%|█▏        | 176/1563 [00:12<01:38, 14.09it/s]
 11%|█▏        | 178/1563 [00:12<01:37, 14.19it/s]
 12%|█▏        | 180/1563 [00:12<01:38, 14.11it/s]
 12%|█▏        | 182/1563 [00:12<01:37, 14.11it/s]
 12%|█▏        | 184/1563 [00:13<01:37, 14.14it/s]
 12%|█▏        | 186/1563 [00:13<01:37, 14.14it/s]
 12%|█▏        | 188/1563 [00:13<01:37, 14.14it/s]
 12%|█▏        | 190/1563 [00:13<01:37, 14.13it/s]
 12%|█▏        | 192/1563 [00:13<01:37, 14.11it/s]
 12%|█▏        | 194/1563 [00:13<01:37, 14.07it/s]
 13%|█▎        | 196/1563 [00:13<01:36, 14.10it/s]
 13%|█▎        | 198/1563 [00:14<01:36, 14.11it/s]
 13%|█▎        | 200/1563 [00:14<01:36, 14.09it/s]
 13%|█▎        | 202/1563 [00:14<01:36, 14.09it/s]
 13%|█▎        | 204/1563 [00:14<01:36, 14.09it/s]
 13%|█▎        | 206/1563 [00:14<01:36, 14.08it/s]
 13%|█▎        | 208/1563 [00:14<01:36, 14.11it/s]
 13%|█▎        | 210/1563 [00:14<01:35, 14.10it/s]
 14%|█▎        | 212/1563 [00:15<01:35, 14.10it/s]
 14%|█▎        | 214/1563 [00:15<01:35, 14.13it/s]
 14%|█▍        | 216/1563 [00:15<01:35, 14.10it/s]
 14%|█▍        | 218/1563 [00:15<01:35, 14.11it/s]
 14%|█▍        | 220/1563 [00:15<01:35, 14.10it/s]
 14%|█▍        | 222/1563 [00:15<01:35, 14.04it/s]
 14%|█▍        | 224/1563 [00:15<01:34, 14.11it/s]
 14%|█▍        | 226/1563 [00:16<01:34, 14.09it/s]
 15%|█▍        | 228/1563 [00:16<01:34, 14.10it/s]
 15%|█▍        | 230/1563 [00:16<01:34, 14.07it/s]
 15%|█▍        | 232/1563 [00:16<01:34, 14.07it/s]
 15%|█▍        | 234/1563 [00:16<01:34, 14.04it/s]
 15%|█▌        | 236/1563 [00:16<01:34, 14.08it/s]
 15%|█▌        | 238/1563 [00:16<01:34, 14.09it/s]
 15%|█▌        | 240/1563 [00:17<01:34, 14.07it/s]
 15%|█▌        | 242/1563 [00:17<01:33, 14.12it/s]
 16%|█▌        | 244/1563 [00:17<01:33, 14.13it/s]
 16%|█▌        | 246/1563 [00:17<01:33, 14.15it/s]
 16%|█▌        | 248/1563 [00:17<01:33, 14.14it/s]
 16%|█▌        | 250/1563 [00:17<01:32, 14.12it/s]
 16%|█▌        | 252/1563 [00:17<01:32, 14.16it/s]
 16%|█▋        | 254/1563 [00:18<01:32, 14.09it/s]
 16%|█▋        | 256/1563 [00:18<01:32, 14.09it/s]
 17%|█▋        | 258/1563 [00:18<01:32, 14.09it/s]
 17%|█▋        | 260/1563 [00:18<01:32, 14.05it/s]
 17%|█▋        | 262/1563 [00:18<01:32, 14.05it/s]
 17%|█▋        | 264/1563 [00:18<01:32, 14.08it/s]
 17%|█▋        | 266/1563 [00:18<01:31, 14.10it/s]
 17%|█▋        | 268/1563 [00:19<01:31, 14.13it/s]
 17%|█▋        | 270/1563 [00:19<01:31, 14.14it/s]
 17%|█▋        | 272/1563 [00:19<01:31, 14.12it/s]
 18%|█▊        | 274/1563 [00:19<01:30, 14.18it/s]
 18%|█▊        | 276/1563 [00:19<01:31, 14.14it/s]
 18%|█▊        | 278/1563 [00:19<01:31, 14.12it/s]
 18%|█▊        | 280/1563 [00:19<01:30, 14.10it/s]
 18%|█▊        | 282/1563 [00:20<01:30, 14.10it/s]
 18%|█▊        | 284/1563 [00:20<01:30, 14.09it/s]
 18%|█▊        | 286/1563 [00:20<01:30, 14.03it/s]
 18%|█▊        | 288/1563 [00:20<01:30, 14.08it/s]
 19%|█▊        | 290/1563 [00:20<01:30, 14.04it/s]
 19%|█▊        | 292/1563 [00:20<01:30, 14.05it/s]
 19%|█▉        | 294/1563 [00:20<01:30, 14.04it/s]
 19%|█▉        | 296/1563 [00:21<01:30, 14.07it/s]
 19%|█▉        | 298/1563 [00:21<01:29, 14.06it/s]
 19%|█▉        | 300/1563 [00:21<01:29, 14.05it/s]
 19%|█▉        | 302/1563 [00:21<01:29, 14.05it/s]
 19%|█▉        | 304/1563 [00:21<01:28, 14.17it/s]
 20%|█▉        | 306/1563 [00:21<01:28, 14.15it/s]
 20%|█▉        | 308/1563 [00:21<01:28, 14.18it/s]
 20%|█▉        | 310/1563 [00:22<01:28, 14.14it/s]
 20%|█▉        | 312/1563 [00:22<01:28, 14.13it/s]
 20%|██        | 314/1563 [00:22<01:28, 14.18it/s]
 20%|██        | 316/1563 [00:22<01:28, 14.14it/s]
 20%|██        | 318/1563 [00:22<01:28, 14.14it/s]
 20%|██        | 320/1563 [00:22<01:28, 14.11it/s]
 21%|██        | 322/1563 [00:22<01:28, 14.08it/s]
 21%|██        | 324/1563 [00:23<01:27, 14.10it/s]
 21%|██        | 326/1563 [00:23<01:27, 14.11it/s]
 21%|██        | 328/1563 [00:23<01:27, 14.05it/s]
 21%|██        | 330/1563 [00:23<01:27, 14.09it/s]
 21%|██        | 332/1563 [00:23<01:27, 14.06it/s]
 21%|██▏       | 334/1563 [00:23<01:27, 14.08it/s]
 21%|██▏       | 336/1563 [00:23<01:27, 14.04it/s]
 22%|██▏       | 338/1563 [00:24<01:26, 14.09it/s]
 22%|██▏       | 340/1563 [00:24<01:26, 14.14it/s]
 22%|██▏       | 342/1563 [00:24<01:26, 14.16it/s]
 22%|██▏       | 344/1563 [00:24<01:26, 14.13it/s]
 22%|██▏       | 346/1563 [00:24<01:26, 14.07it/s]
 22%|██▏       | 348/1563 [00:24<01:26, 14.09it/s]
 22%|██▏       | 350/1563 [00:24<01:26, 14.07it/s]
 23%|██▎       | 352/1563 [00:25<01:26, 14.06it/s]
 23%|██▎       | 354/1563 [00:25<01:25, 14.10it/s]
 23%|██▎       | 356/1563 [00:25<01:25, 14.11it/s]
 23%|██▎       | 358/1563 [00:25<01:25, 14.16it/s]
 23%|██▎       | 360/1563 [00:25<01:25, 14.13it/s]
 23%|██▎       | 362/1563 [00:25<01:25, 14.11it/s]
 23%|██▎       | 364/1563 [00:25<01:24, 14.12it/s]
 23%|██▎       | 366/1563 [00:25<01:25, 14.03it/s]
 24%|██▎       | 368/1563 [00:26<01:24, 14.09it/s]
 24%|██▎       | 370/1563 [00:26<01:24, 14.04it/s]
 24%|██▍       | 372/1563 [00:26<01:24, 14.05it/s]
 24%|██▍       | 374/1563 [00:26<01:24, 14.06it/s]
 24%|██▍       | 376/1563 [00:26<01:24, 14.07it/s]
 24%|██▍       | 378/1563 [00:26<01:24, 14.08it/s]
 24%|██▍       | 380/1563 [00:26<01:23, 14.11it/s]
 24%|██▍       | 382/1563 [00:27<01:23, 14.10it/s]
 25%|██▍       | 384/1563 [00:27<01:23, 14.10it/s]
 25%|██▍       | 386/1563 [00:27<01:23, 14.15it/s]
 25%|██▍       | 388/1563 [00:27<01:23, 14.12it/s]
 25%|██▍       | 390/1563 [00:27<01:23, 14.09it/s]
 25%|██▌       | 392/1563 [00:27<01:23, 14.06it/s]
 25%|██▌       | 394/1563 [00:27<01:23, 14.05it/s]
 25%|██▌       | 396/1563 [00:28<01:22, 14.13it/s]
 25%|██▌       | 398/1563 [00:28<01:22, 14.09it/s]
 26%|██▌       | 400/1563 [00:28<01:22, 14.06it/s]
 26%|██▌       | 402/1563 [00:28<01:22, 14.03it/s]
 26%|██▌       | 404/1563 [00:28<01:22, 14.04it/s]
 26%|██▌       | 406/1563 [00:28<01:22, 14.09it/s]
 26%|██▌       | 408/1563 [00:28<01:21, 14.10it/s]
 26%|██▌       | 410/1563 [00:29<01:21, 14.07it/s]
 26%|██▋       | 412/1563 [00:29<01:21, 14.09it/s]
 26%|██▋       | 414/1563 [00:29<01:21, 14.12it/s]
 27%|██▋       | 416/1563 [00:29<01:21, 14.10it/s]
 27%|██▋       | 418/1563 [00:29<01:20, 14.20it/s]
 27%|██▋       | 420/1563 [00:29<01:20, 14.19it/s]
 27%|██▋       | 422/1563 [00:29<01:20, 14.14it/s]
 27%|██▋       | 424/1563 [00:30<01:20, 14.19it/s]
 27%|██▋       | 426/1563 [00:30<01:20, 14.15it/s]
 27%|██▋       | 428/1563 [00:30<01:20, 14.18it/s]
 28%|██▊       | 430/1563 [00:30<01:19, 14.17it/s]
 28%|██▊       | 432/1563 [00:30<01:19, 14.15it/s]
 28%|██▊       | 434/1563 [00:30<01:19, 14.19it/s]
 28%|██▊       | 436/1563 [00:30<01:19, 14.16it/s]
 28%|██▊       | 438/1563 [00:31<01:19, 14.13it/s]
 28%|██▊       | 440/1563 [00:31<01:19, 14.13it/s]
 28%|██▊       | 442/1563 [00:31<01:18, 14.20it/s]
 28%|██▊       | 444/1563 [00:31<01:19, 14.14it/s]
 29%|██▊       | 446/1563 [00:31<01:18, 14.16it/s]
 29%|██▊       | 448/1563 [00:31<01:18, 14.12it/s]
 29%|██▉       | 450/1563 [00:31<01:18, 14.11it/s]
 29%|██▉       | 452/1563 [00:32<01:18, 14.12it/s]
 29%|██▉       | 454/1563 [00:32<01:18, 14.08it/s]
 29%|██▉       | 456/1563 [00:32<01:18, 14.12it/s]
 29%|██▉       | 458/1563 [00:32<01:18, 14.09it/s]
 29%|██▉       | 460/1563 [00:32<01:18, 14.08it/s]
 30%|██▉       | 462/1563 [00:32<01:18, 14.09it/s]
 30%|██▉       | 464/1563 [00:32<01:17, 14.13it/s]
 30%|██▉       | 466/1563 [00:33<01:17, 14.09it/s]
 30%|██▉       | 468/1563 [00:33<01:17, 14.08it/s]
 30%|███       | 470/1563 [00:33<01:17, 14.18it/s]
 30%|███       | 472/1563 [00:33<01:17, 14.17it/s]
 30%|███       | 474/1563 [00:33<01:16, 14.19it/s]
 30%|███       | 476/1563 [00:33<01:16, 14.26it/s]
 31%|███       | 478/1563 [00:33<01:16, 14.23it/s]
 31%|███       | 480/1563 [00:34<01:16, 14.14it/s]
 31%|███       | 482/1563 [00:34<01:16, 14.10it/s]
 31%|███       | 484/1563 [00:34<01:16, 14.09it/s]
 31%|███       | 486/1563 [00:34<01:16, 14.05it/s]
 31%|███       | 488/1563 [00:34<01:16, 14.09it/s]
 31%|███▏      | 490/1563 [00:34<01:16, 14.08it/s]
 31%|███▏      | 492/1563 [00:34<01:15, 14.10it/s]
 32%|███▏      | 494/1563 [00:35<01:15, 14.08it/s]
 32%|███▏      | 496/1563 [00:35<01:15, 14.06it/s]
 32%|███▏      | 498/1563 [00:35<01:15, 14.03it/s]
 32%|███▏      | 500/1563 [00:35<01:15, 14.05it/s]
 32%|███▏      | 502/1563 [00:35<01:15, 14.08it/s]
 32%|███▏      | 504/1563 [00:35<01:15, 14.05it/s]
 32%|███▏      | 506/1563 [00:35<01:15, 14.08it/s]
 33%|███▎      | 508/1563 [00:36<01:15, 14.03it/s]
 33%|███▎      | 510/1563 [00:36<01:14, 14.06it/s]
 33%|███▎      | 512/1563 [00:36<01:14, 14.08it/s]
 33%|███▎      | 514/1563 [00:36<01:14, 14.08it/s]
 33%|███▎      | 516/1563 [00:36<01:14, 14.12it/s]
 33%|███▎      | 518/1563 [00:36<01:14, 14.08it/s]
 33%|███▎      | 520/1563 [00:36<01:14, 14.05it/s]
 33%|███▎      | 522/1563 [00:37<01:13, 14.07it/s]
 34%|███▎      | 524/1563 [00:37<01:13, 14.09it/s]
 34%|███▎      | 526/1563 [00:37<01:13, 14.12it/s]
 34%|███▍      | 528/1563 [00:37<01:13, 14.06it/s]
 34%|███▍      | 530/1563 [00:37<01:13, 14.07it/s]
 34%|███▍      | 532/1563 [00:37<01:13, 14.10it/s]
 34%|███▍      | 534/1563 [00:37<01:13, 14.08it/s]
 34%|███▍      | 536/1563 [00:38<01:12, 14.11it/s]
 34%|███▍      | 538/1563 [00:38<01:12, 14.15it/s]
 35%|███▍      | 540/1563 [00:38<01:12, 14.16it/s]
 35%|███▍      | 542/1563 [00:38<01:12, 14.16it/s]
 35%|███▍      | 544/1563 [00:38<01:11, 14.15it/s]
 35%|███▍      | 546/1563 [00:38<01:11, 14.14it/s]
 35%|███▌      | 548/1563 [00:38<01:11, 14.17it/s]
 35%|███▌      | 550/1563 [00:39<01:11, 14.14it/s]
 35%|███▌      | 552/1563 [00:39<01:11, 14.15it/s]
 35%|███▌      | 554/1563 [00:39<01:11, 14.11it/s]
 36%|███▌      | 556/1563 [00:39<01:11, 14.09it/s]
 36%|███▌      | 558/1563 [00:39<01:11, 14.06it/s]
 36%|███▌      | 560/1563 [00:39<01:11, 14.08it/s]
 36%|███▌      | 562/1563 [00:39<01:11, 14.07it/s]
 36%|███▌      | 564/1563 [00:40<01:11, 14.04it/s]
 36%|███▌      | 566/1563 [00:40<01:10, 14.11it/s]
 36%|███▋      | 568/1563 [00:40<01:10, 14.14it/s]
 36%|███▋      | 570/1563 [00:40<01:10, 14.10it/s]
 37%|███▋      | 572/1563 [00:40<01:09, 14.17it/s]
 37%|███▋      | 574/1563 [00:40<01:10, 14.11it/s]
 37%|███▋      | 576/1563 [00:40<01:10, 14.10it/s]
 37%|███▋      | 578/1563 [00:41<01:09, 14.09it/s]
 37%|███▋      | 580/1563 [00:41<01:09, 14.11it/s]
 37%|███▋      | 582/1563 [00:41<01:09, 14.14it/s]
 37%|███▋      | 584/1563 [00:41<01:09, 14.15it/s]
 37%|███▋      | 586/1563 [00:41<01:09, 14.09it/s]
 38%|███▊      | 588/1563 [00:41<01:08, 14.14it/s]
 38%|███▊      | 590/1563 [00:41<01:08, 14.13it/s]
 38%|███▊      | 592/1563 [00:42<01:09, 14.07it/s]
 38%|███▊      | 594/1563 [00:42<01:09, 14.02it/s]
 38%|███▊      | 596/1563 [00:42<01:08, 14.04it/s]
 38%|███▊      | 598/1563 [00:42<01:08, 14.08it/s]
 38%|███▊      | 600/1563 [00:42<01:08, 14.07it/s]
 39%|███▊      | 602/1563 [00:42<01:08, 14.10it/s]
 39%|███▊      | 604/1563 [00:42<01:08, 14.07it/s]
 39%|███▉      | 606/1563 [00:43<01:07, 14.08it/s]
 39%|███▉      | 608/1563 [00:43<01:07, 14.13it/s]
 39%|███▉      | 610/1563 [00:43<01:07, 14.09it/s]
 39%|███▉      | 612/1563 [00:43<01:07, 14.12it/s]
 39%|███▉      | 614/1563 [00:43<01:07, 14.16it/s]
 39%|███▉      | 616/1563 [00:43<01:06, 14.15it/s]
 40%|███▉      | 618/1563 [00:43<01:06, 14.15it/s]
 40%|███▉      | 620/1563 [00:43<01:06, 14.13it/s]
 40%|███▉      | 622/1563 [00:44<01:06, 14.15it/s]
 40%|███▉      | 624/1563 [00:44<01:06, 14.13it/s]
 40%|████      | 626/1563 [00:44<01:06, 14.11it/s]
 40%|████      | 628/1563 [00:44<01:06, 14.06it/s]
 40%|████      | 630/1563 [00:44<01:06, 14.05it/s]
 40%|████      | 632/1563 [00:44<01:06, 14.00it/s]
 41%|████      | 634/1563 [00:44<01:06, 14.04it/s]
 41%|████      | 636/1563 [00:45<01:05, 14.07it/s]
 41%|████      | 638/1563 [00:45<01:05, 14.04it/s]
 41%|████      | 640/1563 [00:45<01:05, 14.09it/s]
 41%|████      | 642/1563 [00:45<01:05, 14.03it/s]
 41%|████      | 644/1563 [00:45<01:05, 14.05it/s]
 41%|████▏     | 646/1563 [00:45<01:05, 14.06it/s]
 41%|████▏     | 648/1563 [00:45<01:04, 14.10it/s]
 42%|████▏     | 650/1563 [00:46<01:04, 14.15it/s]
 42%|████▏     | 652/1563 [00:46<01:04, 14.11it/s]
 42%|████▏     | 654/1563 [00:46<01:04, 14.09it/s]
 42%|████▏     | 656/1563 [00:46<01:04, 14.09it/s]
 42%|████▏     | 658/1563 [00:46<01:04, 14.08it/s]
 42%|████▏     | 660/1563 [00:46<01:04, 14.10it/s]
 42%|████▏     | 662/1563 [00:46<01:03, 14.12it/s]
 42%|████▏     | 664/1563 [00:47<01:03, 14.10it/s]
 43%|████▎     | 666/1563 [00:47<01:03, 14.10it/s]
 43%|████▎     | 668/1563 [00:47<01:03, 14.10it/s]
 43%|████▎     | 670/1563 [00:47<01:03, 14.10it/s]
 43%|████▎     | 672/1563 [00:47<01:03, 14.08it/s]
 43%|████▎     | 674/1563 [00:47<01:02, 14.12it/s]
 43%|████▎     | 676/1563 [00:47<01:03, 14.07it/s]
 43%|████▎     | 678/1563 [00:48<01:02, 14.14it/s]
 44%|████▎     | 680/1563 [00:48<01:02, 14.11it/s]
 44%|████▎     | 682/1563 [00:48<01:02, 14.10it/s]
 44%|████▍     | 684/1563 [00:48<01:02, 14.14it/s]
 44%|████▍     | 686/1563 [00:48<01:02, 14.11it/s]
 44%|████▍     | 688/1563 [00:48<01:01, 14.14it/s]
 44%|████▍     | 690/1563 [00:48<01:01, 14.10it/s]
 44%|████▍     | 692/1563 [00:49<01:01, 14.07it/s]
 44%|████▍     | 694/1563 [00:49<01:01, 14.06it/s]
 45%|████▍     | 696/1563 [00:49<01:01, 14.10it/s]
 45%|████▍     | 698/1563 [00:49<01:01, 14.10it/s]
 45%|████▍     | 700/1563 [00:49<01:01, 14.08it/s]
 45%|████▍     | 702/1563 [00:49<01:01, 14.09it/s]
 45%|████▌     | 704/1563 [00:49<01:01, 14.02it/s]
 45%|████▌     | 706/1563 [00:50<01:00, 14.07it/s]
 45%|████▌     | 708/1563 [00:50<01:00, 14.09it/s]
 45%|████▌     | 710/1563 [00:50<01:00, 14.07it/s]
 46%|████▌     | 712/1563 [00:50<01:00, 14.06it/s]
 46%|████▌     | 714/1563 [00:50<01:00, 14.07it/s]
 46%|████▌     | 716/1563 [00:50<01:00, 14.10it/s]
 46%|████▌     | 718/1563 [00:50<00:59, 14.09it/s]
 46%|████▌     | 720/1563 [00:51<01:00, 13.93it/s]
 46%|████▌     | 722/1563 [00:51<01:00, 13.99it/s]
 46%|████▋     | 724/1563 [00:51<00:59, 14.06it/s]
 46%|████▋     | 726/1563 [00:51<00:59, 14.10it/s]
 47%|████▋     | 728/1563 [00:51<00:59, 14.07it/s]
 47%|████▋     | 730/1563 [00:51<00:59, 14.05it/s]
 47%|████▋     | 732/1563 [00:51<00:58, 14.12it/s]
 47%|████▋     | 734/1563 [00:52<00:58, 14.06it/s]
 47%|████▋     | 736/1563 [00:52<00:59, 14.01it/s]
 47%|████▋     | 738/1563 [00:52<00:58, 14.04it/s]
 47%|████▋     | 740/1563 [00:52<00:58, 14.08it/s]
 47%|████▋     | 742/1563 [00:52<00:58, 14.05it/s]
 48%|████▊     | 744/1563 [00:52<00:58, 14.08it/s]
 48%|████▊     | 746/1563 [00:52<00:57, 14.10it/s]
 48%|████▊     | 748/1563 [00:53<00:57, 14.13it/s]
 48%|████▊     | 750/1563 [00:53<00:57, 14.09it/s]
 48%|████▊     | 752/1563 [00:53<00:57, 14.05it/s]
 48%|████▊     | 754/1563 [00:53<00:57, 14.09it/s]
 48%|████▊     | 756/1563 [00:53<00:57, 14.09it/s]
 48%|████▊     | 758/1563 [00:53<00:57, 14.10it/s]
 49%|████▊     | 760/1563 [00:53<00:57, 14.06it/s]
 49%|████▉     | 762/1563 [00:54<00:57, 14.05it/s]
 49%|████▉     | 764/1563 [00:54<00:56, 14.04it/s]
 49%|████▉     | 766/1563 [00:54<00:56, 14.14it/s]
 49%|████▉     | 768/1563 [00:54<00:56, 14.07it/s]
 49%|████▉     | 770/1563 [00:54<00:56, 14.09it/s]
 49%|████▉     | 772/1563 [00:54<00:56, 14.06it/s]
 50%|████▉     | 774/1563 [00:54<00:55, 14.14it/s]
 50%|████▉     | 776/1563 [00:55<00:55, 14.06it/s]
 50%|████▉     | 778/1563 [00:55<00:55, 14.07it/s]
 50%|████▉     | 780/1563 [00:55<00:55, 14.11it/s]
 50%|█████     | 782/1563 [00:55<00:55, 14.12it/s]
 50%|█████     | 784/1563 [00:55<00:55, 14.11it/s]
 50%|█████     | 786/1563 [00:55<00:55, 14.08it/s]
 50%|█████     | 788/1563 [00:55<00:55, 14.08it/s]
 51%|█████     | 790/1563 [00:56<00:55, 14.05it/s]
 51%|█████     | 792/1563 [00:56<00:54, 14.05it/s]
 51%|█████     | 794/1563 [00:56<00:54, 14.08it/s]
 51%|█████     | 796/1563 [00:56<00:54, 14.08it/s]
 51%|█████     | 798/1563 [00:56<00:54, 14.06it/s]
 51%|█████     | 800/1563 [00:56<00:54, 13.98it/s]
 51%|█████▏    | 802/1563 [00:56<00:54, 14.03it/s]
 51%|█████▏    | 804/1563 [00:57<00:53, 14.06it/s]
 52%|█████▏    | 806/1563 [00:57<00:53, 14.08it/s]
 52%|█████▏    | 808/1563 [00:57<00:53, 14.10it/s]
 52%|█████▏    | 810/1563 [00:57<00:53, 14.12it/s]
 52%|█████▏    | 812/1563 [00:57<00:53, 14.06it/s]
 52%|█████▏    | 814/1563 [00:57<00:53, 14.04it/s]
 52%|█████▏    | 816/1563 [00:57<00:53, 14.03it/s]
 52%|█████▏    | 818/1563 [00:58<00:52, 14.10it/s]
 52%|█████▏    | 820/1563 [00:58<00:52, 14.07it/s]
 53%|█████▎    | 822/1563 [00:58<00:52, 14.08it/s]
 53%|█████▎    | 824/1563 [00:58<00:52, 14.11it/s]
 53%|█████▎    | 826/1563 [00:58<00:52, 14.10it/s]
 53%|█████▎    | 828/1563 [00:58<00:52, 14.09it/s]
 53%|█████▎    | 830/1563 [00:58<00:51, 14.11it/s]
 53%|█████▎    | 832/1563 [00:59<00:51, 14.10it/s]
 53%|█████▎    | 834/1563 [00:59<00:51, 14.15it/s]
 53%|█████▎    | 836/1563 [00:59<00:51, 14.20it/s]
 54%|█████▎    | 838/1563 [00:59<00:51, 14.16it/s]
 54%|█████▎    | 840/1563 [00:59<00:51, 14.17it/s]
 54%|█████▍    | 842/1563 [00:59<00:51, 14.12it/s]
 54%|█████▍    | 844/1563 [00:59<00:51, 14.09it/s]
 54%|█████▍    | 846/1563 [01:00<00:50, 14.10it/s]
 54%|█████▍    | 848/1563 [01:00<00:50, 14.18it/s]
 54%|█████▍    | 850/1563 [01:00<00:50, 14.13it/s]
 55%|█████▍    | 852/1563 [01:00<00:50, 14.13it/s]
 55%|█████▍    | 854/1563 [01:00<00:50, 14.12it/s]
 55%|█████▍    | 856/1563 [01:00<00:50, 14.11it/s]
 55%|█████▍    | 858/1563 [01:00<00:49, 14.10it/s]
 55%|█████▌    | 860/1563 [01:01<00:49, 14.11it/s]
 55%|█████▌    | 862/1563 [01:01<00:49, 14.10it/s]
 55%|█████▌    | 864/1563 [01:01<00:49, 14.12it/s]
 55%|█████▌    | 866/1563 [01:01<00:49, 14.15it/s]
 56%|█████▌    | 868/1563 [01:01<00:48, 14.19it/s]
 56%|█████▌    | 870/1563 [01:01<00:49, 14.13it/s]
 56%|█████▌    | 872/1563 [01:01<00:48, 14.13it/s]
 56%|█████▌    | 874/1563 [01:02<00:48, 14.12it/s]
 56%|█████▌    | 876/1563 [01:02<00:48, 14.14it/s]
 56%|█████▌    | 878/1563 [01:02<00:48, 14.10it/s]
 56%|█████▋    | 880/1563 [01:02<00:48, 14.09it/s]
 56%|█████▋    | 882/1563 [01:02<00:48, 14.15it/s]
 57%|█████▋    | 884/1563 [01:02<00:47, 14.19it/s]
 57%|█████▋    | 886/1563 [01:02<00:47, 14.23it/s]
 57%|█████▋    | 888/1563 [01:03<00:47, 14.19it/s]
 57%|█████▋    | 890/1563 [01:03<00:47, 14.18it/s]
 57%|█████▋    | 892/1563 [01:03<00:47, 14.13it/s]
 57%|█████▋    | 894/1563 [01:03<00:47, 14.14it/s]
 57%|█████▋    | 896/1563 [01:03<00:47, 14.10it/s]
 57%|█████▋    | 898/1563 [01:03<00:46, 14.17it/s]
 58%|█████▊    | 900/1563 [01:03<00:46, 14.13it/s]
 58%|█████▊    | 902/1563 [01:04<00:46, 14.13it/s]
 58%|█████▊    | 904/1563 [01:04<00:46, 14.15it/s]
 58%|█████▊    | 906/1563 [01:04<00:46, 14.17it/s]
 58%|█████▊    | 908/1563 [01:04<00:46, 14.16it/s]
 58%|█████▊    | 910/1563 [01:04<00:46, 14.14it/s]
 58%|█████▊    | 912/1563 [01:04<00:46, 14.12it/s]
 58%|█████▊    | 914/1563 [01:04<00:45, 14.14it/s]
 59%|█████▊    | 916/1563 [01:04<00:45, 14.13it/s]
 59%|█████▊    | 918/1563 [01:05<00:45, 14.12it/s]
 59%|█████▉    | 920/1563 [01:05<00:45, 14.10it/s]
 59%|█████▉    | 922/1563 [01:05<00:45, 14.13it/s]
 59%|█████▉    | 924/1563 [01:05<00:45, 14.09it/s]
 59%|█████▉    | 926/1563 [01:05<00:45, 14.11it/s]
 59%|█████▉    | 928/1563 [01:05<00:45, 14.09it/s]
 60%|█████▉    | 930/1563 [01:05<00:44, 14.12it/s]
 60%|█████▉    | 932/1563 [01:06<00:44, 14.09it/s]
 60%|█████▉    | 934/1563 [01:06<00:44, 14.06it/s]
 60%|█████▉    | 936/1563 [01:06<00:44, 14.10it/s]
 60%|██████    | 938/1563 [01:06<00:44, 14.13it/s]
 60%|██████    | 940/1563 [01:06<00:44, 14.12it/s]
 60%|██████    | 942/1563 [01:06<00:44, 14.11it/s]
 60%|██████    | 944/1563 [01:06<00:43, 14.11it/s]
 61%|██████    | 946/1563 [01:07<00:43, 14.13it/s]
 61%|██████    | 948/1563 [01:07<00:43, 14.11it/s]
 61%|██████    | 950/1563 [01:07<00:43, 14.11it/s]
 61%|██████    | 952/1563 [01:07<00:43, 14.09it/s]
 61%|██████    | 954/1563 [01:07<00:43, 14.08it/s]
 61%|██████    | 956/1563 [01:07<00:42, 14.12it/s]
 61%|██████▏   | 958/1563 [01:07<00:42, 14.09it/s]
 61%|██████▏   | 960/1563 [01:08<00:42, 14.05it/s]
 62%|██████▏   | 962/1563 [01:08<00:42, 14.08it/s]
 62%|██████▏   | 964/1563 [01:08<00:42, 14.07it/s]
 62%|██████▏   | 966/1563 [01:08<00:42, 14.10it/s]
 62%|██████▏   | 968/1563 [01:08<00:42, 14.10it/s]
 62%|██████▏   | 970/1563 [01:08<00:42, 14.10it/s]
 62%|██████▏   | 972/1563 [01:08<00:41, 14.17it/s]
 62%|██████▏   | 974/1563 [01:09<00:41, 14.13it/s]
 62%|██████▏   | 976/1563 [01:09<00:41, 14.09it/s]
 63%|██████▎   | 978/1563 [01:09<00:41, 14.12it/s]
 63%|██████▎   | 980/1563 [01:09<00:41, 14.09it/s]
 63%|██████▎   | 982/1563 [01:09<00:41, 14.09it/s]
 63%|██████▎   | 984/1563 [01:09<00:41, 14.09it/s]
 63%|██████▎   | 986/1563 [01:09<00:40, 14.13it/s]
 63%|██████▎   | 988/1563 [01:10<00:40, 14.14it/s]
 63%|██████▎   | 990/1563 [01:10<00:40, 14.11it/s]
 63%|██████▎   | 992/1563 [01:10<00:40, 14.10it/s]
 64%|██████▎   | 994/1563 [01:10<00:40, 14.03it/s]
 64%|██████▎   | 996/1563 [01:10<00:40, 14.09it/s]
 64%|██████▍   | 998/1563 [01:10<00:40, 14.08it/s]
 64%|██████▍   | 1000/1563 [01:10<00:39, 14.13it/s]
 64%|██████▍   | 1002/1563 [01:11<00:39, 14.11it/s]
 64%|██████▍   | 1004/1563 [01:11<00:39, 14.10it/s]
 64%|██████▍   | 1006/1563 [01:11<00:39, 14.11it/s]
 64%|██████▍   | 1008/1563 [01:11<00:39, 14.14it/s]
 65%|██████▍   | 1010/1563 [01:11<00:39, 14.10it/s]
 65%|██████▍   | 1012/1563 [01:11<00:39, 14.10it/s]
 65%|██████▍   | 1014/1563 [01:11<00:38, 14.12it/s]
 65%|██████▌   | 1016/1563 [01:12<00:38, 14.09it/s]
 65%|██████▌   | 1018/1563 [01:12<00:38, 14.13it/s]
 65%|██████▌   | 1020/1563 [01:12<00:38, 14.09it/s]
 65%|██████▌   | 1022/1563 [01:12<00:38, 14.08it/s]
 66%|██████▌   | 1024/1563 [01:12<00:38, 14.05it/s]
 66%|██████▌   | 1026/1563 [01:12<00:38, 14.07it/s]
 66%|██████▌   | 1028/1563 [01:12<00:37, 14.11it/s]
 66%|██████▌   | 1030/1563 [01:13<00:37, 14.10it/s]
 66%|██████▌   | 1032/1563 [01:13<00:37, 14.13it/s]
 66%|██████▌   | 1034/1563 [01:13<00:37, 14.17it/s]
 66%|██████▋   | 1036/1563 [01:13<00:37, 14.11it/s]
 66%|██████▋   | 1038/1563 [01:13<00:37, 14.08it/s]
 67%|██████▋   | 1040/1563 [01:13<00:37, 14.02it/s]
 67%|██████▋   | 1042/1563 [01:13<00:36, 14.08it/s]
 67%|██████▋   | 1044/1563 [01:14<00:36, 14.06it/s]
 67%|██████▋   | 1046/1563 [01:14<00:36, 14.08it/s]
 67%|██████▋   | 1048/1563 [01:14<00:36, 14.10it/s]
 67%|██████▋   | 1050/1563 [01:14<00:36, 14.00it/s]
 67%|██████▋   | 1052/1563 [01:14<00:37, 13.53it/s]
 67%|██████▋   | 1054/1563 [01:14<00:38, 13.17it/s]
 68%|██████▊   | 1056/1563 [01:14<00:39, 12.97it/s]
 68%|██████▊   | 1058/1563 [01:15<00:39, 12.82it/s]
 68%|██████▊   | 1060/1563 [01:15<00:39, 12.74it/s]
 68%|██████▊   | 1062/1563 [01:15<00:39, 12.63it/s]
 68%|██████▊   | 1064/1563 [01:15<00:39, 12.61it/s]
 68%|██████▊   | 1066/1563 [01:15<00:39, 12.58it/s]
 68%|██████▊   | 1068/1563 [01:15<00:39, 12.56it/s]
 68%|██████▊   | 1070/1563 [01:16<00:39, 12.54it/s]
 69%|██████▊   | 1072/1563 [01:16<00:39, 12.53it/s]
 69%|██████▊   | 1074/1563 [01:16<00:39, 12.53it/s]
 69%|██████▉   | 1076/1563 [01:16<00:38, 12.55it/s]
 69%|██████▉   | 1078/1563 [01:16<00:38, 12.49it/s]
 69%|██████▉   | 1080/1563 [01:16<00:38, 12.49it/s]
 69%|██████▉   | 1082/1563 [01:17<00:38, 12.51it/s]
 69%|██████▉   | 1084/1563 [01:17<00:38, 12.51it/s]
 69%|██████▉   | 1086/1563 [01:17<00:38, 12.52it/s]
 70%|██████▉   | 1088/1563 [01:17<00:37, 12.72it/s]
 70%|██████▉   | 1090/1563 [01:17<00:36, 13.12it/s]
 70%|██████▉   | 1092/1563 [01:17<00:35, 13.41it/s]
 70%|██████▉   | 1094/1563 [01:17<00:34, 13.62it/s]
 70%|███████   | 1096/1563 [01:18<00:33, 13.74it/s]
 70%|███████   | 1098/1563 [01:18<00:33, 13.84it/s]
 70%|███████   | 1100/1563 [01:18<00:33, 13.91it/s]
 71%|███████   | 1102/1563 [01:18<00:33, 13.93it/s]
 71%|███████   | 1104/1563 [01:18<00:32, 14.01it/s]
 71%|███████   | 1106/1563 [01:18<00:32, 14.00it/s]
 71%|███████   | 1108/1563 [01:18<00:32, 14.04it/s]
 71%|███████   | 1110/1563 [01:19<00:32, 14.03it/s]
 71%|███████   | 1112/1563 [01:19<00:32, 14.06it/s]
 71%|███████▏  | 1114/1563 [01:19<00:31, 14.08it/s]
 71%|███████▏  | 1116/1563 [01:19<00:31, 14.11it/s]
 72%|███████▏  | 1118/1563 [01:19<00:31, 14.08it/s]
 72%|███████▏  | 1120/1563 [01:19<00:31, 14.07it/s]
 72%|███████▏  | 1122/1563 [01:19<00:31, 14.05it/s]
 72%|███████▏  | 1124/1563 [01:20<00:31, 14.13it/s]
 72%|███████▏  | 1126/1563 [01:20<00:30, 14.11it/s]
 72%|███████▏  | 1128/1563 [01:20<00:30, 14.09it/s]
 72%|███████▏  | 1130/1563 [01:20<00:30, 14.12it/s]
 72%|███████▏  | 1132/1563 [01:20<00:30, 14.14it/s]
 73%|███████▎  | 1134/1563 [01:20<00:30, 14.16it/s]
 73%|███████▎  | 1136/1563 [01:20<00:30, 14.15it/s]
 73%|███████▎  | 1138/1563 [01:21<00:30, 14.17it/s]
 73%|███████▎  | 1140/1563 [01:21<00:29, 14.13it/s]
 73%|███████▎  | 1142/1563 [01:21<00:29, 14.20it/s]
 73%|███████▎  | 1144/1563 [01:21<00:29, 14.13it/s]
 73%|███████▎  | 1146/1563 [01:21<00:29, 14.12it/s]
 73%|███████▎  | 1148/1563 [01:21<00:29, 14.10it/s]
 74%|███████▎  | 1150/1563 [01:21<00:29, 14.10it/s]
 74%|███████▎  | 1152/1563 [01:22<00:29, 14.09it/s]
 74%|███████▍  | 1154/1563 [01:22<00:29, 14.05it/s]
 74%|███████▍  | 1156/1563 [01:22<00:29, 14.02it/s]
 74%|███████▍  | 1158/1563 [01:22<00:28, 14.06it/s]
 74%|███████▍  | 1160/1563 [01:22<00:28, 14.09it/s]
 74%|███████▍  | 1162/1563 [01:22<00:28, 14.11it/s]
 74%|███████▍  | 1164/1563 [01:22<00:28, 14.11it/s]
 75%|███████▍  | 1166/1563 [01:23<00:28, 14.14it/s]
 75%|███████▍  | 1168/1563 [01:23<00:27, 14.13it/s]
 75%|███████▍  | 1170/1563 [01:23<00:27, 14.11it/s]
 75%|███████▍  | 1172/1563 [01:23<00:27, 14.06it/s]
 75%|███████▌  | 1174/1563 [01:23<00:27, 14.07it/s]
 75%|███████▌  | 1176/1563 [01:23<00:27, 14.13it/s]
 75%|███████▌  | 1178/1563 [01:23<00:27, 14.10it/s]
 75%|███████▌  | 1180/1563 [01:24<00:27, 14.17it/s]
 76%|███████▌  | 1182/1563 [01:24<00:26, 14.12it/s]
 76%|███████▌  | 1184/1563 [01:24<00:26, 14.15it/s]
 76%|███████▌  | 1186/1563 [01:24<00:26, 14.20it/s]
 76%|███████▌  | 1188/1563 [01:24<00:26, 14.15it/s]
 76%|███████▌  | 1190/1563 [01:24<00:26, 14.17it/s]
 76%|███████▋  | 1192/1563 [01:24<00:26, 14.24it/s]
 76%|███████▋  | 1194/1563 [01:25<00:26, 14.16it/s]
 77%|███████▋  | 1196/1563 [01:25<00:25, 14.17it/s]
 77%|███████▋  | 1198/1563 [01:25<00:25, 14.12it/s]
 77%|███████▋  | 1200/1563 [01:25<00:25, 14.13it/s]
 77%|███████▋  | 1202/1563 [01:25<00:25, 14.14it/s]
 77%|███████▋  | 1204/1563 [01:25<00:25, 14.11it/s]
 77%|███████▋  | 1206/1563 [01:25<00:25, 14.13it/s]
 77%|███████▋  | 1208/1563 [01:26<00:25, 14.11it/s]
 77%|███████▋  | 1210/1563 [01:26<00:24, 14.15it/s]
 78%|███████▊  | 1212/1563 [01:26<00:24, 14.08it/s]
 78%|███████▊  | 1214/1563 [01:26<00:24, 14.05it/s]
 78%|███████▊  | 1216/1563 [01:26<00:24, 14.07it/s]
 78%|███████▊  | 1218/1563 [01:26<00:24, 14.14it/s]
 78%|███████▊  | 1220/1563 [01:26<00:24, 14.10it/s]
 78%|███████▊  | 1222/1563 [01:27<00:24, 14.08it/s]
 78%|███████▊  | 1224/1563 [01:27<00:24, 14.09it/s]
 78%|███████▊  | 1226/1563 [01:27<00:23, 14.14it/s]
 79%|███████▊  | 1228/1563 [01:27<00:23, 14.13it/s]
 79%|███████▊  | 1230/1563 [01:27<00:23, 14.17it/s]
 79%|███████▉  | 1232/1563 [01:27<00:23, 14.12it/s]
 79%|███████▉  | 1234/1563 [01:27<00:23, 14.16it/s]
 79%|███████▉  | 1236/1563 [01:28<00:23, 14.09it/s]
 79%|███████▉  | 1238/1563 [01:28<00:23, 14.11it/s]
 79%|███████▉  | 1240/1563 [01:28<00:22, 14.09it/s]
 79%|███████▉  | 1242/1563 [01:28<00:22, 14.06it/s]
 80%|███████▉  | 1244/1563 [01:28<00:22, 14.08it/s]
 80%|███████▉  | 1246/1563 [01:28<00:22, 14.03it/s]
 80%|███████▉  | 1248/1563 [01:28<00:22, 14.08it/s]
 80%|███████▉  | 1250/1563 [01:29<00:22, 14.07it/s]
 80%|████████  | 1252/1563 [01:29<00:22, 14.10it/s]
 80%|████████  | 1254/1563 [01:29<00:21, 14.14it/s]
 80%|████████  | 1256/1563 [01:29<00:21, 14.12it/s]
 80%|████████  | 1258/1563 [01:29<00:21, 14.05it/s]
 81%|████████  | 1260/1563 [01:29<00:21, 14.08it/s]
 81%|████████  | 1262/1563 [01:29<00:21, 14.10it/s]
 81%|████████  | 1264/1563 [01:30<00:21, 14.07it/s]
 81%|████████  | 1266/1563 [01:30<00:21, 14.07it/s]
 81%|████████  | 1268/1563 [01:30<00:20, 14.11it/s]
 81%|████████▏ | 1270/1563 [01:30<00:20, 14.08it/s]
 81%|████████▏ | 1272/1563 [01:30<00:20, 14.06it/s]
 82%|████████▏ | 1274/1563 [01:30<00:20, 14.04it/s]
 82%|████████▏ | 1276/1563 [01:30<00:20, 14.02it/s]
 82%|████████▏ | 1278/1563 [01:31<00:20, 14.08it/s]
 82%|████████▏ | 1280/1563 [01:31<00:20, 14.04it/s]
 82%|████████▏ | 1282/1563 [01:31<00:19, 14.08it/s]
 82%|████████▏ | 1284/1563 [01:31<00:19, 14.08it/s]
 82%|████████▏ | 1286/1563 [01:31<00:19, 14.14it/s]
 82%|████████▏ | 1288/1563 [01:31<00:19, 14.08it/s]
 83%|████████▎ | 1290/1563 [01:31<00:19, 14.11it/s]
 83%|████████▎ | 1292/1563 [01:31<00:19, 14.10it/s]
 83%|████████▎ | 1294/1563 [01:32<00:19, 14.07it/s]
 83%|████████▎ | 1296/1563 [01:32<00:18, 14.15it/s]
 83%|████████▎ | 1298/1563 [01:32<00:18, 14.08it/s]
 83%|████████▎ | 1300/1563 [01:32<00:18, 14.08it/s]
 83%|████████▎ | 1302/1563 [01:32<00:18, 14.11it/s]
 83%|████████▎ | 1304/1563 [01:32<00:18, 14.11it/s]
 84%|████████▎ | 1306/1563 [01:32<00:18, 14.10it/s]
 84%|████████▎ | 1308/1563 [01:33<00:18, 14.08it/s]
 84%|████████▍ | 1310/1563 [01:33<00:17, 14.13it/s]
 84%|████████▍ | 1312/1563 [01:33<00:17, 14.15it/s]
 84%|████████▍ | 1314/1563 [01:33<00:17, 14.10it/s]
 84%|████████▍ | 1316/1563 [01:33<00:17, 14.14it/s]
 84%|████████▍ | 1318/1563 [01:33<00:17, 14.10it/s]
 84%|████████▍ | 1320/1563 [01:33<00:17, 14.10it/s]
 85%|████████▍ | 1322/1563 [01:34<00:17, 14.07it/s]
 85%|████████▍ | 1324/1563 [01:34<00:16, 14.13it/s]
 85%|████████▍ | 1326/1563 [01:34<00:16, 14.12it/s]
 85%|████████▍ | 1328/1563 [01:34<00:16, 14.09it/s]
 85%|████████▌ | 1330/1563 [01:34<00:16, 14.07it/s]
 85%|████████▌ | 1332/1563 [01:34<00:16, 14.08it/s]
 85%|████████▌ | 1334/1563 [01:34<00:16, 14.10it/s]
 85%|████████▌ | 1336/1563 [01:35<00:16, 14.15it/s]
 86%|████████▌ | 1338/1563 [01:35<00:15, 14.09it/s]
 86%|████████▌ | 1340/1563 [01:35<00:15, 14.11it/s]
 86%|████████▌ | 1342/1563 [01:35<00:15, 14.13it/s]
 86%|████████▌ | 1344/1563 [01:35<00:15, 14.08it/s]
 86%|████████▌ | 1346/1563 [01:35<00:15, 14.10it/s]
 86%|████████▌ | 1348/1563 [01:35<00:15, 14.12it/s]
 86%|████████▋ | 1350/1563 [01:36<00:15, 14.13it/s]
 87%|████████▋ | 1352/1563 [01:36<00:14, 14.13it/s]
 87%|████████▋ | 1354/1563 [01:36<00:14, 14.03it/s]
 87%|████████▋ | 1356/1563 [01:36<00:14, 14.02it/s]
 87%|████████▋ | 1358/1563 [01:36<00:14, 14.01it/s]
 87%|████████▋ | 1360/1563 [01:36<00:14, 14.04it/s]
 87%|████████▋ | 1362/1563 [01:36<00:14, 14.04it/s]
 87%|████████▋ | 1364/1563 [01:37<00:14, 14.06it/s]
 87%|████████▋ | 1366/1563 [01:37<00:13, 14.11it/s]
 88%|████████▊ | 1368/1563 [01:37<00:13, 14.14it/s]
 88%|████████▊ | 1370/1563 [01:37<00:13, 14.08it/s]
 88%|████████▊ | 1372/1563 [01:37<00:13, 14.09it/s]
 88%|████████▊ | 1374/1563 [01:37<00:13, 14.11it/s]
 88%|████████▊ | 1376/1563 [01:37<00:13, 14.11it/s]
 88%|████████▊ | 1378/1563 [01:38<00:13, 14.11it/s]
 88%|████████▊ | 1380/1563 [01:38<00:12, 14.11it/s]
 88%|████████▊ | 1382/1563 [01:38<00:12, 14.10it/s]
 89%|████████▊ | 1384/1563 [01:38<00:12, 14.13it/s]
 89%|████████▊ | 1386/1563 [01:38<00:12, 14.08it/s]
 89%|████████▉ | 1388/1563 [01:38<00:12, 14.06it/s]
 89%|████████▉ | 1390/1563 [01:38<00:12, 14.06it/s]
 89%|████████▉ | 1392/1563 [01:39<00:12, 14.12it/s]
 89%|████████▉ | 1394/1563 [01:39<00:11, 14.14it/s]
 89%|████████▉ | 1396/1563 [01:39<00:11, 14.13it/s]
 89%|████████▉ | 1398/1563 [01:39<00:11, 14.14it/s]
 90%|████████▉ | 1400/1563 [01:39<00:11, 14.07it/s]
 90%|████████▉ | 1402/1563 [01:39<00:11, 14.07it/s]
 90%|████████▉ | 1404/1563 [01:39<00:11, 14.09it/s]
 90%|████████▉ | 1406/1563 [01:40<00:11, 14.08it/s]
 90%|█████████ | 1408/1563 [01:40<00:10, 14.12it/s]
 90%|█████████ | 1410/1563 [01:40<00:10, 14.10it/s]
 90%|█████████ | 1412/1563 [01:40<00:10, 14.12it/s]
 90%|█████████ | 1414/1563 [01:40<00:10, 14.10it/s]
 91%|█████████ | 1416/1563 [01:40<00:10, 14.14it/s]
 91%|█████████ | 1418/1563 [01:40<00:10, 14.06it/s]
 91%|█████████ | 1420/1563 [01:41<00:10, 14.11it/s]
 91%|█████████ | 1422/1563 [01:41<00:10, 14.09it/s]
 91%|█████████ | 1424/1563 [01:41<00:09, 14.14it/s]
 91%|█████████ | 1426/1563 [01:41<00:09, 14.13it/s]
 91%|█████████▏| 1428/1563 [01:41<00:09, 14.18it/s]
 91%|█████████▏| 1430/1563 [01:41<00:09, 14.14it/s]
 92%|█████████▏| 1432/1563 [01:41<00:09, 14.21it/s]
 92%|█████████▏| 1434/1563 [01:42<00:09, 14.01it/s]
 92%|█████████▏| 1436/1563 [01:42<00:09, 14.02it/s]
 92%|█████████▏| 1438/1563 [01:42<00:08, 14.03it/s]
 92%|█████████▏| 1440/1563 [01:42<00:08, 14.09it/s]
 92%|█████████▏| 1442/1563 [01:42<00:08, 14.07it/s]
 92%|█████████▏| 1444/1563 [01:42<00:08, 14.05it/s]
 93%|█████████▎| 1446/1563 [01:42<00:08, 14.05it/s]
 93%|█████████▎| 1448/1563 [01:43<00:08, 14.07it/s]
 93%|█████████▎| 1450/1563 [01:43<00:08, 14.11it/s]
 93%|█████████▎| 1452/1563 [01:43<00:07, 14.10it/s]
 93%|█████████▎| 1454/1563 [01:43<00:07, 14.14it/s]
 93%|█████████▎| 1456/1563 [01:43<00:07, 14.09it/s]
 93%|█████████▎| 1458/1563 [01:43<00:07, 14.14it/s]
 93%|█████████▎| 1460/1563 [01:43<00:07, 14.14it/s]
 94%|█████████▎| 1462/1563 [01:44<00:07, 14.15it/s]
 94%|█████████▎| 1464/1563 [01:44<00:06, 14.16it/s]
 94%|█████████▍| 1466/1563 [01:44<00:06, 14.15it/s]
 94%|█████████▍| 1468/1563 [01:44<00:06, 14.08it/s]
 94%|█████████▍| 1470/1563 [01:44<00:06, 14.11it/s]
 94%|█████████▍| 1472/1563 [01:44<00:06, 14.14it/s]
 94%|█████████▍| 1474/1563 [01:44<00:06, 14.14it/s]
 94%|█████████▍| 1476/1563 [01:45<00:06, 14.13it/s]
 95%|█████████▍| 1478/1563 [01:45<00:06, 14.13it/s]
 95%|█████████▍| 1480/1563 [01:45<00:05, 14.15it/s]
 95%|█████████▍| 1482/1563 [01:45<00:05, 14.15it/s]
 95%|█████████▍| 1484/1563 [01:45<00:05, 14.10it/s]
 95%|█████████▌| 1486/1563 [01:45<00:05, 14.12it/s]
 95%|█████████▌| 1488/1563 [01:45<00:05, 14.10it/s]
 95%|█████████▌| 1490/1563 [01:46<00:05, 14.13it/s]
 95%|█████████▌| 1492/1563 [01:46<00:05, 14.11it/s]
 96%|█████████▌| 1494/1563 [01:46<00:04, 14.16it/s]
 96%|█████████▌| 1496/1563 [01:46<00:04, 14.13it/s]
 96%|█████████▌| 1498/1563 [01:46<00:04, 14.10it/s]
 96%|█████████▌| 1500/1563 [01:46<00:04, 14.11it/s]
 96%|█████████▌| 1502/1563 [01:46<00:04, 14.11it/s]
 96%|█████████▌| 1504/1563 [01:47<00:04, 14.09it/s]
 96%|█████████▋| 1506/1563 [01:47<00:04, 14.07it/s]
 96%|█████████▋| 1508/1563 [01:47<00:03, 14.13it/s]
 97%|█████████▋| 1510/1563 [01:47<00:03, 14.07it/s]
 97%|█████████▋| 1512/1563 [01:47<00:03, 14.11it/s]
 97%|█████████▋| 1514/1563 [01:47<00:03, 14.03it/s]
 97%|█████████▋| 1516/1563 [01:47<00:03, 14.04it/s]
 97%|█████████▋| 1518/1563 [01:48<00:03, 14.10it/s]
 97%|█████████▋| 1520/1563 [01:48<00:03, 14.09it/s]
 97%|█████████▋| 1522/1563 [01:48<00:02, 14.05it/s]
 98%|█████████▊| 1524/1563 [01:48<00:02, 14.13it/s]
 98%|█████████▊| 1526/1563 [01:48<00:02, 14.18it/s]
 98%|█████████▊| 1528/1563 [01:48<00:02, 14.12it/s]
 98%|█████████▊| 1530/1563 [01:48<00:02, 14.20it/s]
 98%|█████████▊| 1532/1563 [01:49<00:02, 14.16it/s]
 98%|█████████▊| 1534/1563 [01:49<00:02, 14.22it/s]
 98%|█████████▊| 1536/1563 [01:49<00:01, 14.16it/s]
 98%|█████████▊| 1538/1563 [01:49<00:01, 14.13it/s]
 99%|█████████▊| 1540/1563 [01:49<00:01, 14.13it/s]
 99%|█████████▊| 1542/1563 [01:49<00:01, 14.16it/s]
 99%|█████████▉| 1544/1563 [01:49<00:01, 14.17it/s]
 99%|█████████▉| 1546/1563 [01:50<00:01, 14.08it/s]
 99%|█████████▉| 1548/1563 [01:50<00:01, 14.11it/s]
 99%|█████████▉| 1550/1563 [01:50<00:00, 14.05it/s]
 99%|█████████▉| 1552/1563 [01:50<00:00, 14.05it/s]
 99%|█████████▉| 1554/1563 [01:50<00:00, 14.10it/s]
100%|█████████▉| 1556/1563 [01:50<00:00, 14.08it/s]
100%|█████████▉| 1558/1563 [01:50<00:00, 14.12it/s]
100%|█████████▉| 1560/1563 [01:50<00:00, 14.09it/s]
100%|█████████▉| 1562/1563 [01:51<00:00, 14.08it/s]
100%|██████████| 1563/1563 [01:51<00:00, 14.06it/s]

  0%|          | 0/157 [00:00<?, ?it/s]
  2%|▏         | 3/157 [00:00<00:07, 20.97it/s]
  4%|▍         | 6/157 [00:00<00:07, 21.23it/s]
  6%|▌         | 9/157 [00:00<00:06, 21.41it/s]
  8%|▊         | 12/157 [00:00<00:06, 21.53it/s]
 10%|▉         | 15/157 [00:00<00:06, 21.55it/s]
 11%|█▏        | 18/157 [00:00<00:06, 21.54it/s]
 13%|█▎        | 21/157 [00:00<00:06, 21.49it/s]
 15%|█▌        | 24/157 [00:01<00:06, 21.60it/s]
 17%|█▋        | 27/157 [00:01<00:06, 21.64it/s]
 19%|█▉        | 30/157 [00:01<00:05, 21.29it/s]
 21%|██        | 33/157 [00:01<00:05, 21.09it/s]
 23%|██▎       | 36/157 [00:01<00:05, 21.01it/s]
 25%|██▍       | 39/157 [00:01<00:05, 20.83it/s]
 27%|██▋       | 42/157 [00:01<00:05, 20.82it/s]
 29%|██▊       | 45/157 [00:02<00:05, 20.73it/s]
 31%|███       | 48/157 [00:02<00:05, 20.70it/s]
 32%|███▏      | 51/157 [00:02<00:05, 20.62it/s]
 34%|███▍      | 54/157 [00:02<00:04, 20.64it/s]
 36%|███▋      | 57/157 [00:02<00:04, 20.64it/s]
 38%|███▊      | 60/157 [00:02<00:04, 20.65it/s]
 40%|████      | 63/157 [00:02<00:04, 20.64it/s]
 42%|████▏     | 66/157 [00:03<00:04, 20.61it/s]
 44%|████▍     | 69/157 [00:03<00:04, 20.62it/s]
 46%|████▌     | 72/157 [00:03<00:04, 20.57it/s]
 48%|████▊     | 75/157 [00:03<00:03, 20.55it/s]
 50%|████▉     | 78/157 [00:03<00:03, 20.49it/s]
 52%|█████▏    | 81/157 [00:03<00:03, 20.52it/s]
 54%|█████▎    | 84/157 [00:04<00:03, 20.50it/s]
 55%|█████▌    | 87/157 [00:04<00:03, 20.49it/s]
 57%|█████▋    | 90/157 [00:04<00:03, 20.62it/s]
 59%|█████▉    | 93/157 [00:04<00:03, 20.66it/s]
 61%|██████    | 96/157 [00:04<00:02, 20.62it/s]
 63%|██████▎   | 99/157 [00:04<00:02, 20.57it/s]
 65%|██████▍   | 102/157 [00:04<00:02, 20.53it/s]
 67%|██████▋   | 105/157 [00:05<00:02, 20.52it/s]
 69%|██████▉   | 108/157 [00:05<00:02, 20.47it/s]
 71%|███████   | 111/157 [00:05<00:02, 20.57it/s]
 73%|███████▎  | 114/157 [00:05<00:02, 20.63it/s]
 75%|███████▍  | 117/157 [00:05<00:01, 20.60it/s]
 76%|███████▋  | 120/157 [00:05<00:01, 20.56it/s]
 78%|███████▊  | 123/157 [00:05<00:01, 20.66it/s]
 80%|████████  | 126/157 [00:06<00:01, 20.67it/s]
 82%|████████▏ | 129/157 [00:06<00:01, 20.63it/s]
 84%|████████▍ | 132/157 [00:06<00:01, 20.56it/s]
 86%|████████▌ | 135/157 [00:06<00:01, 20.48it/s]
 88%|████████▊ | 138/157 [00:06<00:00, 20.57it/s]
 90%|████████▉ | 141/157 [00:06<00:00, 20.56it/s]
 92%|█████████▏| 144/157 [00:06<00:00, 20.48it/s]
 94%|█████████▎| 147/157 [00:07<00:00, 20.42it/s]
 96%|█████████▌| 150/157 [00:07<00:00, 20.43it/s]
 97%|█████████▋| 153/157 [00:07<00:00, 20.34it/s]
 99%|█████████▉| 156/157 [00:07<00:00, 20.29it/s]
100%|██████████| 157/157 [00:07<00:00, 20.79it/s]
Epoch: 12 	Training Loss: 0.061162 	Training Accuracy: 0.986540 	Validation Loss: 1.530287 	Validation Accuracy: 0.700500

  0%|          | 0/1563 [00:00<?, ?it/s]
  0%|          | 2/1563 [00:00<02:03, 12.63it/s]
  0%|          | 4/1563 [00:00<02:00, 12.96it/s]
  0%|          | 6/1563 [00:00<01:58, 13.09it/s]
  1%|          | 8/1563 [00:00<01:56, 13.35it/s]
  1%|          | 10/1563 [00:00<01:54, 13.62it/s]
  1%|          | 12/1563 [00:00<01:52, 13.78it/s]
  1%|          | 14/1563 [00:01<01:51, 13.86it/s]
  1%|          | 16/1563 [00:01<01:50, 13.96it/s]
  1%|          | 18/1563 [00:01<01:50, 14.01it/s]
  1%|▏         | 20/1563 [00:01<01:49, 14.06it/s]
  1%|▏         | 22/1563 [00:01<01:49, 14.08it/s]
  2%|▏         | 24/1563 [00:01<01:48, 14.16it/s]slurmstepd: error: *** JOB 891545 ON gnode071 CANCELLED AT 2023-04-30T17:35:04 ***