adirik/imagedream 🔢🖼️📝✓ → 🖼️

▶️ 1.5K runs 📅 Jan 2024 ⚙️ Cog 0.9.0-beta10 🔗 GitHub 📄 Paper ⚖️ License

image-to-3d

About

Image-Prompt Multi-view Diffusion for 3D Generation

Example Output

Prompt:

"Corgi riding a rocket"

Output

Performance Metrics

5319.48s Prediction Time

5495.00s Total Time

All Input Parameters

{
  "image": "https://replicate.delivery/pbxt/KDJ1IvEVtz6KoW55DDKYEpudNOx9lUW3SeQL94MF1Tsmso71/corgi.png",
  "prompt": "Corgi riding a rocket",
  "shading": true,
  "num_steps": 12500,
  "guidance_scale": 5,
  "negative_prompt": "ugly, bad anatomy, blurry, pixelated obscure, unnatural colors, poor lighting, dull, and unclear, cropped, lowres, low quality, artifacts, duplicate, morbid, mutilated, poorly drawn face, deformed, dehydrated, bad proportions"
}

Input Parameters

seed Type: integer: The seed to use for the generation. If not specified, a random value will be used.
image (required) Type: string: Image to generate a 3D object from.
prompt (required) Type: string: Prompt to generate a 3D object.
shading Type: booleanDefault: false: Whether to use shading in the generated 3D object. ~40% slower but higher quality with shading.
num_steps Type: integerDefault: 12500Range: 5000 - 15000: Number of iterations to run the model for.
guidance_scale Type: numberDefault: 5Range: 1 - 50: The scale of the guidance loss. Higher values will result in more accurate meshes but may also result in artifacts.
negative_prompt Type: stringDefault: ugly, bad anatomy, blurry, pixelated obscure, unnatural colors, poor lighting, dull, and unclear, cropped, lowres, low quality, artifacts, duplicate, morbid, mutilated, poorly drawn face, deformed, dehydrated, bad proportions: Prompt for the negative class. If not specified, a random prompt will be used.

Output Schema

Output

Type: string • Format: uri

Example Execution Logs

Seed set to 106824398
[INFO] background removal...
Downloading data from 'https://github.com/danielgatis/rembg/releases/download/v0.0.0/u2net.onnx' to file '/root/.u2net/u2net.onnx'.
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0%|                                               | 0.00/176M [00:00<?, ?B/s]
100%|███████████████████████████████████████| 176M/176M [00:00<00:00, 1.34TB/s]
2024-01-12 13:57:54.752501393 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 707, index: 0, mask: {48, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.752506783 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 708, index: 1, mask: {1, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.752540833 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 709, index: 2, mask: {49, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.752568743 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 710, index: 3, mask: {2, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.752607763 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 711, index: 4, mask: {50, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.752667772 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 712, index: 5, mask: {3, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.752692843 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 713, index: 6, mask: {51, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.752724172 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 714, index: 7, mask: {4, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.752774972 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 715, index: 8, mask: {52, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767455938 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 754, index: 47, mask: {24, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767589108 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 787, index: 80, mask: {88, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767599838 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 783, index: 76, mask: {86, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.771200842 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 755, index: 48, mask: {72, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.775192426 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 788, index: 81, mask: {41, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.775192766 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 756, index: 49, mask: {25, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.775206675 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 789, index: 82, mask: {89, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.775219495 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 801, index: 94, mask: {95, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.776547224 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 727, index: 20, mask: {58, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.776558893 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 716, index: 9, mask: {5, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.776599383 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 725, index: 18, mask: {57, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.776663003 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 734, index: 27, mask: {14, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767383888 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 741, index: 34, mask: {65, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767320088 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 730, index: 23, mask: {12, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767523828 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 774, index: 67, mask: {34, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767545478 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 775, index: 68, mask: {82, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767364808 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 743, index: 36, mask: {66, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767581478 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 782, index: 75, mask: {38, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767443518 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 759, index: 52, mask: {74, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767507988 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 767, index: 60, mask: {78, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767493638 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 765, index: 58, mask: {77, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767514598 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 772, index: 65, mask: {33, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767533168 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 773, index: 66, mask: {81, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767557528 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 785, index: 78, mask: {87, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.767573898 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 786, index: 79, mask: {40, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.777673502 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 718, index: 11, mask: {6, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.777680122 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 722, index: 15, mask: {8, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.777725342 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 739, index: 32, mask: {64, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779190319 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 735, index: 28, mask: {62, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779191069 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 742, index: 35, mask: {18, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.777745322 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 740, index: 33, mask: {17, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.783260163 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 747, index: 40, mask: {68, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.787192756 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 719, index: 12, mask: {54, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.777735712 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 732, index: 25, mask: {13, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.783268703 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 758, index: 51, mask: {26, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.787198346 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 744, index: 37, mask: {19, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779203939 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 736, index: 29, mask: {15, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779219529 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 768, index: 61, mask: {31, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.777755931 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 733, index: 26, mask: {61, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.777712372 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 731, index: 24, mask: {60, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.777765731 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 746, index: 39, mask: {20, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779214529 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 737, index: 30, mask: {63, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.787209776 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 751, index: 44, mask: {70, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.777686732 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 724, index: 17, mask: {9, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779231369 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 769, index: 62, mask: {79, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779201779 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 745, index: 38, mask: {67, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.787220856 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 752, index: 45, mask: {23, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.787191236 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 760, index: 53, mask: {27, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779224339 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 738, index: 31, mask: {16, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.787233366 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 757, index: 50, mask: {73, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.783255363 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 721, index: 14, mask: {55, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.787203506 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 766, index: 59, mask: {30, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779245819 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 749, index: 42, mask: {69, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.819197344 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 771, index: 64, mask: {80, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.791187920 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 779, index: 72, mask: {84, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779273719 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 777, index: 70, mask: {83, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779270119 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 753, index: 46, mask: {71, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779258369 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 750, index: 43, mask: {22, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.791196100 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 780, index: 73, mask: {37, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779280409 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 762, index: 55, mask: {28, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.827180962 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 778, index: 71, mask: {36, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.787204396 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 720, index: 13, mask: {7, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.783269623 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 729, index: 22, mask: {59, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779291899 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 763, index: 56, mask: {76, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.787245926 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 761, index: 54, mask: {75, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.787215546 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 723, index: 16, mask: {56, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.791203140 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 781, index: 74, mask: {85, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.783263093 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 728, index: 21, mask: {11, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.835184378 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 800, index: 93, mask: {47, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.783268153 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 776, index: 69, mask: {35, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779301599 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 764, index: 57, mask: {29, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.791211030 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 784, index: 77, mask: {39, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.843190505 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 726, index: 19, mask: {10, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779233759 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 748, index: 41, mask: {21, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.779243829 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 770, index: 63, mask: {32, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
2024-01-12 13:57:54.787193386 [E:onnxruntime:Default, env.cc:254 ThreadMain] pthread_setaffinity_np failed for thread: 717, index: 10, mask: {53, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.
Loading Multiview Diffusion ...
Initializing Latent Diffusion Interface
time steps:  1000
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.
making attention of type 'vanilla-xformers' with 512 in_channels
building MemoryEfficientAttnBlock with 512 in_channels...
Working with z of shape (1, 4, 32, 32) = 4096 dimensions.
making attention of type 'vanilla-xformers' with 512 in_channels
building MemoryEfficientAttnBlock with 512 in_channels...
Loaded Multiview Diffusion!
Using prompt [Corgi riding a rocket] and negative prompt [ugly, bad anatomy, blurry, pixelated obscure, unnatural colors, poor lighting, dull, and unclear, cropped, lowres, low quality, artifacts, duplicate, morbid, mutilated, poorly drawn face, deformed, dehydrated, bad proportions]
Using view-dependent prompts [side]:[Corgi riding a rocket, side view] [front]:[Corgi riding a rocket, front view] [back]:[Corgi riding a rocket, back view] [overhead]:[Corgi riding a rocket, overhead view]
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/controlnet_aux/segment_anything/modeling/tiny_vit_sam.py:654: UserWarning: Overwriting tiny_vit_5m_224 in registry with controlnet_aux.segment_anything.modeling.tiny_vit_sam.tiny_vit_5m_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
return register_model(fn_wrapper)
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/controlnet_aux/segment_anything/modeling/tiny_vit_sam.py:654: UserWarning: Overwriting tiny_vit_11m_224 in registry with controlnet_aux.segment_anything.modeling.tiny_vit_sam.tiny_vit_11m_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
return register_model(fn_wrapper)
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/controlnet_aux/segment_anything/modeling/tiny_vit_sam.py:654: UserWarning: Overwriting tiny_vit_21m_224 in registry with controlnet_aux.segment_anything.modeling.tiny_vit_sam.tiny_vit_21m_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
return register_model(fn_wrapper)
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/controlnet_aux/segment_anything/modeling/tiny_vit_sam.py:654: UserWarning: Overwriting tiny_vit_21m_384 in registry with controlnet_aux.segment_anything.modeling.tiny_vit_sam.tiny_vit_21m_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
return register_model(fn_wrapper)
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/controlnet_aux/segment_anything/modeling/tiny_vit_sam.py:654: UserWarning: Overwriting tiny_vit_21m_512 in registry with controlnet_aux.segment_anything.modeling.tiny_vit_sam.tiny_vit_21m_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
return register_model(fn_wrapper)
Using 16bit Automatic Mixed Precision (AMP)
GPU available: True (cuda), used: True
TPU available: False, using: 0 TPU cores
IPU available: False, using: 0 IPUs
HPU available: False, using: 0 HPUs
You are using a CUDA device ('NVIDIA A40') that has Tensor Cores. To properly utilize them, you should set `torch.set_float32_matmul_precision('medium' | 'high')` which will trade-off precision for performance. For more details, read https://pytorch.org/docs/stable/generated/torch.set_float32_matmul_precision.html#torch.set_float32_matmul_precision
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
| Name       | Type                           | Params
--------------------------------------------------------------
0 | geometry   | ImplicitVolume                 | 12.6 M
1 | material   | DiffuseWithPointLightMaterial  | 0
2 | background | NeuralEnvironmentMapBackground | 448
3 | renderer   | NeRFVolumeRenderer             | 0
4 | guidance   | MultiviewDiffusionGuidance     | 2.0 B
--------------------------------------------------------------
12.6 M    Trainable params
2.0 B     Non-trainable params
2.0 B     Total params
8,096.164 Total estimated model params size (MB)
Validation results will be saved to /tmp/outputs/imagedream-sd21-shading/Corgi_riding_a_rocket@20240112-135759/save
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:441: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=9` in the `DataLoader` to improve performance.
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:441: The 'val_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=9` in the `DataLoader` to improve performance.
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Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:02,  1.45it/s][A
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Validation DataLoader 0: 100%|██████████| 4/4 [00:02<00:00,  1.42it/s][A
[A
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Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:02,  1.30it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:01<00:01,  1.24it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:02<00:00,  1.26it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:03<00:00,  1.25it/s][A
[A
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Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:02,  1.50it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:01<00:01,  1.43it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:02<00:00,  1.45it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:02<00:00,  1.43it/s][A
[A
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Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:01,  1.77it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:01<00:01,  1.70it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:01<00:00,  1.72it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:02<00:00,  1.69it/s][A
[A
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Epoch 0: |          | 1000/? [10:02<00:00,  1.66it/s]
Epoch 0: |          | 1000/? [10:02<00:00,  1.66it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:01,  2.18it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  2.10it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:01<00:00,  2.11it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  2.08it/s][A
[A
Epoch 0: |          | 1000/? [10:04<00:00,  1.65it/s]
Epoch 0: |          | 1001/? [10:04<00:00,  1.66it/s]
Epoch 0: |          | 1001/? [10:04<00:00,  1.66it/s]
Epoch 0: |          | 1002/? [10:05<00:00,  1.66it/s]
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Epoch 0: |          | 1003/? [10:05<00:00,  1.66it/s]
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Epoch 0: |          | 1024/? [10:16<00:00,  1.66it/s]
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Epoch 0: |          | 1070/? [10:39<00:00,  1.67it/s]
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Epoch 0: |          | 1100/? [10:54<00:00,  1.68it/s]
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Epoch 0: |          | 1102/? [10:55<00:00,  1.68it/s]
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Epoch 0: |          | 1103/? [10:56<00:00,  1.68it/s]
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Epoch 0: |          | 1104/? [10:56<00:00,  1.68it/s]
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Epoch 0: |          | 1105/? [10:57<00:00,  1.68it/s]
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Epoch 0: |          | 1106/? [10:57<00:00,  1.68it/s]
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Epoch 0: |          | 1107/? [10:58<00:00,  1.68it/s]
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Epoch 0: |          | 1111/? [11:00<00:00,  1.68it/s]
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Epoch 0: |          | 1112/? [11:00<00:00,  1.68it/s]
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Epoch 0: |          | 1113/? [11:01<00:00,  1.68it/s]
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Epoch 0: |          | 1114/? [11:02<00:00,  1.68it/s]
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Epoch 0: |          | 1115/? [11:02<00:00,  1.68it/s]
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Epoch 0: |          | 1116/? [11:03<00:00,  1.68it/s]
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Epoch 0: |          | 1117/? [11:03<00:00,  1.68it/s]
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Epoch 0: |          | 1118/? [11:04<00:00,  1.68it/s]
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Epoch 0: |          | 1119/? [11:04<00:00,  1.68it/s]
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Epoch 0: |          | 1120/? [11:05<00:00,  1.68it/s]
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Epoch 0: |          | 1121/? [11:05<00:00,  1.68it/s]
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Epoch 0: |          | 1122/? [11:06<00:00,  1.68it/s]
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Epoch 0: |          | 1123/? [11:06<00:00,  1.68it/s]
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Epoch 0: |          | 1124/? [11:07<00:00,  1.68it/s]
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Epoch 0: |          | 1125/? [11:07<00:00,  1.69it/s]
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Epoch 0: |          | 1126/? [11:08<00:00,  1.69it/s]
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Epoch 0: |          | 1127/? [11:08<00:00,  1.69it/s]
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Epoch 0: |          | 1128/? [11:09<00:00,  1.69it/s]
Epoch 0: |          | 1128/? [11:09<00:00,  1.69it/s]
Epoch 0: |          | 1129/? [11:09<00:00,  1.69it/s]
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Epoch 0: |          | 1130/? [11:10<00:00,  1.69it/s]
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Epoch 0: |          | 1131/? [11:10<00:00,  1.69it/s]
Epoch 0: |          | 1131/? [11:10<00:00,  1.69it/s]
Epoch 0: |          | 1132/? [11:11<00:00,  1.69it/s]
Epoch 0: |          | 1132/? [11:11<00:00,  1.69it/s]
Epoch 0: |          | 1133/? [11:11<00:00,  1.69it/s]
Epoch 0: |          | 1133/? [11:11<00:00,  1.69it/s]
Epoch 0: |          | 1134/? [11:12<00:00,  1.69it/s]
Epoch 0: |          | 1134/? [11:12<00:00,  1.69it/s]
Epoch 0: |          | 1135/? [11:12<00:00,  1.69it/s]
Epoch 0: |          | 1135/? [11:12<00:00,  1.69it/s]
Epoch 0: |          | 1136/? [11:13<00:00,  1.69it/s]
Epoch 0: |          | 1136/? [11:13<00:00,  1.69it/s]
Epoch 0: |          | 1137/? [11:13<00:00,  1.69it/s]
Epoch 0: |          | 1137/? [11:13<00:00,  1.69it/s]
Epoch 0: |          | 1138/? [11:14<00:00,  1.69it/s]
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Epoch 0: |          | 1139/? [11:14<00:00,  1.69it/s]
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Epoch 0: |          | 1140/? [11:14<00:00,  1.69it/s]
Epoch 0: |          | 1140/? [11:14<00:00,  1.69it/s]
Epoch 0: |          | 1141/? [11:15<00:00,  1.69it/s]
Epoch 0: |          | 1141/? [11:15<00:00,  1.69it/s]
Epoch 0: |          | 1142/? [11:15<00:00,  1.69it/s]
Epoch 0: |          | 1142/? [11:15<00:00,  1.69it/s]
Epoch 0: |          | 1143/? [11:16<00:00,  1.69it/s]
Epoch 0: |          | 1143/? [11:16<00:00,  1.69it/s]
Epoch 0: |          | 1144/? [11:16<00:00,  1.69it/s]
Epoch 0: |          | 1144/? [11:16<00:00,  1.69it/s]
Epoch 0: |          | 1145/? [11:17<00:00,  1.69it/s]
Epoch 0: |          | 1145/? [11:17<00:00,  1.69it/s]
Epoch 0: |          | 1146/? [11:17<00:00,  1.69it/s]
Epoch 0: |          | 1146/? [11:17<00:00,  1.69it/s]
Epoch 0: |          | 1147/? [11:18<00:00,  1.69it/s]
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Epoch 0: |          | 1148/? [11:18<00:00,  1.69it/s]
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Epoch 0: |          | 1149/? [11:19<00:00,  1.69it/s]
Epoch 0: |          | 1149/? [11:19<00:00,  1.69it/s]
Epoch 0: |          | 1150/? [11:19<00:00,  1.69it/s]
Epoch 0: |          | 1150/? [11:19<00:00,  1.69it/s]
Epoch 0: |          | 1151/? [11:20<00:00,  1.69it/s]
Epoch 0: |          | 1151/? [11:20<00:00,  1.69it/s]
Epoch 0: |          | 1152/? [11:20<00:00,  1.69it/s]
Epoch 0: |          | 1152/? [11:20<00:00,  1.69it/s]
Epoch 0: |          | 1153/? [11:21<00:00,  1.69it/s]
Epoch 0: |          | 1153/? [11:21<00:00,  1.69it/s]
Epoch 0: |          | 1154/? [11:21<00:00,  1.69it/s]
Epoch 0: |          | 1154/? [11:21<00:00,  1.69it/s]
Epoch 0: |          | 1155/? [11:22<00:00,  1.69it/s]
Epoch 0: |          | 1155/? [11:22<00:00,  1.69it/s]
Epoch 0: |          | 1156/? [11:22<00:00,  1.69it/s]
Epoch 0: |          | 1156/? [11:22<00:00,  1.69it/s]
Epoch 0: |          | 1157/? [11:23<00:00,  1.69it/s]
Epoch 0: |          | 1157/? [11:23<00:00,  1.69it/s]
Epoch 0: |          | 1158/? [11:23<00:00,  1.69it/s]
Epoch 0: |          | 1158/? [11:23<00:00,  1.69it/s]
Epoch 0: |          | 1159/? [11:24<00:00,  1.69it/s]
Epoch 0: |          | 1159/? [11:24<00:00,  1.69it/s]
Epoch 0: |          | 1160/? [11:24<00:00,  1.69it/s]
Epoch 0: |          | 1160/? [11:24<00:00,  1.69it/s]
Epoch 0: |          | 1161/? [11:25<00:00,  1.69it/s]
Epoch 0: |          | 1161/? [11:25<00:00,  1.69it/s]
Epoch 0: |          | 1162/? [11:25<00:00,  1.69it/s]
Epoch 0: |          | 1162/? [11:25<00:00,  1.69it/s]
Epoch 0: |          | 1163/? [11:26<00:00,  1.69it/s]
Epoch 0: |          | 1163/? [11:26<00:00,  1.69it/s]
Epoch 0: |          | 1164/? [11:26<00:00,  1.69it/s]
Epoch 0: |          | 1164/? [11:26<00:00,  1.69it/s]
Epoch 0: |          | 1165/? [11:27<00:00,  1.69it/s]
Epoch 0: |          | 1165/? [11:27<00:00,  1.69it/s]
Epoch 0: |          | 1166/? [11:27<00:00,  1.70it/s]
Epoch 0: |          | 1166/? [11:27<00:00,  1.70it/s]
Epoch 0: |          | 1167/? [11:28<00:00,  1.70it/s]
Epoch 0: |          | 1167/? [11:28<00:00,  1.70it/s]
Epoch 0: |          | 1168/? [11:28<00:00,  1.70it/s]
Epoch 0: |          | 1168/? [11:28<00:00,  1.70it/s]
Epoch 0: |          | 1169/? [11:29<00:00,  1.70it/s]
Epoch 0: |          | 1169/? [11:29<00:00,  1.70it/s]
Epoch 0: |          | 1170/? [11:29<00:00,  1.70it/s]
Epoch 0: |          | 1170/? [11:29<00:00,  1.70it/s]
Epoch 0: |          | 1171/? [11:30<00:00,  1.70it/s]
Epoch 0: |          | 1171/? [11:30<00:00,  1.70it/s]
Epoch 0: |          | 1172/? [11:30<00:00,  1.70it/s]
Epoch 0: |          | 1172/? [11:30<00:00,  1.70it/s]
Epoch 0: |          | 1173/? [11:31<00:00,  1.70it/s]
Epoch 0: |          | 1173/? [11:31<00:00,  1.70it/s]
Epoch 0: |          | 1174/? [11:31<00:00,  1.70it/s]
Epoch 0: |          | 1174/? [11:31<00:00,  1.70it/s]
Epoch 0: |          | 1175/? [11:32<00:00,  1.70it/s]
Epoch 0: |          | 1175/? [11:32<00:00,  1.70it/s]
Epoch 0: |          | 1176/? [11:32<00:00,  1.70it/s]
Epoch 0: |          | 1176/? [11:32<00:00,  1.70it/s]
Epoch 0: |          | 1177/? [11:33<00:00,  1.70it/s]
Epoch 0: |          | 1177/? [11:33<00:00,  1.70it/s]
Epoch 0: |          | 1178/? [11:33<00:00,  1.70it/s]
Epoch 0: |          | 1178/? [11:33<00:00,  1.70it/s]
Epoch 0: |          | 1179/? [11:34<00:00,  1.70it/s]
Epoch 0: |          | 1179/? [11:34<00:00,  1.70it/s]
Epoch 0: |          | 1180/? [11:34<00:00,  1.70it/s]
Epoch 0: |          | 1180/? [11:34<00:00,  1.70it/s]
Epoch 0: |          | 1181/? [11:35<00:00,  1.70it/s]
Epoch 0: |          | 1181/? [11:35<00:00,  1.70it/s]
Epoch 0: |          | 1182/? [11:35<00:00,  1.70it/s]
Epoch 0: |          | 1182/? [11:35<00:00,  1.70it/s]
Epoch 0: |          | 1183/? [11:36<00:00,  1.70it/s]
Epoch 0: |          | 1183/? [11:36<00:00,  1.70it/s]
Epoch 0: |          | 1184/? [11:36<00:00,  1.70it/s]
Epoch 0: |          | 1184/? [11:36<00:00,  1.70it/s]
Epoch 0: |          | 1185/? [11:37<00:00,  1.70it/s]
Epoch 0: |          | 1185/? [11:37<00:00,  1.70it/s]
Epoch 0: |          | 1186/? [11:37<00:00,  1.70it/s]
Epoch 0: |          | 1186/? [11:37<00:00,  1.70it/s]
Epoch 0: |          | 1187/? [11:37<00:00,  1.70it/s]
Epoch 0: |          | 1187/? [11:37<00:00,  1.70it/s]
Epoch 0: |          | 1188/? [11:38<00:00,  1.70it/s]
Epoch 0: |          | 1188/? [11:38<00:00,  1.70it/s]
Epoch 0: |          | 1189/? [11:38<00:00,  1.70it/s]
Epoch 0: |          | 1189/? [11:38<00:00,  1.70it/s]
Epoch 0: |          | 1190/? [11:39<00:00,  1.70it/s]
Epoch 0: |          | 1190/? [11:39<00:00,  1.70it/s]
Epoch 0: |          | 1191/? [11:39<00:00,  1.70it/s]
Epoch 0: |          | 1191/? [11:39<00:00,  1.70it/s]
Epoch 0: |          | 1192/? [11:40<00:00,  1.70it/s]
Epoch 0: |          | 1192/? [11:40<00:00,  1.70it/s]
Epoch 0: |          | 1193/? [11:40<00:00,  1.70it/s]
Epoch 0: |          | 1193/? [11:40<00:00,  1.70it/s]
Epoch 0: |          | 1194/? [11:41<00:00,  1.70it/s]
Epoch 0: |          | 1194/? [11:41<00:00,  1.70it/s]
Epoch 0: |          | 1195/? [11:41<00:00,  1.70it/s]
Epoch 0: |          | 1195/? [11:41<00:00,  1.70it/s]
Epoch 0: |          | 1196/? [11:42<00:00,  1.70it/s]
Epoch 0: |          | 1196/? [11:42<00:00,  1.70it/s]
Epoch 0: |          | 1197/? [11:42<00:00,  1.70it/s]
Epoch 0: |          | 1197/? [11:42<00:00,  1.70it/s]
Epoch 0: |          | 1198/? [11:43<00:00,  1.70it/s]
Epoch 0: |          | 1198/? [11:43<00:00,  1.70it/s]
Epoch 0: |          | 1199/? [11:43<00:00,  1.70it/s]
Epoch 0: |          | 1199/? [11:43<00:00,  1.70it/s]
Epoch 0: |          | 1200/? [11:44<00:00,  1.70it/s]
Epoch 0: |          | 1200/? [11:44<00:00,  1.70it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:01,  2.50it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  2.38it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:01<00:00,  2.40it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  2.34it/s][A
[A
Epoch 0: |          | 1200/? [11:45<00:00,  1.70it/s]
Epoch 0: |          | 1201/? [11:46<00:00,  1.70it/s]
Epoch 0: |          | 1201/? [11:46<00:00,  1.70it/s]
Epoch 0: |          | 1202/? [11:46<00:00,  1.70it/s]
Epoch 0: |          | 1202/? [11:46<00:00,  1.70it/s]
Epoch 0: |          | 1203/? [11:47<00:00,  1.70it/s]
Epoch 0: |          | 1203/? [11:47<00:00,  1.70it/s]
Epoch 0: |          | 1204/? [11:47<00:00,  1.70it/s]
Epoch 0: |          | 1204/? [11:47<00:00,  1.70it/s]
Epoch 0: |          | 1205/? [11:48<00:00,  1.70it/s]
Epoch 0: |          | 1205/? [11:48<00:00,  1.70it/s]
Epoch 0: |          | 1206/? [11:48<00:00,  1.70it/s]
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Epoch 0: |          | 1227/? [11:58<00:00,  1.71it/s]
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Epoch 0: |          | 1228/? [11:59<00:00,  1.71it/s]
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Epoch 0: |          | 1229/? [11:59<00:00,  1.71it/s]
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Epoch 0: |          | 1232/? [12:01<00:00,  1.71it/s]
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Epoch 0: |          | 1235/? [12:02<00:00,  1.71it/s]
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Epoch 0: |          | 1250/? [12:09<00:00,  1.71it/s]
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Epoch 0: |          | 1251/? [12:10<00:00,  1.71it/s]
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Epoch 0: |          | 1252/? [12:10<00:00,  1.71it/s]
Epoch 0: |          | 1252/? [12:10<00:00,  1.71it/s]
Epoch 0: |          | 1253/? [12:11<00:00,  1.71it/s]
Epoch 0: |          | 1253/? [12:11<00:00,  1.71it/s]
Epoch 0: |          | 1254/? [12:11<00:00,  1.71it/s]
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Epoch 0: |          | 1255/? [12:12<00:00,  1.71it/s]
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Epoch 0: |          | 1256/? [12:12<00:00,  1.71it/s]
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Epoch 0: |          | 1257/? [12:13<00:00,  1.71it/s]
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Epoch 0: |          | 1258/? [12:13<00:00,  1.71it/s]
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Epoch 0: |          | 1259/? [12:14<00:00,  1.71it/s]
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Epoch 0: |          | 1260/? [12:14<00:00,  1.71it/s]
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Epoch 0: |          | 1261/? [12:15<00:00,  1.72it/s]
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Epoch 0: |          | 1263/? [12:16<00:00,  1.72it/s]
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Epoch 0: |          | 1264/? [12:16<00:00,  1.72it/s]
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Epoch 0: |          | 1266/? [12:17<00:00,  1.72it/s]
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Epoch 0: |          | 1267/? [12:18<00:00,  1.72it/s]
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Epoch 0: |          | 1268/? [12:18<00:00,  1.72it/s]
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Epoch 0: |          | 1269/? [12:19<00:00,  1.72it/s]
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Epoch 0: |          | 1270/? [12:19<00:00,  1.72it/s]
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Epoch 0: |          | 1271/? [12:20<00:00,  1.72it/s]
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Epoch 0: |          | 1272/? [12:20<00:00,  1.72it/s]
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Epoch 0: |          | 1273/? [12:21<00:00,  1.72it/s]
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Epoch 0: |          | 1274/? [12:21<00:00,  1.72it/s]
Epoch 0: |          | 1274/? [12:21<00:00,  1.72it/s]
Epoch 0: |          | 1275/? [12:22<00:00,  1.72it/s]
Epoch 0: |          | 1275/? [12:22<00:00,  1.72it/s]
Epoch 0: |          | 1276/? [12:22<00:00,  1.72it/s]
Epoch 0: |          | 1276/? [12:22<00:00,  1.72it/s]
Epoch 0: |          | 1277/? [12:23<00:00,  1.72it/s]
Epoch 0: |          | 1277/? [12:23<00:00,  1.72it/s]
Epoch 0: |          | 1278/? [12:23<00:00,  1.72it/s]
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Epoch 0: |          | 1279/? [12:24<00:00,  1.72it/s]
Epoch 0: |          | 1279/? [12:24<00:00,  1.72it/s]
Epoch 0: |          | 1280/? [12:24<00:00,  1.72it/s]
Epoch 0: |          | 1280/? [12:24<00:00,  1.72it/s]
Epoch 0: |          | 1281/? [12:25<00:00,  1.72it/s]
Epoch 0: |          | 1281/? [12:25<00:00,  1.72it/s]
Epoch 0: |          | 1282/? [12:25<00:00,  1.72it/s]
Epoch 0: |          | 1282/? [12:25<00:00,  1.72it/s]
Epoch 0: |          | 1283/? [12:26<00:00,  1.72it/s]
Epoch 0: |          | 1283/? [12:26<00:00,  1.72it/s]
Epoch 0: |          | 1284/? [12:26<00:00,  1.72it/s]
Epoch 0: |          | 1284/? [12:26<00:00,  1.72it/s]
Epoch 0: |          | 1285/? [12:27<00:00,  1.72it/s]
Epoch 0: |          | 1285/? [12:27<00:00,  1.72it/s]
Epoch 0: |          | 1286/? [12:27<00:00,  1.72it/s]
Epoch 0: |          | 1286/? [12:27<00:00,  1.72it/s]
Epoch 0: |          | 1287/? [12:28<00:00,  1.72it/s]
Epoch 0: |          | 1287/? [12:28<00:00,  1.72it/s]
Epoch 0: |          | 1288/? [12:28<00:00,  1.72it/s]
Epoch 0: |          | 1288/? [12:28<00:00,  1.72it/s]
Epoch 0: |          | 1289/? [12:29<00:00,  1.72it/s]
Epoch 0: |          | 1289/? [12:29<00:00,  1.72it/s]
Epoch 0: |          | 1290/? [12:29<00:00,  1.72it/s]
Epoch 0: |          | 1290/? [12:29<00:00,  1.72it/s]
Epoch 0: |          | 1291/? [12:30<00:00,  1.72it/s]
Epoch 0: |          | 1291/? [12:30<00:00,  1.72it/s]
Epoch 0: |          | 1292/? [12:30<00:00,  1.72it/s]
Epoch 0: |          | 1292/? [12:30<00:00,  1.72it/s]
Epoch 0: |          | 1293/? [12:31<00:00,  1.72it/s]
Epoch 0: |          | 1293/? [12:31<00:00,  1.72it/s]
Epoch 0: |          | 1294/? [12:31<00:00,  1.72it/s]
Epoch 0: |          | 1294/? [12:31<00:00,  1.72it/s]
Epoch 0: |          | 1295/? [12:32<00:00,  1.72it/s]
Epoch 0: |          | 1295/? [12:32<00:00,  1.72it/s]
Epoch 0: |          | 1296/? [12:32<00:00,  1.72it/s]
Epoch 0: |          | 1296/? [12:32<00:00,  1.72it/s]
Epoch 0: |          | 1297/? [12:33<00:00,  1.72it/s]
Epoch 0: |          | 1297/? [12:33<00:00,  1.72it/s]
Epoch 0: |          | 1298/? [12:33<00:00,  1.72it/s]
Epoch 0: |          | 1298/? [12:33<00:00,  1.72it/s]
Epoch 0: |          | 1299/? [12:34<00:00,  1.72it/s]
Epoch 0: |          | 1299/? [12:34<00:00,  1.72it/s]
Epoch 0: |          | 1300/? [12:34<00:00,  1.72it/s]
Epoch 0: |          | 1300/? [12:34<00:00,  1.72it/s]
Epoch 0: |          | 1301/? [12:35<00:00,  1.72it/s]
Epoch 0: |          | 1301/? [12:35<00:00,  1.72it/s]
Epoch 0: |          | 1302/? [12:35<00:00,  1.72it/s]
Epoch 0: |          | 1302/? [12:35<00:00,  1.72it/s]
Epoch 0: |          | 1303/? [12:36<00:00,  1.72it/s]
Epoch 0: |          | 1303/? [12:36<00:00,  1.72it/s]
Epoch 0: |          | 1304/? [12:36<00:00,  1.72it/s]
Epoch 0: |          | 1304/? [12:36<00:00,  1.72it/s]
Epoch 0: |          | 1305/? [12:37<00:00,  1.72it/s]
Epoch 0: |          | 1305/? [12:37<00:00,  1.72it/s]
Epoch 0: |          | 1306/? [12:37<00:00,  1.72it/s]
Epoch 0: |          | 1306/? [12:37<00:00,  1.72it/s]
Epoch 0: |          | 1307/? [12:38<00:00,  1.72it/s]
Epoch 0: |          | 1307/? [12:38<00:00,  1.72it/s]
Epoch 0: |          | 1308/? [12:38<00:00,  1.72it/s]
Epoch 0: |          | 1308/? [12:38<00:00,  1.72it/s]
Epoch 0: |          | 1309/? [12:39<00:00,  1.72it/s]
Epoch 0: |          | 1309/? [12:39<00:00,  1.72it/s]
Epoch 0: |          | 1310/? [12:39<00:00,  1.72it/s]
Epoch 0: |          | 1310/? [12:39<00:00,  1.72it/s]
Epoch 0: |          | 1311/? [12:40<00:00,  1.72it/s]
Epoch 0: |          | 1311/? [12:40<00:00,  1.72it/s]
Epoch 0: |          | 1312/? [12:40<00:00,  1.73it/s]
Epoch 0: |          | 1312/? [12:40<00:00,  1.73it/s]
Epoch 0: |          | 1313/? [12:40<00:00,  1.73it/s]
Epoch 0: |          | 1313/? [12:40<00:00,  1.73it/s]
Epoch 0: |          | 1314/? [12:41<00:00,  1.73it/s]
Epoch 0: |          | 1314/? [12:41<00:00,  1.73it/s]
Epoch 0: |          | 1315/? [12:41<00:00,  1.73it/s]
Epoch 0: |          | 1315/? [12:41<00:00,  1.73it/s]
Epoch 0: |          | 1316/? [12:42<00:00,  1.73it/s]
Epoch 0: |          | 1316/? [12:42<00:00,  1.73it/s]
Epoch 0: |          | 1317/? [12:42<00:00,  1.73it/s]
Epoch 0: |          | 1317/? [12:42<00:00,  1.73it/s]
Epoch 0: |          | 1318/? [12:43<00:00,  1.73it/s]
Epoch 0: |          | 1318/? [12:43<00:00,  1.73it/s]
Epoch 0: |          | 1319/? [12:43<00:00,  1.73it/s]
Epoch 0: |          | 1319/? [12:43<00:00,  1.73it/s]
Epoch 0: |          | 1320/? [12:44<00:00,  1.73it/s]
Epoch 0: |          | 1320/? [12:44<00:00,  1.73it/s]
Epoch 0: |          | 1321/? [12:44<00:00,  1.73it/s]
Epoch 0: |          | 1321/? [12:44<00:00,  1.73it/s]
Epoch 0: |          | 1322/? [12:45<00:00,  1.73it/s]
Epoch 0: |          | 1322/? [12:45<00:00,  1.73it/s]
Epoch 0: |          | 1323/? [12:45<00:00,  1.73it/s]
Epoch 0: |          | 1323/? [12:45<00:00,  1.73it/s]
Epoch 0: |          | 1324/? [12:46<00:00,  1.73it/s]
Epoch 0: |          | 1324/? [12:46<00:00,  1.73it/s]
Epoch 0: |          | 1325/? [12:46<00:00,  1.73it/s]
Epoch 0: |          | 1325/? [12:46<00:00,  1.73it/s]
Epoch 0: |          | 1326/? [12:47<00:00,  1.73it/s]
Epoch 0: |          | 1326/? [12:47<00:00,  1.73it/s]
Epoch 0: |          | 1327/? [12:47<00:00,  1.73it/s]
Epoch 0: |          | 1327/? [12:47<00:00,  1.73it/s]
Epoch 0: |          | 1328/? [12:48<00:00,  1.73it/s]
Epoch 0: |          | 1328/? [12:48<00:00,  1.73it/s]
Epoch 0: |          | 1329/? [12:48<00:00,  1.73it/s]
Epoch 0: |          | 1329/? [12:48<00:00,  1.73it/s]
Epoch 0: |          | 1330/? [12:49<00:00,  1.73it/s]
Epoch 0: |          | 1330/? [12:49<00:00,  1.73it/s]
Epoch 0: |          | 1331/? [12:49<00:00,  1.73it/s]
Epoch 0: |          | 1331/? [12:49<00:00,  1.73it/s]
Epoch 0: |          | 1332/? [12:50<00:00,  1.73it/s]
Epoch 0: |          | 1332/? [12:50<00:00,  1.73it/s]
Epoch 0: |          | 1333/? [12:50<00:00,  1.73it/s]
Epoch 0: |          | 1333/? [12:50<00:00,  1.73it/s]
Epoch 0: |          | 1334/? [12:51<00:00,  1.73it/s]
Epoch 0: |          | 1334/? [12:51<00:00,  1.73it/s]
Epoch 0: |          | 1335/? [12:51<00:00,  1.73it/s]
Epoch 0: |          | 1335/? [12:51<00:00,  1.73it/s]
Epoch 0: |          | 1336/? [12:52<00:00,  1.73it/s]
Epoch 0: |          | 1336/? [12:52<00:00,  1.73it/s]
Epoch 0: |          | 1337/? [12:52<00:00,  1.73it/s]
Epoch 0: |          | 1337/? [12:52<00:00,  1.73it/s]
Epoch 0: |          | 1338/? [12:53<00:00,  1.73it/s]
Epoch 0: |          | 1338/? [12:53<00:00,  1.73it/s]
Epoch 0: |          | 1339/? [12:53<00:00,  1.73it/s]
Epoch 0: |          | 1339/? [12:53<00:00,  1.73it/s]
Epoch 0: |          | 1340/? [12:54<00:00,  1.73it/s]
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Epoch 0: |          | 1341/? [12:54<00:00,  1.73it/s]
Epoch 0: |          | 1341/? [12:54<00:00,  1.73it/s]
Epoch 0: |          | 1342/? [12:54<00:00,  1.73it/s]
Epoch 0: |          | 1342/? [12:54<00:00,  1.73it/s]
Epoch 0: |          | 1343/? [12:55<00:00,  1.73it/s]
Epoch 0: |          | 1343/? [12:55<00:00,  1.73it/s]
Epoch 0: |          | 1344/? [12:55<00:00,  1.73it/s]
Epoch 0: |          | 1344/? [12:55<00:00,  1.73it/s]
Epoch 0: |          | 1345/? [12:56<00:00,  1.73it/s]
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Epoch 0: |          | 1346/? [12:56<00:00,  1.73it/s]
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Epoch 0: |          | 1392/? [13:18<00:00,  1.74it/s]
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Epoch 0: |          | 1393/? [13:19<00:00,  1.74it/s]
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Epoch 0: |          | 1394/? [13:19<00:00,  1.74it/s]
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Epoch 0: |          | 1398/? [13:21<00:00,  1.74it/s]
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Epoch 0: |          | 1400/? [13:22<00:00,  1.74it/s]
Epoch 0: |          | 1400/? [13:22<00:00,  1.74it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:01,  2.61it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  2.44it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:01<00:00,  2.47it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  2.41it/s][A
[A
Epoch 0: |          | 1400/? [13:24<00:00,  1.74it/s]
Epoch 0: |          | 1401/? [13:24<00:00,  1.74it/s]
Epoch 0: |          | 1401/? [13:24<00:00,  1.74it/s]
Epoch 0: |          | 1402/? [13:25<00:00,  1.74it/s]
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Epoch 0: |          | 1403/? [13:25<00:00,  1.74it/s]
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Epoch 0: |          | 1404/? [13:26<00:00,  1.74it/s]
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Epoch 0: |          | 1406/? [13:26<00:00,  1.74it/s]
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Epoch 0: |          | 1407/? [13:27<00:00,  1.74it/s]
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Epoch 0: |          | 1409/? [13:28<00:00,  1.74it/s]
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Epoch 0: |          | 1411/? [13:29<00:00,  1.74it/s]
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Epoch 0: |          | 1412/? [13:29<00:00,  1.74it/s]
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Epoch 0: |          | 1413/? [13:30<00:00,  1.74it/s]
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Epoch 0: |          | 1415/? [13:31<00:00,  1.74it/s]
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Epoch 0: |          | 1419/? [13:33<00:00,  1.75it/s]
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Epoch 0: |          | 1420/? [13:33<00:00,  1.75it/s]
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Epoch 0: |          | 1421/? [13:34<00:00,  1.75it/s]
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Epoch 0: |          | 1422/? [13:34<00:00,  1.75it/s]
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Epoch 0: |          | 1423/? [13:35<00:00,  1.75it/s]
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Epoch 0: |          | 1471/? [13:57<00:00,  1.76it/s]
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Epoch 0: |          | 1529/? [14:24<00:00,  1.77it/s]
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Epoch 0: |          | 1552/? [14:35<00:00,  1.77it/s]
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Epoch 0: |          | 1600/? [14:57<00:00,  1.78it/s]
Epoch 0: |          | 1600/? [14:57<00:00,  1.78it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:01,  2.99it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  2.80it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:01<00:00,  2.81it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  2.73it/s][A
[A
Epoch 0: |          | 1600/? [14:59<00:00,  1.78it/s]
Epoch 0: |          | 1601/? [14:59<00:00,  1.78it/s]
Epoch 0: |          | 1601/? [14:59<00:00,  1.78it/s]
Epoch 0: |          | 1602/? [14:59<00:00,  1.78it/s]
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Epoch 0: |          | 1603/? [15:00<00:00,  1.78it/s]
Epoch 0: |          | 1603/? [15:00<00:00,  1.78it/s]
Epoch 0: |          | 1604/? [15:00<00:00,  1.78it/s]
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Epoch 0: |          | 1605/? [15:01<00:00,  1.78it/s]
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Epoch 0: |          | 1611/? [15:04<00:00,  1.78it/s]
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Epoch 0: |          | 1612/? [15:04<00:00,  1.78it/s]
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Epoch 0: |          | 1613/? [15:05<00:00,  1.78it/s]
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Epoch 0: |          | 1614/? [15:05<00:00,  1.78it/s]
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Epoch 0: |          | 1615/? [15:05<00:00,  1.78it/s]
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Epoch 0: |          | 1616/? [15:06<00:00,  1.78it/s]
Epoch 0: |          | 1617/? [15:06<00:00,  1.78it/s]
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Epoch 0: |          | 1619/? [15:07<00:00,  1.78it/s]
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Epoch 0: |          | 1620/? [15:08<00:00,  1.78it/s]
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Epoch 0: |          | 1621/? [15:08<00:00,  1.78it/s]
Epoch 0: |          | 1621/? [15:08<00:00,  1.78it/s]
Epoch 0: |          | 1622/? [15:09<00:00,  1.78it/s]
Epoch 0: |          | 1622/? [15:09<00:00,  1.78it/s]
Epoch 0: |          | 1623/? [15:09<00:00,  1.78it/s]
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Epoch 0: |          | 1624/? [15:10<00:00,  1.78it/s]
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Epoch 0: |          | 1625/? [15:10<00:00,  1.78it/s]
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Epoch 0: |          | 1626/? [15:10<00:00,  1.78it/s]
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Epoch 0: |          | 1627/? [15:11<00:00,  1.79it/s]
Epoch 0: |          | 1627/? [15:11<00:00,  1.79it/s]
Epoch 0: |          | 1628/? [15:11<00:00,  1.79it/s]
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Epoch 0: |          | 1629/? [15:12<00:00,  1.79it/s]
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Epoch 0: |          | 1630/? [15:12<00:00,  1.79it/s]
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Epoch 0: |          | 1631/? [15:13<00:00,  1.79it/s]
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Epoch 0: |          | 1632/? [15:13<00:00,  1.79it/s]
Epoch 0: |          | 1632/? [15:13<00:00,  1.79it/s]
Epoch 0: |          | 1633/? [15:14<00:00,  1.79it/s]
Epoch 0: |          | 1633/? [15:14<00:00,  1.79it/s]
Epoch 0: |          | 1634/? [15:14<00:00,  1.79it/s]
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Epoch 0: |          | 1635/? [15:15<00:00,  1.79it/s]
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Epoch 0: |          | 1636/? [15:15<00:00,  1.79it/s]
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Epoch 0: |          | 1637/? [15:16<00:00,  1.79it/s]
Epoch 0: |          | 1637/? [15:16<00:00,  1.79it/s]
Epoch 0: |          | 1638/? [15:16<00:00,  1.79it/s]
Epoch 0: |          | 1638/? [15:16<00:00,  1.79it/s]
Epoch 0: |          | 1639/? [15:16<00:00,  1.79it/s]
Epoch 0: |          | 1639/? [15:16<00:00,  1.79it/s]
Epoch 0: |          | 1640/? [15:17<00:00,  1.79it/s]
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Epoch 0: |          | 1641/? [15:17<00:00,  1.79it/s]
Epoch 0: |          | 1641/? [15:17<00:00,  1.79it/s]
Epoch 0: |          | 1642/? [15:18<00:00,  1.79it/s]
Epoch 0: |          | 1642/? [15:18<00:00,  1.79it/s]
Epoch 0: |          | 1643/? [15:18<00:00,  1.79it/s]
Epoch 0: |          | 1643/? [15:18<00:00,  1.79it/s]
Epoch 0: |          | 1644/? [15:19<00:00,  1.79it/s]
Epoch 0: |          | 1644/? [15:19<00:00,  1.79it/s]
Epoch 0: |          | 1645/? [15:19<00:00,  1.79it/s]
Epoch 0: |          | 1645/? [15:19<00:00,  1.79it/s]
Epoch 0: |          | 1646/? [15:20<00:00,  1.79it/s]
Epoch 0: |          | 1646/? [15:20<00:00,  1.79it/s]
Epoch 0: |          | 1647/? [15:20<00:00,  1.79it/s]
Epoch 0: |          | 1647/? [15:20<00:00,  1.79it/s]
Epoch 0: |          | 1648/? [15:21<00:00,  1.79it/s]
Epoch 0: |          | 1648/? [15:21<00:00,  1.79it/s]
Epoch 0: |          | 1649/? [15:21<00:00,  1.79it/s]
Epoch 0: |          | 1649/? [15:21<00:00,  1.79it/s]
Epoch 0: |          | 1650/? [15:22<00:00,  1.79it/s]
Epoch 0: |          | 1650/? [15:22<00:00,  1.79it/s]
Epoch 0: |          | 1651/? [15:22<00:00,  1.79it/s]
Epoch 0: |          | 1651/? [15:22<00:00,  1.79it/s]
Epoch 0: |          | 1652/? [15:22<00:00,  1.79it/s]
Epoch 0: |          | 1652/? [15:22<00:00,  1.79it/s]
Epoch 0: |          | 1653/? [15:23<00:00,  1.79it/s]
Epoch 0: |          | 1653/? [15:23<00:00,  1.79it/s]
Epoch 0: |          | 1654/? [15:23<00:00,  1.79it/s]
Epoch 0: |          | 1654/? [15:23<00:00,  1.79it/s]
Epoch 0: |          | 1655/? [15:24<00:00,  1.79it/s]
Epoch 0: |          | 1655/? [15:24<00:00,  1.79it/s]
Epoch 0: |          | 1656/? [15:24<00:00,  1.79it/s]
Epoch 0: |          | 1656/? [15:24<00:00,  1.79it/s]
Epoch 0: |          | 1657/? [15:25<00:00,  1.79it/s]
Epoch 0: |          | 1657/? [15:25<00:00,  1.79it/s]
Epoch 0: |          | 1658/? [15:25<00:00,  1.79it/s]
Epoch 0: |          | 1658/? [15:25<00:00,  1.79it/s]
Epoch 0: |          | 1659/? [15:26<00:00,  1.79it/s]
Epoch 0: |          | 1659/? [15:26<00:00,  1.79it/s]
Epoch 0: |          | 1660/? [15:26<00:00,  1.79it/s]
Epoch 0: |          | 1660/? [15:26<00:00,  1.79it/s]
Epoch 0: |          | 1661/? [15:27<00:00,  1.79it/s]
Epoch 0: |          | 1661/? [15:27<00:00,  1.79it/s]
Epoch 0: |          | 1662/? [15:27<00:00,  1.79it/s]
Epoch 0: |          | 1662/? [15:27<00:00,  1.79it/s]
Epoch 0: |          | 1663/? [15:28<00:00,  1.79it/s]
Epoch 0: |          | 1663/? [15:28<00:00,  1.79it/s]
Epoch 0: |          | 1664/? [15:28<00:00,  1.79it/s]
Epoch 0: |          | 1664/? [15:28<00:00,  1.79it/s]
Epoch 0: |          | 1665/? [15:29<00:00,  1.79it/s]
Epoch 0: |          | 1665/? [15:29<00:00,  1.79it/s]
Epoch 0: |          | 1666/? [15:29<00:00,  1.79it/s]
Epoch 0: |          | 1666/? [15:29<00:00,  1.79it/s]
Epoch 0: |          | 1667/? [15:30<00:00,  1.79it/s]
Epoch 0: |          | 1667/? [15:30<00:00,  1.79it/s]
Epoch 0: |          | 1668/? [15:30<00:00,  1.79it/s]
Epoch 0: |          | 1668/? [15:30<00:00,  1.79it/s]
Epoch 0: |          | 1669/? [15:30<00:00,  1.79it/s]
Epoch 0: |          | 1669/? [15:30<00:00,  1.79it/s]
Epoch 0: |          | 1670/? [15:31<00:00,  1.79it/s]
Epoch 0: |          | 1670/? [15:31<00:00,  1.79it/s]
Epoch 0: |          | 1671/? [15:31<00:00,  1.79it/s]
Epoch 0: |          | 1671/? [15:31<00:00,  1.79it/s]
Epoch 0: |          | 1672/? [15:32<00:00,  1.79it/s]
Epoch 0: |          | 1672/? [15:32<00:00,  1.79it/s]
Epoch 0: |          | 1673/? [15:32<00:00,  1.79it/s]
Epoch 0: |          | 1673/? [15:32<00:00,  1.79it/s]
Epoch 0: |          | 1674/? [15:33<00:00,  1.79it/s]
Epoch 0: |          | 1674/? [15:33<00:00,  1.79it/s]
Epoch 0: |          | 1675/? [15:33<00:00,  1.79it/s]
Epoch 0: |          | 1675/? [15:33<00:00,  1.79it/s]
Epoch 0: |          | 1676/? [15:34<00:00,  1.79it/s]
Epoch 0: |          | 1676/? [15:34<00:00,  1.79it/s]
Epoch 0: |          | 1677/? [15:34<00:00,  1.79it/s]
Epoch 0: |          | 1677/? [15:34<00:00,  1.79it/s]
Epoch 0: |          | 1678/? [15:35<00:00,  1.79it/s]
Epoch 0: |          | 1678/? [15:35<00:00,  1.79it/s]
Epoch 0: |          | 1679/? [15:35<00:00,  1.79it/s]
Epoch 0: |          | 1679/? [15:35<00:00,  1.79it/s]
Epoch 0: |          | 1680/? [15:36<00:00,  1.79it/s]
Epoch 0: |          | 1680/? [15:36<00:00,  1.79it/s]
Epoch 0: |          | 1681/? [15:36<00:00,  1.79it/s]
Epoch 0: |          | 1681/? [15:36<00:00,  1.79it/s]
Epoch 0: |          | 1682/? [15:37<00:00,  1.79it/s]
Epoch 0: |          | 1682/? [15:37<00:00,  1.79it/s]
Epoch 0: |          | 1683/? [15:37<00:00,  1.79it/s]
Epoch 0: |          | 1683/? [15:37<00:00,  1.79it/s]
Epoch 0: |          | 1684/? [15:38<00:00,  1.80it/s]
Epoch 0: |          | 1684/? [15:38<00:00,  1.80it/s]
Epoch 0: |          | 1685/? [15:38<00:00,  1.80it/s]
Epoch 0: |          | 1685/? [15:38<00:00,  1.80it/s]
Epoch 0: |          | 1686/? [15:39<00:00,  1.80it/s]
Epoch 0: |          | 1686/? [15:39<00:00,  1.80it/s]
Epoch 0: |          | 1687/? [15:39<00:00,  1.80it/s]
Epoch 0: |          | 1687/? [15:39<00:00,  1.80it/s]
Epoch 0: |          | 1688/? [15:40<00:00,  1.80it/s]
Epoch 0: |          | 1688/? [15:40<00:00,  1.80it/s]
Epoch 0: |          | 1689/? [15:40<00:00,  1.80it/s]
Epoch 0: |          | 1689/? [15:40<00:00,  1.80it/s]
Epoch 0: |          | 1690/? [15:41<00:00,  1.80it/s]
Epoch 0: |          | 1690/? [15:41<00:00,  1.80it/s]
Epoch 0: |          | 1691/? [15:41<00:00,  1.80it/s]
Epoch 0: |          | 1691/? [15:41<00:00,  1.80it/s]
Epoch 0: |          | 1692/? [15:41<00:00,  1.80it/s]
Epoch 0: |          | 1692/? [15:41<00:00,  1.80it/s]
Epoch 0: |          | 1693/? [15:42<00:00,  1.80it/s]
Epoch 0: |          | 1693/? [15:42<00:00,  1.80it/s]
Epoch 0: |          | 1694/? [15:42<00:00,  1.80it/s]
Epoch 0: |          | 1694/? [15:42<00:00,  1.80it/s]
Epoch 0: |          | 1695/? [15:43<00:00,  1.80it/s]
Epoch 0: |          | 1695/? [15:43<00:00,  1.80it/s]
Epoch 0: |          | 1696/? [15:43<00:00,  1.80it/s]
Epoch 0: |          | 1696/? [15:43<00:00,  1.80it/s]
Epoch 0: |          | 1697/? [15:44<00:00,  1.80it/s]
Epoch 0: |          | 1697/? [15:44<00:00,  1.80it/s]
Epoch 0: |          | 1698/? [15:44<00:00,  1.80it/s]
Epoch 0: |          | 1698/? [15:44<00:00,  1.80it/s]
Epoch 0: |          | 1699/? [15:45<00:00,  1.80it/s]
Epoch 0: |          | 1699/? [15:45<00:00,  1.80it/s]
Epoch 0: |          | 1700/? [15:45<00:00,  1.80it/s]
Epoch 0: |          | 1700/? [15:45<00:00,  1.80it/s]
Epoch 0: |          | 1701/? [15:46<00:00,  1.80it/s]
Epoch 0: |          | 1701/? [15:46<00:00,  1.80it/s]
Epoch 0: |          | 1702/? [15:46<00:00,  1.80it/s]
Epoch 0: |          | 1702/? [15:46<00:00,  1.80it/s]
Epoch 0: |          | 1703/? [15:47<00:00,  1.80it/s]
Epoch 0: |          | 1703/? [15:47<00:00,  1.80it/s]
Epoch 0: |          | 1704/? [15:47<00:00,  1.80it/s]
Epoch 0: |          | 1704/? [15:47<00:00,  1.80it/s]
Epoch 0: |          | 1705/? [15:47<00:00,  1.80it/s]
Epoch 0: |          | 1705/? [15:47<00:00,  1.80it/s]
Epoch 0: |          | 1706/? [15:48<00:00,  1.80it/s]
Epoch 0: |          | 1706/? [15:48<00:00,  1.80it/s]
Epoch 0: |          | 1707/? [15:48<00:00,  1.80it/s]
Epoch 0: |          | 1707/? [15:48<00:00,  1.80it/s]
Epoch 0: |          | 1708/? [15:49<00:00,  1.80it/s]
Epoch 0: |          | 1708/? [15:49<00:00,  1.80it/s]
Epoch 0: |          | 1709/? [15:49<00:00,  1.80it/s]
Epoch 0: |          | 1709/? [15:49<00:00,  1.80it/s]
Epoch 0: |          | 1710/? [15:50<00:00,  1.80it/s]
Epoch 0: |          | 1710/? [15:50<00:00,  1.80it/s]
Epoch 0: |          | 1711/? [15:50<00:00,  1.80it/s]
Epoch 0: |          | 1711/? [15:50<00:00,  1.80it/s]
Epoch 0: |          | 1712/? [15:51<00:00,  1.80it/s]
Epoch 0: |          | 1712/? [15:51<00:00,  1.80it/s]
Epoch 0: |          | 1713/? [15:51<00:00,  1.80it/s]
Epoch 0: |          | 1713/? [15:51<00:00,  1.80it/s]
Epoch 0: |          | 1714/? [15:52<00:00,  1.80it/s]
Epoch 0: |          | 1714/? [15:52<00:00,  1.80it/s]
Epoch 0: |          | 1715/? [15:52<00:00,  1.80it/s]
Epoch 0: |          | 1715/? [15:52<00:00,  1.80it/s]
Epoch 0: |          | 1716/? [15:52<00:00,  1.80it/s]
Epoch 0: |          | 1716/? [15:52<00:00,  1.80it/s]
Epoch 0: |          | 1717/? [15:53<00:00,  1.80it/s]
Epoch 0: |          | 1717/? [15:53<00:00,  1.80it/s]
Epoch 0: |          | 1718/? [15:53<00:00,  1.80it/s]
Epoch 0: |          | 1718/? [15:53<00:00,  1.80it/s]
Epoch 0: |          | 1719/? [15:54<00:00,  1.80it/s]
Epoch 0: |          | 1719/? [15:54<00:00,  1.80it/s]
Epoch 0: |          | 1720/? [15:54<00:00,  1.80it/s]
Epoch 0: |          | 1720/? [15:54<00:00,  1.80it/s]
Epoch 0: |          | 1721/? [15:55<00:00,  1.80it/s]
Epoch 0: |          | 1721/? [15:55<00:00,  1.80it/s]
Epoch 0: |          | 1722/? [15:55<00:00,  1.80it/s]
Epoch 0: |          | 1722/? [15:55<00:00,  1.80it/s]
Epoch 0: |          | 1723/? [15:56<00:00,  1.80it/s]
Epoch 0: |          | 1723/? [15:56<00:00,  1.80it/s]
Epoch 0: |          | 1724/? [15:56<00:00,  1.80it/s]
Epoch 0: |          | 1724/? [15:56<00:00,  1.80it/s]
Epoch 0: |          | 1725/? [15:57<00:00,  1.80it/s]
Epoch 0: |          | 1725/? [15:57<00:00,  1.80it/s]
Epoch 0: |          | 1726/? [15:57<00:00,  1.80it/s]
Epoch 0: |          | 1726/? [15:57<00:00,  1.80it/s]
Epoch 0: |          | 1727/? [15:58<00:00,  1.80it/s]
Epoch 0: |          | 1727/? [15:58<00:00,  1.80it/s]
Epoch 0: |          | 1728/? [15:58<00:00,  1.80it/s]
Epoch 0: |          | 1728/? [15:58<00:00,  1.80it/s]
Epoch 0: |          | 1729/? [15:58<00:00,  1.80it/s]
Epoch 0: |          | 1729/? [15:58<00:00,  1.80it/s]
Epoch 0: |          | 1730/? [15:59<00:00,  1.80it/s]
Epoch 0: |          | 1730/? [15:59<00:00,  1.80it/s]
Epoch 0: |          | 1731/? [15:59<00:00,  1.80it/s]
Epoch 0: |          | 1731/? [15:59<00:00,  1.80it/s]
Epoch 0: |          | 1732/? [16:00<00:00,  1.80it/s]
Epoch 0: |          | 1732/? [16:00<00:00,  1.80it/s]
Epoch 0: |          | 1733/? [16:00<00:00,  1.80it/s]
Epoch 0: |          | 1733/? [16:00<00:00,  1.80it/s]
Epoch 0: |          | 1734/? [16:01<00:00,  1.80it/s]
Epoch 0: |          | 1734/? [16:01<00:00,  1.80it/s]
Epoch 0: |          | 1735/? [16:01<00:00,  1.80it/s]
Epoch 0: |          | 1735/? [16:01<00:00,  1.80it/s]
Epoch 0: |          | 1736/? [16:02<00:00,  1.80it/s]
Epoch 0: |          | 1736/? [16:02<00:00,  1.80it/s]
Epoch 0: |          | 1737/? [16:02<00:00,  1.80it/s]
Epoch 0: |          | 1737/? [16:02<00:00,  1.80it/s]
Epoch 0: |          | 1738/? [16:03<00:00,  1.80it/s]
Epoch 0: |          | 1738/? [16:03<00:00,  1.80it/s]
Epoch 0: |          | 1739/? [16:03<00:00,  1.80it/s]
Epoch 0: |          | 1739/? [16:03<00:00,  1.80it/s]
Epoch 0: |          | 1740/? [16:04<00:00,  1.80it/s]
Epoch 0: |          | 1740/? [16:04<00:00,  1.80it/s]
Epoch 0: |          | 1741/? [16:04<00:00,  1.81it/s]
Epoch 0: |          | 1741/? [16:04<00:00,  1.81it/s]
Epoch 0: |          | 1742/? [16:05<00:00,  1.81it/s]
Epoch 0: |          | 1742/? [16:05<00:00,  1.81it/s]
Epoch 0: |          | 1743/? [16:05<00:00,  1.81it/s]
Epoch 0: |          | 1743/? [16:05<00:00,  1.81it/s]
Epoch 0: |          | 1744/? [16:05<00:00,  1.81it/s]
Epoch 0: |          | 1744/? [16:05<00:00,  1.81it/s]
Epoch 0: |          | 1745/? [16:06<00:00,  1.81it/s]
Epoch 0: |          | 1745/? [16:06<00:00,  1.81it/s]
Epoch 0: |          | 1746/? [16:06<00:00,  1.81it/s]
Epoch 0: |          | 1746/? [16:06<00:00,  1.81it/s]
Epoch 0: |          | 1747/? [16:07<00:00,  1.81it/s]
Epoch 0: |          | 1747/? [16:07<00:00,  1.81it/s]
Epoch 0: |          | 1748/? [16:07<00:00,  1.81it/s]
Epoch 0: |          | 1748/? [16:07<00:00,  1.81it/s]
Epoch 0: |          | 1749/? [16:08<00:00,  1.81it/s]
Epoch 0: |          | 1749/? [16:08<00:00,  1.81it/s]
Epoch 0: |          | 1750/? [16:08<00:00,  1.81it/s]
Epoch 0: |          | 1750/? [16:08<00:00,  1.81it/s]
Epoch 0: |          | 1751/? [16:09<00:00,  1.81it/s]
Epoch 0: |          | 1751/? [16:09<00:00,  1.81it/s]
Epoch 0: |          | 1752/? [16:09<00:00,  1.81it/s]
Epoch 0: |          | 1752/? [16:09<00:00,  1.81it/s]
Epoch 0: |          | 1753/? [16:10<00:00,  1.81it/s]
Epoch 0: |          | 1753/? [16:10<00:00,  1.81it/s]
Epoch 0: |          | 1754/? [16:10<00:00,  1.81it/s]
Epoch 0: |          | 1754/? [16:10<00:00,  1.81it/s]
Epoch 0: |          | 1755/? [16:11<00:00,  1.81it/s]
Epoch 0: |          | 1755/? [16:11<00:00,  1.81it/s]
Epoch 0: |          | 1756/? [16:11<00:00,  1.81it/s]
Epoch 0: |          | 1756/? [16:11<00:00,  1.81it/s]
Epoch 0: |          | 1757/? [16:11<00:00,  1.81it/s]
Epoch 0: |          | 1757/? [16:11<00:00,  1.81it/s]
Epoch 0: |          | 1758/? [16:12<00:00,  1.81it/s]
Epoch 0: |          | 1758/? [16:12<00:00,  1.81it/s]
Epoch 0: |          | 1759/? [16:12<00:00,  1.81it/s]
Epoch 0: |          | 1759/? [16:12<00:00,  1.81it/s]
Epoch 0: |          | 1760/? [16:13<00:00,  1.81it/s]
Epoch 0: |          | 1760/? [16:13<00:00,  1.81it/s]
Epoch 0: |          | 1761/? [16:13<00:00,  1.81it/s]
Epoch 0: |          | 1761/? [16:13<00:00,  1.81it/s]
Epoch 0: |          | 1762/? [16:14<00:00,  1.81it/s]
Epoch 0: |          | 1762/? [16:14<00:00,  1.81it/s]
Epoch 0: |          | 1763/? [16:14<00:00,  1.81it/s]
Epoch 0: |          | 1763/? [16:14<00:00,  1.81it/s]
Epoch 0: |          | 1764/? [16:15<00:00,  1.81it/s]
Epoch 0: |          | 1764/? [16:15<00:00,  1.81it/s]
Epoch 0: |          | 1765/? [16:15<00:00,  1.81it/s]
Epoch 0: |          | 1765/? [16:15<00:00,  1.81it/s]
Epoch 0: |          | 1766/? [16:16<00:00,  1.81it/s]
Epoch 0: |          | 1766/? [16:16<00:00,  1.81it/s]
Epoch 0: |          | 1767/? [16:16<00:00,  1.81it/s]
Epoch 0: |          | 1767/? [16:16<00:00,  1.81it/s]
Epoch 0: |          | 1768/? [16:16<00:00,  1.81it/s]
Epoch 0: |          | 1768/? [16:16<00:00,  1.81it/s]
Epoch 0: |          | 1769/? [16:17<00:00,  1.81it/s]
Epoch 0: |          | 1769/? [16:17<00:00,  1.81it/s]
Epoch 0: |          | 1770/? [16:17<00:00,  1.81it/s]
Epoch 0: |          | 1770/? [16:17<00:00,  1.81it/s]
Epoch 0: |          | 1771/? [16:18<00:00,  1.81it/s]
Epoch 0: |          | 1771/? [16:18<00:00,  1.81it/s]
Epoch 0: |          | 1772/? [16:18<00:00,  1.81it/s]
Epoch 0: |          | 1772/? [16:18<00:00,  1.81it/s]
Epoch 0: |          | 1773/? [16:19<00:00,  1.81it/s]
Epoch 0: |          | 1773/? [16:19<00:00,  1.81it/s]
Epoch 0: |          | 1774/? [16:19<00:00,  1.81it/s]
Epoch 0: |          | 1774/? [16:19<00:00,  1.81it/s]
Epoch 0: |          | 1775/? [16:20<00:00,  1.81it/s]
Epoch 0: |          | 1775/? [16:20<00:00,  1.81it/s]
Epoch 0: |          | 1776/? [16:20<00:00,  1.81it/s]
Epoch 0: |          | 1776/? [16:20<00:00,  1.81it/s]
Epoch 0: |          | 1777/? [16:21<00:00,  1.81it/s]
Epoch 0: |          | 1777/? [16:21<00:00,  1.81it/s]
Epoch 0: |          | 1778/? [16:21<00:00,  1.81it/s]
Epoch 0: |          | 1778/? [16:21<00:00,  1.81it/s]
Epoch 0: |          | 1779/? [16:22<00:00,  1.81it/s]
Epoch 0: |          | 1779/? [16:22<00:00,  1.81it/s]
Epoch 0: |          | 1780/? [16:22<00:00,  1.81it/s]
Epoch 0: |          | 1780/? [16:22<00:00,  1.81it/s]
Epoch 0: |          | 1781/? [16:22<00:00,  1.81it/s]
Epoch 0: |          | 1781/? [16:22<00:00,  1.81it/s]
Epoch 0: |          | 1782/? [16:23<00:00,  1.81it/s]
Epoch 0: |          | 1782/? [16:23<00:00,  1.81it/s]
Epoch 0: |          | 1783/? [16:23<00:00,  1.81it/s]
Epoch 0: |          | 1783/? [16:23<00:00,  1.81it/s]
Epoch 0: |          | 1784/? [16:24<00:00,  1.81it/s]
Epoch 0: |          | 1784/? [16:24<00:00,  1.81it/s]
Epoch 0: |          | 1785/? [16:24<00:00,  1.81it/s]
Epoch 0: |          | 1785/? [16:24<00:00,  1.81it/s]
Epoch 0: |          | 1786/? [16:25<00:00,  1.81it/s]
Epoch 0: |          | 1786/? [16:25<00:00,  1.81it/s]
Epoch 0: |          | 1787/? [16:25<00:00,  1.81it/s]
Epoch 0: |          | 1787/? [16:25<00:00,  1.81it/s]
Epoch 0: |          | 1788/? [16:26<00:00,  1.81it/s]
Epoch 0: |          | 1788/? [16:26<00:00,  1.81it/s]
Epoch 0: |          | 1789/? [16:26<00:00,  1.81it/s]
Epoch 0: |          | 1789/? [16:26<00:00,  1.81it/s]
Epoch 0: |          | 1790/? [16:27<00:00,  1.81it/s]
Epoch 0: |          | 1790/? [16:27<00:00,  1.81it/s]
Epoch 0: |          | 1791/? [16:27<00:00,  1.81it/s]
Epoch 0: |          | 1791/? [16:27<00:00,  1.81it/s]
Epoch 0: |          | 1792/? [16:28<00:00,  1.81it/s]
Epoch 0: |          | 1792/? [16:28<00:00,  1.81it/s]
Epoch 0: |          | 1793/? [16:28<00:00,  1.81it/s]
Epoch 0: |          | 1793/? [16:28<00:00,  1.81it/s]
Epoch 0: |          | 1794/? [16:29<00:00,  1.81it/s]
Epoch 0: |          | 1794/? [16:29<00:00,  1.81it/s]
Epoch 0: |          | 1795/? [16:29<00:00,  1.81it/s]
Epoch 0: |          | 1795/? [16:29<00:00,  1.81it/s]
Epoch 0: |          | 1796/? [16:29<00:00,  1.81it/s]
Epoch 0: |          | 1796/? [16:29<00:00,  1.81it/s]
Epoch 0: |          | 1797/? [16:30<00:00,  1.81it/s]
Epoch 0: |          | 1797/? [16:30<00:00,  1.81it/s]
Epoch 0: |          | 1798/? [16:30<00:00,  1.81it/s]
Epoch 0: |          | 1798/? [16:30<00:00,  1.81it/s]
Epoch 0: |          | 1799/? [16:31<00:00,  1.81it/s]
Epoch 0: |          | 1799/? [16:31<00:00,  1.81it/s]
Epoch 0: |          | 1800/? [16:31<00:00,  1.81it/s]
Epoch 0: |          | 1800/? [16:31<00:00,  1.81it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  3.22it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.03it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.06it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  2.97it/s][A
[A
Epoch 0: |          | 1800/? [16:33<00:00,  1.81it/s]
Epoch 0: |          | 1801/? [16:33<00:00,  1.81it/s]
Epoch 0: |          | 1801/? [16:33<00:00,  1.81it/s]
Epoch 0: |          | 1802/? [16:34<00:00,  1.81it/s]
Epoch 0: |          | 1802/? [16:34<00:00,  1.81it/s]
Epoch 0: |          | 1803/? [16:34<00:00,  1.81it/s]
Epoch 0: |          | 1803/? [16:34<00:00,  1.81it/s]
Epoch 0: |          | 1804/? [16:34<00:00,  1.81it/s]
Epoch 0: |          | 1804/? [16:34<00:00,  1.81it/s]
Epoch 0: |          | 1805/? [16:35<00:00,  1.81it/s]
Epoch 0: |          | 1805/? [16:35<00:00,  1.81it/s]
Epoch 0: |          | 1806/? [16:35<00:00,  1.81it/s]
Epoch 0: |          | 1806/? [16:35<00:00,  1.81it/s]
Epoch 0: |          | 1807/? [16:36<00:00,  1.81it/s]
Epoch 0: |          | 1807/? [16:36<00:00,  1.81it/s]
Epoch 0: |          | 1808/? [16:36<00:00,  1.81it/s]
Epoch 0: |          | 1808/? [16:36<00:00,  1.81it/s]
Epoch 0: |          | 1809/? [16:37<00:00,  1.81it/s]
Epoch 0: |          | 1809/? [16:37<00:00,  1.81it/s]
Epoch 0: |          | 1810/? [16:37<00:00,  1.81it/s]
Epoch 0: |          | 1810/? [16:37<00:00,  1.81it/s]
Epoch 0: |          | 1811/? [16:38<00:00,  1.81it/s]
Epoch 0: |          | 1811/? [16:38<00:00,  1.81it/s]
Epoch 0: |          | 1812/? [16:38<00:00,  1.81it/s]
Epoch 0: |          | 1812/? [16:38<00:00,  1.81it/s]
Epoch 0: |          | 1813/? [16:39<00:00,  1.81it/s]
Epoch 0: |          | 1813/? [16:39<00:00,  1.81it/s]
Epoch 0: |          | 1814/? [16:39<00:00,  1.81it/s]
Epoch 0: |          | 1814/? [16:39<00:00,  1.81it/s]
Epoch 0: |          | 1815/? [16:39<00:00,  1.82it/s]
Epoch 0: |          | 1815/? [16:39<00:00,  1.82it/s]
Epoch 0: |          | 1816/? [16:40<00:00,  1.82it/s]
Epoch 0: |          | 1816/? [16:40<00:00,  1.82it/s]
Epoch 0: |          | 1817/? [16:40<00:00,  1.82it/s]
Epoch 0: |          | 1817/? [16:40<00:00,  1.82it/s]
Epoch 0: |          | 1818/? [16:41<00:00,  1.82it/s]
Epoch 0: |          | 1818/? [16:41<00:00,  1.82it/s]
Epoch 0: |          | 1819/? [16:41<00:00,  1.82it/s]
Epoch 0: |          | 1819/? [16:41<00:00,  1.82it/s]
Epoch 0: |          | 1820/? [16:42<00:00,  1.82it/s]
Epoch 0: |          | 1820/? [16:42<00:00,  1.82it/s]
Epoch 0: |          | 1821/? [16:42<00:00,  1.82it/s]
Epoch 0: |          | 1821/? [16:42<00:00,  1.82it/s]
Epoch 0: |          | 1822/? [16:43<00:00,  1.82it/s]
Epoch 0: |          | 1822/? [16:43<00:00,  1.82it/s]
Epoch 0: |          | 1823/? [16:43<00:00,  1.82it/s]
Epoch 0: |          | 1823/? [16:43<00:00,  1.82it/s]
Epoch 0: |          | 1824/? [16:44<00:00,  1.82it/s]
Epoch 0: |          | 1824/? [16:44<00:00,  1.82it/s]
Epoch 0: |          | 1825/? [16:44<00:00,  1.82it/s]
Epoch 0: |          | 1825/? [16:44<00:00,  1.82it/s]
Epoch 0: |          | 1826/? [16:44<00:00,  1.82it/s]
Epoch 0: |          | 1826/? [16:44<00:00,  1.82it/s]
Epoch 0: |          | 1827/? [16:45<00:00,  1.82it/s]
Epoch 0: |          | 1827/? [16:45<00:00,  1.82it/s]
Epoch 0: |          | 1828/? [16:45<00:00,  1.82it/s]
Epoch 0: |          | 1828/? [16:45<00:00,  1.82it/s]
Epoch 0: |          | 1829/? [16:46<00:00,  1.82it/s]
Epoch 0: |          | 1829/? [16:46<00:00,  1.82it/s]
Epoch 0: |          | 1830/? [16:46<00:00,  1.82it/s]
Epoch 0: |          | 1830/? [16:46<00:00,  1.82it/s]
Epoch 0: |          | 1831/? [16:47<00:00,  1.82it/s]
Epoch 0: |          | 1831/? [16:47<00:00,  1.82it/s]
Epoch 0: |          | 1832/? [16:47<00:00,  1.82it/s]
Epoch 0: |          | 1832/? [16:47<00:00,  1.82it/s]
Epoch 0: |          | 1833/? [16:48<00:00,  1.82it/s]
Epoch 0: |          | 1833/? [16:48<00:00,  1.82it/s]
Epoch 0: |          | 1834/? [16:48<00:00,  1.82it/s]
Epoch 0: |          | 1834/? [16:48<00:00,  1.82it/s]
Epoch 0: |          | 1835/? [16:49<00:00,  1.82it/s]
Epoch 0: |          | 1835/? [16:49<00:00,  1.82it/s]
Epoch 0: |          | 1836/? [16:49<00:00,  1.82it/s]
Epoch 0: |          | 1836/? [16:49<00:00,  1.82it/s]
Epoch 0: |          | 1837/? [16:49<00:00,  1.82it/s]
Epoch 0: |          | 1837/? [16:49<00:00,  1.82it/s]
Epoch 0: |          | 1838/? [16:50<00:00,  1.82it/s]
Epoch 0: |          | 1838/? [16:50<00:00,  1.82it/s]
Epoch 0: |          | 1839/? [16:50<00:00,  1.82it/s]
Epoch 0: |          | 1839/? [16:50<00:00,  1.82it/s]
Epoch 0: |          | 1840/? [16:51<00:00,  1.82it/s]
Epoch 0: |          | 1840/? [16:51<00:00,  1.82it/s]
Epoch 0: |          | 1841/? [16:51<00:00,  1.82it/s]
Epoch 0: |          | 1841/? [16:51<00:00,  1.82it/s]
Epoch 0: |          | 1842/? [16:52<00:00,  1.82it/s]
Epoch 0: |          | 1842/? [16:52<00:00,  1.82it/s]
Epoch 0: |          | 1843/? [16:52<00:00,  1.82it/s]
Epoch 0: |          | 1843/? [16:52<00:00,  1.82it/s]
Epoch 0: |          | 1844/? [16:53<00:00,  1.82it/s]
Epoch 0: |          | 1844/? [16:53<00:00,  1.82it/s]
Epoch 0: |          | 1845/? [16:53<00:00,  1.82it/s]
Epoch 0: |          | 1845/? [16:53<00:00,  1.82it/s]
Epoch 0: |          | 1846/? [16:54<00:00,  1.82it/s]
Epoch 0: |          | 1846/? [16:54<00:00,  1.82it/s]
Epoch 0: |          | 1847/? [16:54<00:00,  1.82it/s]
Epoch 0: |          | 1847/? [16:54<00:00,  1.82it/s]
Epoch 0: |          | 1848/? [16:54<00:00,  1.82it/s]
Epoch 0: |          | 1848/? [16:54<00:00,  1.82it/s]
Epoch 0: |          | 1849/? [16:55<00:00,  1.82it/s]
Epoch 0: |          | 1849/? [16:55<00:00,  1.82it/s]
Epoch 0: |          | 1850/? [16:55<00:00,  1.82it/s]
Epoch 0: |          | 1850/? [16:55<00:00,  1.82it/s]
Epoch 0: |          | 1851/? [16:56<00:00,  1.82it/s]
Epoch 0: |          | 1851/? [16:56<00:00,  1.82it/s]
Epoch 0: |          | 1852/? [16:56<00:00,  1.82it/s]
Epoch 0: |          | 1852/? [16:56<00:00,  1.82it/s]
Epoch 0: |          | 1853/? [16:57<00:00,  1.82it/s]
Epoch 0: |          | 1853/? [16:57<00:00,  1.82it/s]
Epoch 0: |          | 1854/? [16:57<00:00,  1.82it/s]
Epoch 0: |          | 1854/? [16:57<00:00,  1.82it/s]
Epoch 0: |          | 1855/? [16:58<00:00,  1.82it/s]
Epoch 0: |          | 1855/? [16:58<00:00,  1.82it/s]
Epoch 0: |          | 1856/? [16:58<00:00,  1.82it/s]
Epoch 0: |          | 1856/? [16:58<00:00,  1.82it/s]
Epoch 0: |          | 1857/? [16:59<00:00,  1.82it/s]
Epoch 0: |          | 1857/? [16:59<00:00,  1.82it/s]
Epoch 0: |          | 1858/? [16:59<00:00,  1.82it/s]
Epoch 0: |          | 1858/? [16:59<00:00,  1.82it/s]
Epoch 0: |          | 1859/? [17:00<00:00,  1.82it/s]
Epoch 0: |          | 1859/? [17:00<00:00,  1.82it/s]
Epoch 0: |          | 1860/? [17:00<00:00,  1.82it/s]
Epoch 0: |          | 1860/? [17:00<00:00,  1.82it/s]
Epoch 0: |          | 1861/? [17:01<00:00,  1.82it/s]
Epoch 0: |          | 1861/? [17:01<00:00,  1.82it/s]
Epoch 0: |          | 1862/? [17:01<00:00,  1.82it/s]
Epoch 0: |          | 1862/? [17:01<00:00,  1.82it/s]
Epoch 0: |          | 1863/? [17:01<00:00,  1.82it/s]
Epoch 0: |          | 1863/? [17:01<00:00,  1.82it/s]
Epoch 0: |          | 1864/? [17:02<00:00,  1.82it/s]
Epoch 0: |          | 1864/? [17:02<00:00,  1.82it/s]
Epoch 0: |          | 1865/? [17:02<00:00,  1.82it/s]
Epoch 0: |          | 1865/? [17:02<00:00,  1.82it/s]
Epoch 0: |          | 1866/? [17:03<00:00,  1.82it/s]
Epoch 0: |          | 1866/? [17:03<00:00,  1.82it/s]
Epoch 0: |          | 1867/? [17:03<00:00,  1.82it/s]
Epoch 0: |          | 1867/? [17:03<00:00,  1.82it/s]
Epoch 0: |          | 1868/? [17:04<00:00,  1.82it/s]
Epoch 0: |          | 1868/? [17:04<00:00,  1.82it/s]
Epoch 0: |          | 1869/? [17:04<00:00,  1.82it/s]
Epoch 0: |          | 1869/? [17:04<00:00,  1.82it/s]
Epoch 0: |          | 1870/? [17:05<00:00,  1.82it/s]
Epoch 0: |          | 1870/? [17:05<00:00,  1.82it/s]
Epoch 0: |          | 1871/? [17:05<00:00,  1.82it/s]
Epoch 0: |          | 1871/? [17:05<00:00,  1.82it/s]
Epoch 0: |          | 1872/? [17:06<00:00,  1.82it/s]
Epoch 0: |          | 1872/? [17:06<00:00,  1.82it/s]
Epoch 0: |          | 1873/? [17:06<00:00,  1.82it/s]
Epoch 0: |          | 1873/? [17:06<00:00,  1.82it/s]
Epoch 0: |          | 1874/? [17:07<00:00,  1.82it/s]
Epoch 0: |          | 1874/? [17:07<00:00,  1.82it/s]
Epoch 0: |          | 1875/? [17:07<00:00,  1.82it/s]
Epoch 0: |          | 1875/? [17:07<00:00,  1.82it/s]
Epoch 0: |          | 1876/? [17:07<00:00,  1.82it/s]
Epoch 0: |          | 1876/? [17:07<00:00,  1.82it/s]
Epoch 0: |          | 1877/? [17:08<00:00,  1.83it/s]
Epoch 0: |          | 1877/? [17:08<00:00,  1.83it/s]
Epoch 0: |          | 1878/? [17:08<00:00,  1.83it/s]
Epoch 0: |          | 1878/? [17:08<00:00,  1.83it/s]
Epoch 0: |          | 1879/? [17:09<00:00,  1.83it/s]
Epoch 0: |          | 1879/? [17:09<00:00,  1.83it/s]
Epoch 0: |          | 1880/? [17:09<00:00,  1.83it/s]
Epoch 0: |          | 1880/? [17:09<00:00,  1.83it/s]
Epoch 0: |          | 1881/? [17:10<00:00,  1.83it/s]
Epoch 0: |          | 1881/? [17:10<00:00,  1.83it/s]
Epoch 0: |          | 1882/? [17:10<00:00,  1.83it/s]
Epoch 0: |          | 1882/? [17:10<00:00,  1.83it/s]
Epoch 0: |          | 1883/? [17:11<00:00,  1.83it/s]
Epoch 0: |          | 1883/? [17:11<00:00,  1.83it/s]
Epoch 0: |          | 1884/? [17:11<00:00,  1.83it/s]
Epoch 0: |          | 1884/? [17:11<00:00,  1.83it/s]
Epoch 0: |          | 1885/? [17:12<00:00,  1.83it/s]
Epoch 0: |          | 1885/? [17:12<00:00,  1.83it/s]
Epoch 0: |          | 1886/? [17:12<00:00,  1.83it/s]
Epoch 0: |          | 1886/? [17:12<00:00,  1.83it/s]
Epoch 0: |          | 1887/? [17:12<00:00,  1.83it/s]
Epoch 0: |          | 1887/? [17:12<00:00,  1.83it/s]
Epoch 0: |          | 1888/? [17:13<00:00,  1.83it/s]
Epoch 0: |          | 1888/? [17:13<00:00,  1.83it/s]
Epoch 0: |          | 1889/? [17:13<00:00,  1.83it/s]
Epoch 0: |          | 1889/? [17:13<00:00,  1.83it/s]
Epoch 0: |          | 1890/? [17:14<00:00,  1.83it/s]
Epoch 0: |          | 1890/? [17:14<00:00,  1.83it/s]
Epoch 0: |          | 1891/? [17:14<00:00,  1.83it/s]
Epoch 0: |          | 1891/? [17:14<00:00,  1.83it/s]
Epoch 0: |          | 1892/? [17:15<00:00,  1.83it/s]
Epoch 0: |          | 1892/? [17:15<00:00,  1.83it/s]
Epoch 0: |          | 1893/? [17:15<00:00,  1.83it/s]
Epoch 0: |          | 1893/? [17:15<00:00,  1.83it/s]
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Epoch 0: |          | 1905/? [17:21<00:00,  1.83it/s]
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Epoch 0: |          | 1910/? [17:23<00:00,  1.83it/s]
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Epoch 0: |          | 1911/? [17:23<00:00,  1.83it/s]
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Epoch 0: |          | 1912/? [17:24<00:00,  1.83it/s]
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Epoch 0: |          | 1914/? [17:25<00:00,  1.83it/s]
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Epoch 0: |          | 1916/? [17:26<00:00,  1.83it/s]
Epoch 0: |          | 1916/? [17:26<00:00,  1.83it/s]
Epoch 0: |          | 1917/? [17:26<00:00,  1.83it/s]
Epoch 0: |          | 1917/? [17:26<00:00,  1.83it/s]
Epoch 0: |          | 1918/? [17:27<00:00,  1.83it/s]
Epoch 0: |          | 1918/? [17:27<00:00,  1.83it/s]
Epoch 0: |          | 1919/? [17:27<00:00,  1.83it/s]
Epoch 0: |          | 1919/? [17:27<00:00,  1.83it/s]
Epoch 0: |          | 1920/? [17:27<00:00,  1.83it/s]
Epoch 0: |          | 1920/? [17:27<00:00,  1.83it/s]
Epoch 0: |          | 1921/? [17:28<00:00,  1.83it/s]
Epoch 0: |          | 1921/? [17:28<00:00,  1.83it/s]
Epoch 0: |          | 1922/? [17:28<00:00,  1.83it/s]
Epoch 0: |          | 1922/? [17:28<00:00,  1.83it/s]
Epoch 0: |          | 1923/? [17:29<00:00,  1.83it/s]
Epoch 0: |          | 1923/? [17:29<00:00,  1.83it/s]
Epoch 0: |          | 1924/? [17:29<00:00,  1.83it/s]
Epoch 0: |          | 1924/? [17:29<00:00,  1.83it/s]
Epoch 0: |          | 1925/? [17:30<00:00,  1.83it/s]
Epoch 0: |          | 1925/? [17:30<00:00,  1.83it/s]
Epoch 0: |          | 1926/? [17:30<00:00,  1.83it/s]
Epoch 0: |          | 1926/? [17:30<00:00,  1.83it/s]
Epoch 0: |          | 1927/? [17:31<00:00,  1.83it/s]
Epoch 0: |          | 1927/? [17:31<00:00,  1.83it/s]
Epoch 0: |          | 1928/? [17:31<00:00,  1.83it/s]
Epoch 0: |          | 1928/? [17:31<00:00,  1.83it/s]
Epoch 0: |          | 1929/? [17:32<00:00,  1.83it/s]
Epoch 0: |          | 1929/? [17:32<00:00,  1.83it/s]
Epoch 0: |          | 1930/? [17:32<00:00,  1.83it/s]
Epoch 0: |          | 1930/? [17:32<00:00,  1.83it/s]
Epoch 0: |          | 1931/? [17:32<00:00,  1.83it/s]
Epoch 0: |          | 1931/? [17:32<00:00,  1.83it/s]
Epoch 0: |          | 1932/? [17:33<00:00,  1.83it/s]
Epoch 0: |          | 1932/? [17:33<00:00,  1.83it/s]
Epoch 0: |          | 1933/? [17:33<00:00,  1.83it/s]
Epoch 0: |          | 1933/? [17:33<00:00,  1.83it/s]
Epoch 0: |          | 1934/? [17:34<00:00,  1.83it/s]
Epoch 0: |          | 1934/? [17:34<00:00,  1.83it/s]
Epoch 0: |          | 1935/? [17:34<00:00,  1.83it/s]
Epoch 0: |          | 1935/? [17:34<00:00,  1.83it/s]
Epoch 0: |          | 1936/? [17:35<00:00,  1.83it/s]
Epoch 0: |          | 1936/? [17:35<00:00,  1.83it/s]
Epoch 0: |          | 1937/? [17:35<00:00,  1.83it/s]
Epoch 0: |          | 1937/? [17:35<00:00,  1.83it/s]
Epoch 0: |          | 1938/? [17:36<00:00,  1.84it/s]
Epoch 0: |          | 1938/? [17:36<00:00,  1.84it/s]
Epoch 0: |          | 1939/? [17:36<00:00,  1.84it/s]
Epoch 0: |          | 1939/? [17:36<00:00,  1.84it/s]
Epoch 0: |          | 1940/? [17:37<00:00,  1.84it/s]
Epoch 0: |          | 1940/? [17:37<00:00,  1.84it/s]
Epoch 0: |          | 1941/? [17:37<00:00,  1.84it/s]
Epoch 0: |          | 1941/? [17:37<00:00,  1.84it/s]
Epoch 0: |          | 1942/? [17:37<00:00,  1.84it/s]
Epoch 0: |          | 1942/? [17:37<00:00,  1.84it/s]
Epoch 0: |          | 1943/? [17:38<00:00,  1.84it/s]
Epoch 0: |          | 1943/? [17:38<00:00,  1.84it/s]
Epoch 0: |          | 1944/? [17:38<00:00,  1.84it/s]
Epoch 0: |          | 1944/? [17:38<00:00,  1.84it/s]
Epoch 0: |          | 1945/? [17:39<00:00,  1.84it/s]
Epoch 0: |          | 1945/? [17:39<00:00,  1.84it/s]
Epoch 0: |          | 1946/? [17:39<00:00,  1.84it/s]
Epoch 0: |          | 1946/? [17:39<00:00,  1.84it/s]
Epoch 0: |          | 1947/? [17:40<00:00,  1.84it/s]
Epoch 0: |          | 1947/? [17:40<00:00,  1.84it/s]
Epoch 0: |          | 1948/? [17:40<00:00,  1.84it/s]
Epoch 0: |          | 1948/? [17:40<00:00,  1.84it/s]
Epoch 0: |          | 1949/? [17:41<00:00,  1.84it/s]
Epoch 0: |          | 1949/? [17:41<00:00,  1.84it/s]
Epoch 0: |          | 1950/? [17:41<00:00,  1.84it/s]
Epoch 0: |          | 1950/? [17:41<00:00,  1.84it/s]
Epoch 0: |          | 1951/? [17:42<00:00,  1.84it/s]
Epoch 0: |          | 1951/? [17:42<00:00,  1.84it/s]
Epoch 0: |          | 1952/? [17:42<00:00,  1.84it/s]
Epoch 0: |          | 1952/? [17:42<00:00,  1.84it/s]
Epoch 0: |          | 1953/? [17:42<00:00,  1.84it/s]
Epoch 0: |          | 1953/? [17:42<00:00,  1.84it/s]
Epoch 0: |          | 1954/? [17:43<00:00,  1.84it/s]
Epoch 0: |          | 1954/? [17:43<00:00,  1.84it/s]
Epoch 0: |          | 1955/? [17:43<00:00,  1.84it/s]
Epoch 0: |          | 1955/? [17:43<00:00,  1.84it/s]
Epoch 0: |          | 1956/? [17:44<00:00,  1.84it/s]
Epoch 0: |          | 1956/? [17:44<00:00,  1.84it/s]
Epoch 0: |          | 1957/? [17:44<00:00,  1.84it/s]
Epoch 0: |          | 1957/? [17:44<00:00,  1.84it/s]
Epoch 0: |          | 1958/? [17:45<00:00,  1.84it/s]
Epoch 0: |          | 1958/? [17:45<00:00,  1.84it/s]
Epoch 0: |          | 1959/? [17:45<00:00,  1.84it/s]
Epoch 0: |          | 1959/? [17:45<00:00,  1.84it/s]
Epoch 0: |          | 1960/? [17:46<00:00,  1.84it/s]
Epoch 0: |          | 1960/? [17:46<00:00,  1.84it/s]
Epoch 0: |          | 1961/? [17:46<00:00,  1.84it/s]
Epoch 0: |          | 1961/? [17:46<00:00,  1.84it/s]
Epoch 0: |          | 1962/? [17:47<00:00,  1.84it/s]
Epoch 0: |          | 1962/? [17:47<00:00,  1.84it/s]
Epoch 0: |          | 1963/? [17:47<00:00,  1.84it/s]
Epoch 0: |          | 1963/? [17:47<00:00,  1.84it/s]
Epoch 0: |          | 1964/? [17:48<00:00,  1.84it/s]
Epoch 0: |          | 1964/? [17:48<00:00,  1.84it/s]
Epoch 0: |          | 1965/? [17:48<00:00,  1.84it/s]
Epoch 0: |          | 1965/? [17:48<00:00,  1.84it/s]
Epoch 0: |          | 1966/? [17:48<00:00,  1.84it/s]
Epoch 0: |          | 1966/? [17:48<00:00,  1.84it/s]
Epoch 0: |          | 1967/? [17:49<00:00,  1.84it/s]
Epoch 0: |          | 1967/? [17:49<00:00,  1.84it/s]
Epoch 0: |          | 1968/? [17:49<00:00,  1.84it/s]
Epoch 0: |          | 1968/? [17:49<00:00,  1.84it/s]
Epoch 0: |          | 1969/? [17:50<00:00,  1.84it/s]
Epoch 0: |          | 1969/? [17:50<00:00,  1.84it/s]
Epoch 0: |          | 1970/? [17:50<00:00,  1.84it/s]
Epoch 0: |          | 1970/? [17:50<00:00,  1.84it/s]
Epoch 0: |          | 1971/? [17:51<00:00,  1.84it/s]
Epoch 0: |          | 1971/? [17:51<00:00,  1.84it/s]
Epoch 0: |          | 1972/? [17:51<00:00,  1.84it/s]
Epoch 0: |          | 1972/? [17:51<00:00,  1.84it/s]
Epoch 0: |          | 1973/? [17:52<00:00,  1.84it/s]
Epoch 0: |          | 1973/? [17:52<00:00,  1.84it/s]
Epoch 0: |          | 1974/? [17:52<00:00,  1.84it/s]
Epoch 0: |          | 1974/? [17:52<00:00,  1.84it/s]
Epoch 0: |          | 1975/? [17:53<00:00,  1.84it/s]
Epoch 0: |          | 1975/? [17:53<00:00,  1.84it/s]
Epoch 0: |          | 1976/? [17:53<00:00,  1.84it/s]
Epoch 0: |          | 1976/? [17:53<00:00,  1.84it/s]
Epoch 0: |          | 1977/? [17:54<00:00,  1.84it/s]
Epoch 0: |          | 1977/? [17:54<00:00,  1.84it/s]
Epoch 0: |          | 1978/? [17:54<00:00,  1.84it/s]
Epoch 0: |          | 1978/? [17:54<00:00,  1.84it/s]
Epoch 0: |          | 1979/? [17:54<00:00,  1.84it/s]
Epoch 0: |          | 1979/? [17:54<00:00,  1.84it/s]
Epoch 0: |          | 1980/? [17:55<00:00,  1.84it/s]
Epoch 0: |          | 1980/? [17:55<00:00,  1.84it/s]
Epoch 0: |          | 1981/? [17:55<00:00,  1.84it/s]
Epoch 0: |          | 1981/? [17:55<00:00,  1.84it/s]
Epoch 0: |          | 1982/? [17:56<00:00,  1.84it/s]
Epoch 0: |          | 1982/? [17:56<00:00,  1.84it/s]
Epoch 0: |          | 1983/? [17:56<00:00,  1.84it/s]
Epoch 0: |          | 1983/? [17:56<00:00,  1.84it/s]
Epoch 0: |          | 1984/? [17:57<00:00,  1.84it/s]
Epoch 0: |          | 1984/? [17:57<00:00,  1.84it/s]
Epoch 0: |          | 1985/? [17:57<00:00,  1.84it/s]
Epoch 0: |          | 1985/? [17:57<00:00,  1.84it/s]
Epoch 0: |          | 1986/? [17:58<00:00,  1.84it/s]
Epoch 0: |          | 1986/? [17:58<00:00,  1.84it/s]
Epoch 0: |          | 1987/? [17:58<00:00,  1.84it/s]
Epoch 0: |          | 1987/? [17:58<00:00,  1.84it/s]
Epoch 0: |          | 1988/? [17:59<00:00,  1.84it/s]
Epoch 0: |          | 1988/? [17:59<00:00,  1.84it/s]
Epoch 0: |          | 1989/? [17:59<00:00,  1.84it/s]
Epoch 0: |          | 1989/? [17:59<00:00,  1.84it/s]
Epoch 0: |          | 1990/? [17:59<00:00,  1.84it/s]
Epoch 0: |          | 1990/? [17:59<00:00,  1.84it/s]
Epoch 0: |          | 1991/? [18:00<00:00,  1.84it/s]
Epoch 0: |          | 1991/? [18:00<00:00,  1.84it/s]
Epoch 0: |          | 1992/? [18:00<00:00,  1.84it/s]
Epoch 0: |          | 1992/? [18:00<00:00,  1.84it/s]
Epoch 0: |          | 1993/? [18:01<00:00,  1.84it/s]
Epoch 0: |          | 1993/? [18:01<00:00,  1.84it/s]
Epoch 0: |          | 1994/? [18:01<00:00,  1.84it/s]
Epoch 0: |          | 1994/? [18:01<00:00,  1.84it/s]
Epoch 0: |          | 1995/? [18:02<00:00,  1.84it/s]
Epoch 0: |          | 1995/? [18:02<00:00,  1.84it/s]
Epoch 0: |          | 1996/? [18:02<00:00,  1.84it/s]
Epoch 0: |          | 1996/? [18:02<00:00,  1.84it/s]
Epoch 0: |          | 1997/? [18:03<00:00,  1.84it/s]
Epoch 0: |          | 1997/? [18:03<00:00,  1.84it/s]
Epoch 0: |          | 1998/? [18:03<00:00,  1.84it/s]
Epoch 0: |          | 1998/? [18:03<00:00,  1.84it/s]
Epoch 0: |          | 1999/? [18:04<00:00,  1.84it/s]
Epoch 0: |          | 1999/? [18:04<00:00,  1.84it/s]
Epoch 0: |          | 2000/? [18:04<00:00,  1.84it/s]
Epoch 0: |          | 2000/? [18:04<00:00,  1.84it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  3.09it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  2.87it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:01<00:00,  2.89it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  2.81it/s][A
[A
Epoch 0: |          | 2000/? [18:06<00:00,  1.84it/s]
Epoch 0: |          | 2001/? [18:06<00:00,  1.84it/s]
Epoch 0: |          | 2001/? [18:06<00:00,  1.84it/s]
Epoch 0: |          | 2002/? [18:06<00:00,  1.84it/s]
Epoch 0: |          | 2002/? [18:06<00:00,  1.84it/s]
Epoch 0: |          | 2003/? [18:07<00:00,  1.84it/s]
Epoch 0: |          | 2003/? [18:07<00:00,  1.84it/s]
Epoch 0: |          | 2004/? [18:07<00:00,  1.84it/s]
Epoch 0: |          | 2004/? [18:07<00:00,  1.84it/s]
Epoch 0: |          | 2005/? [18:08<00:00,  1.84it/s]
Epoch 0: |          | 2005/? [18:08<00:00,  1.84it/s]
Epoch 0: |          | 2006/? [18:08<00:00,  1.84it/s]
Epoch 0: |          | 2006/? [18:08<00:00,  1.84it/s]
Epoch 0: |          | 2007/? [18:09<00:00,  1.84it/s]
Epoch 0: |          | 2007/? [18:09<00:00,  1.84it/s]
Epoch 0: |          | 2008/? [18:09<00:00,  1.84it/s]
Epoch 0: |          | 2008/? [18:09<00:00,  1.84it/s]
Epoch 0: |          | 2009/? [18:10<00:00,  1.84it/s]
Epoch 0: |          | 2009/? [18:10<00:00,  1.84it/s]
Epoch 0: |          | 2010/? [18:10<00:00,  1.84it/s]
Epoch 0: |          | 2010/? [18:10<00:00,  1.84it/s]
Epoch 0: |          | 2011/? [18:11<00:00,  1.84it/s]
Epoch 0: |          | 2011/? [18:11<00:00,  1.84it/s]
Epoch 0: |          | 2012/? [18:11<00:00,  1.84it/s]
Epoch 0: |          | 2012/? [18:11<00:00,  1.84it/s]
Epoch 0: |          | 2013/? [18:11<00:00,  1.84it/s]
Epoch 0: |          | 2013/? [18:11<00:00,  1.84it/s]
Epoch 0: |          | 2014/? [18:12<00:00,  1.84it/s]
Epoch 0: |          | 2014/? [18:12<00:00,  1.84it/s]
Epoch 0: |          | 2015/? [18:12<00:00,  1.84it/s]
Epoch 0: |          | 2015/? [18:12<00:00,  1.84it/s]
Epoch 0: |          | 2016/? [18:13<00:00,  1.84it/s]
Epoch 0: |          | 2016/? [18:13<00:00,  1.84it/s]
Epoch 0: |          | 2017/? [18:13<00:00,  1.84it/s]
Epoch 0: |          | 2017/? [18:13<00:00,  1.84it/s]
Epoch 0: |          | 2018/? [18:14<00:00,  1.84it/s]
Epoch 0: |          | 2018/? [18:14<00:00,  1.84it/s]
Epoch 0: |          | 2019/? [18:14<00:00,  1.84it/s]
Epoch 0: |          | 2019/? [18:14<00:00,  1.84it/s]
Epoch 0: |          | 2020/? [18:15<00:00,  1.84it/s]
Epoch 0: |          | 2020/? [18:15<00:00,  1.84it/s]
Epoch 0: |          | 2021/? [18:15<00:00,  1.84it/s]
Epoch 0: |          | 2021/? [18:15<00:00,  1.84it/s]
Epoch 0: |          | 2022/? [18:16<00:00,  1.84it/s]
Epoch 0: |          | 2022/? [18:16<00:00,  1.84it/s]
Epoch 0: |          | 2023/? [18:16<00:00,  1.84it/s]
Epoch 0: |          | 2023/? [18:16<00:00,  1.84it/s]
Epoch 0: |          | 2024/? [18:16<00:00,  1.85it/s]
Epoch 0: |          | 2024/? [18:16<00:00,  1.85it/s]
Epoch 0: |          | 2025/? [18:17<00:00,  1.85it/s]
Epoch 0: |          | 2025/? [18:17<00:00,  1.85it/s]
Epoch 0: |          | 2026/? [18:17<00:00,  1.85it/s]
Epoch 0: |          | 2026/? [18:17<00:00,  1.85it/s]
Epoch 0: |          | 2027/? [18:18<00:00,  1.85it/s]
Epoch 0: |          | 2027/? [18:18<00:00,  1.85it/s]
Epoch 0: |          | 2028/? [18:18<00:00,  1.85it/s]
Epoch 0: |          | 2028/? [18:18<00:00,  1.85it/s]
Epoch 0: |          | 2029/? [18:19<00:00,  1.85it/s]
Epoch 0: |          | 2029/? [18:19<00:00,  1.85it/s]
Epoch 0: |          | 2030/? [18:19<00:00,  1.85it/s]
Epoch 0: |          | 2030/? [18:19<00:00,  1.85it/s]
Epoch 0: |          | 2031/? [18:20<00:00,  1.85it/s]
Epoch 0: |          | 2031/? [18:20<00:00,  1.85it/s]
Epoch 0: |          | 2032/? [18:20<00:00,  1.85it/s]
Epoch 0: |          | 2032/? [18:20<00:00,  1.85it/s]
Epoch 0: |          | 2033/? [18:21<00:00,  1.85it/s]
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Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  3.26it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  2.99it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.02it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  2.93it/s][A
[A
Epoch 0: |          | 2200/? [19:37<00:00,  1.87it/s]
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Epoch 0: |          | 2292/? [20:19<00:00,  1.88it/s]
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Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  3.50it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.20it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.23it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.12it/s][A
[A
Epoch 0: |          | 2400/? [21:09<00:00,  1.89it/s]
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Epoch 0: |          | 2591/? [22:33<00:00,  1.91it/s]
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Epoch 0: |          | 2600/? [22:37<00:00,  1.92it/s]
Epoch 0: |          | 2600/? [22:37<00:00,  1.92it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  3.40it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.13it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.17it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.09it/s][A
[A
Epoch 0: |          | 2600/? [22:38<00:00,  1.91it/s]
Epoch 0: |          | 2601/? [22:39<00:00,  1.91it/s]
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Epoch 0: |          | 2602/? [22:39<00:00,  1.91it/s]
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Epoch 0: |          | 2603/? [22:40<00:00,  1.91it/s]
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Epoch 0: |          | 2612/? [22:44<00:00,  1.91it/s]
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Epoch 0: |          | 2613/? [22:44<00:00,  1.91it/s]
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Epoch 0: |          | 2631/? [22:52<00:00,  1.92it/s]
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Epoch 0: |          | 2640/? [22:56<00:00,  1.92it/s]
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Epoch 0: |          | 2641/? [22:57<00:00,  1.92it/s]
Epoch 0: |          | 2641/? [22:57<00:00,  1.92it/s]
Epoch 0: |          | 2642/? [22:57<00:00,  1.92it/s]
Epoch 0: |          | 2642/? [22:57<00:00,  1.92it/s]
Epoch 0: |          | 2643/? [22:58<00:00,  1.92it/s]
Epoch 0: |          | 2643/? [22:58<00:00,  1.92it/s]
Epoch 0: |          | 2644/? [22:58<00:00,  1.92it/s]
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Epoch 0: |          | 2645/? [22:58<00:00,  1.92it/s]
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Epoch 0: |          | 2646/? [22:59<00:00,  1.92it/s]
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Epoch 0: |          | 2648/? [23:00<00:00,  1.92it/s]
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Epoch 0: |          | 2649/? [23:00<00:00,  1.92it/s]
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Epoch 0: |          | 2650/? [23:01<00:00,  1.92it/s]
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Epoch 0: |          | 2651/? [23:01<00:00,  1.92it/s]
Epoch 0: |          | 2651/? [23:01<00:00,  1.92it/s]
Epoch 0: |          | 2652/? [23:02<00:00,  1.92it/s]
Epoch 0: |          | 2652/? [23:02<00:00,  1.92it/s]
Epoch 0: |          | 2653/? [23:02<00:00,  1.92it/s]
Epoch 0: |          | 2653/? [23:02<00:00,  1.92it/s]
Epoch 0: |          | 2654/? [23:02<00:00,  1.92it/s]
Epoch 0: |          | 2654/? [23:02<00:00,  1.92it/s]
Epoch 0: |          | 2655/? [23:03<00:00,  1.92it/s]
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Epoch 0: |          | 2656/? [23:03<00:00,  1.92it/s]
Epoch 0: |          | 2656/? [23:03<00:00,  1.92it/s]
Epoch 0: |          | 2657/? [23:04<00:00,  1.92it/s]
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Epoch 0: |          | 2659/? [23:05<00:00,  1.92it/s]
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Epoch 0: |          | 2660/? [23:05<00:00,  1.92it/s]
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Epoch 0: |          | 2661/? [23:05<00:00,  1.92it/s]
Epoch 0: |          | 2661/? [23:05<00:00,  1.92it/s]
Epoch 0: |          | 2662/? [23:06<00:00,  1.92it/s]
Epoch 0: |          | 2662/? [23:06<00:00,  1.92it/s]
Epoch 0: |          | 2663/? [23:06<00:00,  1.92it/s]
Epoch 0: |          | 2663/? [23:06<00:00,  1.92it/s]
Epoch 0: |          | 2664/? [23:07<00:00,  1.92it/s]
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Epoch 0: |          | 2665/? [23:07<00:00,  1.92it/s]
Epoch 0: |          | 2665/? [23:07<00:00,  1.92it/s]
Epoch 0: |          | 2666/? [23:08<00:00,  1.92it/s]
Epoch 0: |          | 2666/? [23:08<00:00,  1.92it/s]
Epoch 0: |          | 2667/? [23:08<00:00,  1.92it/s]
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Epoch 0: |          | 2668/? [23:09<00:00,  1.92it/s]
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Epoch 0: |          | 2669/? [23:09<00:00,  1.92it/s]
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Epoch 0: |          | 2670/? [23:10<00:00,  1.92it/s]
Epoch 0: |          | 2670/? [23:10<00:00,  1.92it/s]
Epoch 0: |          | 2671/? [23:10<00:00,  1.92it/s]
Epoch 0: |          | 2671/? [23:10<00:00,  1.92it/s]
Epoch 0: |          | 2672/? [23:10<00:00,  1.92it/s]
Epoch 0: |          | 2672/? [23:10<00:00,  1.92it/s]
Epoch 0: |          | 2673/? [23:11<00:00,  1.92it/s]
Epoch 0: |          | 2673/? [23:11<00:00,  1.92it/s]
Epoch 0: |          | 2674/? [23:11<00:00,  1.92it/s]
Epoch 0: |          | 2674/? [23:11<00:00,  1.92it/s]
Epoch 0: |          | 2675/? [23:12<00:00,  1.92it/s]
Epoch 0: |          | 2675/? [23:12<00:00,  1.92it/s]
Epoch 0: |          | 2676/? [23:12<00:00,  1.92it/s]
Epoch 0: |          | 2676/? [23:12<00:00,  1.92it/s]
Epoch 0: |          | 2677/? [23:13<00:00,  1.92it/s]
Epoch 0: |          | 2677/? [23:13<00:00,  1.92it/s]
Epoch 0: |          | 2678/? [23:13<00:00,  1.92it/s]
Epoch 0: |          | 2678/? [23:13<00:00,  1.92it/s]
Epoch 0: |          | 2679/? [23:14<00:00,  1.92it/s]
Epoch 0: |          | 2679/? [23:14<00:00,  1.92it/s]
Epoch 0: |          | 2680/? [23:14<00:00,  1.92it/s]
Epoch 0: |          | 2680/? [23:14<00:00,  1.92it/s]
Epoch 0: |          | 2681/? [23:14<00:00,  1.92it/s]
Epoch 0: |          | 2681/? [23:14<00:00,  1.92it/s]
Epoch 0: |          | 2682/? [23:15<00:00,  1.92it/s]
Epoch 0: |          | 2682/? [23:15<00:00,  1.92it/s]
Epoch 0: |          | 2683/? [23:15<00:00,  1.92it/s]
Epoch 0: |          | 2683/? [23:15<00:00,  1.92it/s]
Epoch 0: |          | 2684/? [23:16<00:00,  1.92it/s]
Epoch 0: |          | 2684/? [23:16<00:00,  1.92it/s]
Epoch 0: |          | 2685/? [23:16<00:00,  1.92it/s]
Epoch 0: |          | 2685/? [23:16<00:00,  1.92it/s]
Epoch 0: |          | 2686/? [23:17<00:00,  1.92it/s]
Epoch 0: |          | 2686/? [23:17<00:00,  1.92it/s]
Epoch 0: |          | 2687/? [23:17<00:00,  1.92it/s]
Epoch 0: |          | 2687/? [23:17<00:00,  1.92it/s]
Epoch 0: |          | 2688/? [23:17<00:00,  1.92it/s]
Epoch 0: |          | 2688/? [23:17<00:00,  1.92it/s]
Epoch 0: |          | 2689/? [23:18<00:00,  1.92it/s]
Epoch 0: |          | 2689/? [23:18<00:00,  1.92it/s]
Epoch 0: |          | 2690/? [23:18<00:00,  1.92it/s]
Epoch 0: |          | 2690/? [23:18<00:00,  1.92it/s]
Epoch 0: |          | 2691/? [23:19<00:00,  1.92it/s]
Epoch 0: |          | 2691/? [23:19<00:00,  1.92it/s]
Epoch 0: |          | 2692/? [23:19<00:00,  1.92it/s]
Epoch 0: |          | 2692/? [23:19<00:00,  1.92it/s]
Epoch 0: |          | 2693/? [23:20<00:00,  1.92it/s]
Epoch 0: |          | 2693/? [23:20<00:00,  1.92it/s]
Epoch 0: |          | 2694/? [23:20<00:00,  1.92it/s]
Epoch 0: |          | 2694/? [23:20<00:00,  1.92it/s]
Epoch 0: |          | 2695/? [23:20<00:00,  1.92it/s]
Epoch 0: |          | 2695/? [23:20<00:00,  1.92it/s]
Epoch 0: |          | 2696/? [23:21<00:00,  1.92it/s]
Epoch 0: |          | 2696/? [23:21<00:00,  1.92it/s]
Epoch 0: |          | 2697/? [23:21<00:00,  1.92it/s]
Epoch 0: |          | 2697/? [23:21<00:00,  1.92it/s]
Epoch 0: |          | 2698/? [23:22<00:00,  1.92it/s]
Epoch 0: |          | 2698/? [23:22<00:00,  1.92it/s]
Epoch 0: |          | 2699/? [23:22<00:00,  1.92it/s]
Epoch 0: |          | 2699/? [23:22<00:00,  1.92it/s]
Epoch 0: |          | 2700/? [23:23<00:00,  1.92it/s]
Epoch 0: |          | 2700/? [23:23<00:00,  1.92it/s]
Epoch 0: |          | 2701/? [23:23<00:00,  1.92it/s]
Epoch 0: |          | 2701/? [23:23<00:00,  1.92it/s]
Epoch 0: |          | 2702/? [23:24<00:00,  1.92it/s]
Epoch 0: |          | 2702/? [23:24<00:00,  1.92it/s]
Epoch 0: |          | 2703/? [23:24<00:00,  1.92it/s]
Epoch 0: |          | 2703/? [23:24<00:00,  1.92it/s]
Epoch 0: |          | 2704/? [23:24<00:00,  1.92it/s]
Epoch 0: |          | 2704/? [23:24<00:00,  1.92it/s]
Epoch 0: |          | 2705/? [23:25<00:00,  1.92it/s]
Epoch 0: |          | 2705/? [23:25<00:00,  1.92it/s]
Epoch 0: |          | 2706/? [23:25<00:00,  1.92it/s]
Epoch 0: |          | 2706/? [23:25<00:00,  1.92it/s]
Epoch 0: |          | 2707/? [23:26<00:00,  1.92it/s]
Epoch 0: |          | 2707/? [23:26<00:00,  1.92it/s]
Epoch 0: |          | 2708/? [23:26<00:00,  1.93it/s]
Epoch 0: |          | 2708/? [23:26<00:00,  1.93it/s]
Epoch 0: |          | 2709/? [23:27<00:00,  1.93it/s]
Epoch 0: |          | 2709/? [23:27<00:00,  1.93it/s]
Epoch 0: |          | 2710/? [23:27<00:00,  1.93it/s]
Epoch 0: |          | 2710/? [23:27<00:00,  1.93it/s]
Epoch 0: |          | 2711/? [23:28<00:00,  1.93it/s]
Epoch 0: |          | 2711/? [23:28<00:00,  1.93it/s]
Epoch 0: |          | 2712/? [23:28<00:00,  1.93it/s]
Epoch 0: |          | 2712/? [23:28<00:00,  1.93it/s]
Epoch 0: |          | 2713/? [23:28<00:00,  1.93it/s]
Epoch 0: |          | 2713/? [23:28<00:00,  1.93it/s]
Epoch 0: |          | 2714/? [23:29<00:00,  1.93it/s]
Epoch 0: |          | 2714/? [23:29<00:00,  1.93it/s]
Epoch 0: |          | 2715/? [23:29<00:00,  1.93it/s]
Epoch 0: |          | 2715/? [23:29<00:00,  1.93it/s]
Epoch 0: |          | 2716/? [23:30<00:00,  1.93it/s]
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Epoch 0: |          | 2719/? [23:31<00:00,  1.93it/s]
Epoch 0: |          | 2720/? [23:32<00:00,  1.93it/s]
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Epoch 0: |          | 2753/? [23:46<00:00,  1.93it/s]
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Epoch 0: |          | 2756/? [23:47<00:00,  1.93it/s]
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Epoch 0: |          | 2757/? [23:48<00:00,  1.93it/s]
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Epoch 0: |          | 2761/? [23:50<00:00,  1.93it/s]
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Epoch 0: |          | 2762/? [23:50<00:00,  1.93it/s]
Epoch 0: |          | 2762/? [23:50<00:00,  1.93it/s]
Epoch 0: |          | 2763/? [23:50<00:00,  1.93it/s]
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Epoch 0: |          | 2764/? [23:51<00:00,  1.93it/s]
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Epoch 0: |          | 2768/? [23:53<00:00,  1.93it/s]
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Epoch 0: |          | 2769/? [23:53<00:00,  1.93it/s]
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Epoch 0: |          | 2770/? [23:53<00:00,  1.93it/s]
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Epoch 0: |          | 2771/? [23:54<00:00,  1.93it/s]
Epoch 0: |          | 2771/? [23:54<00:00,  1.93it/s]
Epoch 0: |          | 2772/? [23:54<00:00,  1.93it/s]
Epoch 0: |          | 2772/? [23:54<00:00,  1.93it/s]
Epoch 0: |          | 2773/? [23:55<00:00,  1.93it/s]
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Epoch 0: |          | 2774/? [23:55<00:00,  1.93it/s]
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Epoch 0: |          | 2775/? [23:56<00:00,  1.93it/s]
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Epoch 0: |          | 2776/? [23:56<00:00,  1.93it/s]
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Epoch 0: |          | 2780/? [23:58<00:00,  1.93it/s]
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Epoch 0: |          | 2781/? [23:58<00:00,  1.93it/s]
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Epoch 0: |          | 2782/? [23:59<00:00,  1.93it/s]
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Epoch 0: |          | 2791/? [24:03<00:00,  1.93it/s]
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Epoch 0: |          | 2792/? [24:03<00:00,  1.93it/s]
Epoch 0: |          | 2792/? [24:03<00:00,  1.93it/s]
Epoch 0: |          | 2793/? [24:03<00:00,  1.93it/s]
Epoch 0: |          | 2793/? [24:03<00:00,  1.93it/s]
Epoch 0: |          | 2794/? [24:04<00:00,  1.93it/s]
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Epoch 0: |          | 2795/? [24:04<00:00,  1.93it/s]
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Epoch 0: |          | 2796/? [24:05<00:00,  1.93it/s]
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Epoch 0: |          | 2797/? [24:05<00:00,  1.93it/s]
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Epoch 0: |          | 2800/? [24:07<00:00,  1.94it/s]
Epoch 0: |          | 2800/? [24:07<00:00,  1.94it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  3.83it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.48it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.51it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.40it/s][A
[A
Epoch 0: |          | 2800/? [24:08<00:00,  1.93it/s]
Epoch 0: |          | 2801/? [24:08<00:00,  1.93it/s]
Epoch 0: |          | 2801/? [24:08<00:00,  1.93it/s]
Epoch 0: |          | 2802/? [24:09<00:00,  1.93it/s]
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Epoch 0: |          | 2803/? [24:09<00:00,  1.93it/s]
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Epoch 0: |          | 2804/? [24:09<00:00,  1.93it/s]
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Epoch 0: |          | 2805/? [24:10<00:00,  1.93it/s]
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Epoch 0: |          | 2807/? [24:11<00:00,  1.93it/s]
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Epoch 0: |          | 2808/? [24:11<00:00,  1.93it/s]
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Epoch 0: |          | 2809/? [24:12<00:00,  1.93it/s]
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Epoch 0: |          | 2810/? [24:12<00:00,  1.93it/s]
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Epoch 0: |          | 2811/? [24:12<00:00,  1.93it/s]
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Epoch 0: |          | 2812/? [24:13<00:00,  1.93it/s]
Epoch 0: |          | 2812/? [24:13<00:00,  1.93it/s]
Epoch 0: |          | 2813/? [24:13<00:00,  1.93it/s]
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Epoch 0: |          | 2814/? [24:14<00:00,  1.93it/s]
Epoch 0: |          | 2814/? [24:14<00:00,  1.93it/s]
Epoch 0: |          | 2815/? [24:14<00:00,  1.94it/s]
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Epoch 0: |          | 2816/? [24:15<00:00,  1.94it/s]
Epoch 0: |          | 2816/? [24:15<00:00,  1.94it/s]
Epoch 0: |          | 2817/? [24:15<00:00,  1.94it/s]
Epoch 0: |          | 2817/? [24:15<00:00,  1.94it/s]
Epoch 0: |          | 2818/? [24:16<00:00,  1.94it/s]
Epoch 0: |          | 2818/? [24:16<00:00,  1.94it/s]
Epoch 0: |          | 2819/? [24:16<00:00,  1.94it/s]
Epoch 0: |          | 2819/? [24:16<00:00,  1.94it/s]
Epoch 0: |          | 2820/? [24:16<00:00,  1.94it/s]
Epoch 0: |          | 2820/? [24:16<00:00,  1.94it/s]
Epoch 0: |          | 2821/? [24:17<00:00,  1.94it/s]
Epoch 0: |          | 2821/? [24:17<00:00,  1.94it/s]
Epoch 0: |          | 2822/? [24:17<00:00,  1.94it/s]
Epoch 0: |          | 2822/? [24:17<00:00,  1.94it/s]
Epoch 0: |          | 2823/? [24:18<00:00,  1.94it/s]
Epoch 0: |          | 2823/? [24:18<00:00,  1.94it/s]
Epoch 0: |          | 2824/? [24:18<00:00,  1.94it/s]
Epoch 0: |          | 2824/? [24:18<00:00,  1.94it/s]
Epoch 0: |          | 2825/? [24:19<00:00,  1.94it/s]
Epoch 0: |          | 2825/? [24:19<00:00,  1.94it/s]
Epoch 0: |          | 2826/? [24:19<00:00,  1.94it/s]
Epoch 0: |          | 2826/? [24:19<00:00,  1.94it/s]
Epoch 0: |          | 2827/? [24:19<00:00,  1.94it/s]
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Epoch 0: |          | 2828/? [24:20<00:00,  1.94it/s]
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Epoch 0: |          | 2829/? [24:20<00:00,  1.94it/s]
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Epoch 0: |          | 2830/? [24:21<00:00,  1.94it/s]
Epoch 0: |          | 2830/? [24:21<00:00,  1.94it/s]
Epoch 0: |          | 2831/? [24:21<00:00,  1.94it/s]
Epoch 0: |          | 2831/? [24:21<00:00,  1.94it/s]
Epoch 0: |          | 2832/? [24:22<00:00,  1.94it/s]
Epoch 0: |          | 2832/? [24:22<00:00,  1.94it/s]
Epoch 0: |          | 2833/? [24:22<00:00,  1.94it/s]
Epoch 0: |          | 2833/? [24:22<00:00,  1.94it/s]
Epoch 0: |          | 2834/? [24:22<00:00,  1.94it/s]
Epoch 0: |          | 2834/? [24:22<00:00,  1.94it/s]
Epoch 0: |          | 2835/? [24:23<00:00,  1.94it/s]
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Epoch 0: |          | 2836/? [24:23<00:00,  1.94it/s]
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Epoch 0: |          | 2837/? [24:24<00:00,  1.94it/s]
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Epoch 0: |          | 2838/? [24:24<00:00,  1.94it/s]
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Epoch 0: |          | 2839/? [24:25<00:00,  1.94it/s]
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Epoch 0: |          | 2840/? [24:25<00:00,  1.94it/s]
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Epoch 0: |          | 2841/? [24:25<00:00,  1.94it/s]
Epoch 0: |          | 2841/? [24:25<00:00,  1.94it/s]
Epoch 0: |          | 2842/? [24:26<00:00,  1.94it/s]
Epoch 0: |          | 2842/? [24:26<00:00,  1.94it/s]
Epoch 0: |          | 2843/? [24:26<00:00,  1.94it/s]
Epoch 0: |          | 2843/? [24:26<00:00,  1.94it/s]
Epoch 0: |          | 2844/? [24:27<00:00,  1.94it/s]
Epoch 0: |          | 2844/? [24:27<00:00,  1.94it/s]
Epoch 0: |          | 2845/? [24:27<00:00,  1.94it/s]
Epoch 0: |          | 2845/? [24:27<00:00,  1.94it/s]
Epoch 0: |          | 2846/? [24:28<00:00,  1.94it/s]
Epoch 0: |          | 2846/? [24:28<00:00,  1.94it/s]
Epoch 0: |          | 2847/? [24:28<00:00,  1.94it/s]
Epoch 0: |          | 2847/? [24:28<00:00,  1.94it/s]
Epoch 0: |          | 2848/? [24:29<00:00,  1.94it/s]
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Epoch 0: |          | 2849/? [24:29<00:00,  1.94it/s]
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Epoch 0: |          | 2850/? [24:29<00:00,  1.94it/s]
Epoch 0: |          | 2850/? [24:29<00:00,  1.94it/s]
Epoch 0: |          | 2851/? [24:30<00:00,  1.94it/s]
Epoch 0: |          | 2851/? [24:30<00:00,  1.94it/s]
Epoch 0: |          | 2852/? [24:30<00:00,  1.94it/s]
Epoch 0: |          | 2852/? [24:30<00:00,  1.94it/s]
Epoch 0: |          | 2853/? [24:31<00:00,  1.94it/s]
Epoch 0: |          | 2853/? [24:31<00:00,  1.94it/s]
Epoch 0: |          | 2854/? [24:31<00:00,  1.94it/s]
Epoch 0: |          | 2854/? [24:31<00:00,  1.94it/s]
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Epoch 0: |          | 2951/? [25:13<00:00,  1.95it/s]
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Epoch 0: |          | 2952/? [25:13<00:00,  1.95it/s]
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Epoch 0: |          | 2953/? [25:14<00:00,  1.95it/s]
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Epoch 0: |          | 2954/? [25:14<00:00,  1.95it/s]
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Epoch 0: |          | 2956/? [25:15<00:00,  1.95it/s]
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Epoch 0: |          | 2957/? [25:16<00:00,  1.95it/s]
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Epoch 0: |          | 2958/? [25:16<00:00,  1.95it/s]
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Epoch 0: |          | 2960/? [25:17<00:00,  1.95it/s]
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Epoch 0: |          | 2961/? [25:17<00:00,  1.95it/s]
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Epoch 0: |          | 2962/? [25:18<00:00,  1.95it/s]
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Epoch 0: |          | 2963/? [25:18<00:00,  1.95it/s]
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Epoch 0: |          | 2964/? [25:19<00:00,  1.95it/s]
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Epoch 0: |          | 2965/? [25:19<00:00,  1.95it/s]
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Epoch 0: |          | 2966/? [25:20<00:00,  1.95it/s]
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Epoch 0: |          | 2967/? [25:20<00:00,  1.95it/s]
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Epoch 0: |          | 2969/? [25:21<00:00,  1.95it/s]
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Epoch 0: |          | 2970/? [25:21<00:00,  1.95it/s]
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Epoch 0: |          | 2971/? [25:22<00:00,  1.95it/s]
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Epoch 0: |          | 2973/? [25:23<00:00,  1.95it/s]
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Epoch 0: |          | 2976/? [25:24<00:00,  1.95it/s]
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Epoch 0: |          | 2977/? [25:24<00:00,  1.95it/s]
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Epoch 0: |          | 2978/? [25:25<00:00,  1.95it/s]
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Epoch 0: |          | 2980/? [25:26<00:00,  1.95it/s]
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Epoch 0: |          | 2981/? [25:26<00:00,  1.95it/s]
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Epoch 0: |          | 2983/? [25:27<00:00,  1.95it/s]
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Epoch 0: |          | 2985/? [25:28<00:00,  1.95it/s]
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Epoch 0: |          | 2986/? [25:28<00:00,  1.95it/s]
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Epoch 0: |          | 2987/? [25:29<00:00,  1.95it/s]
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Epoch 0: |          | 2991/? [25:30<00:00,  1.95it/s]
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Epoch 0: |          | 2992/? [25:31<00:00,  1.95it/s]
Epoch 0: |          | 2992/? [25:31<00:00,  1.95it/s]
Epoch 0: |          | 2993/? [25:31<00:00,  1.95it/s]
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Epoch 0: |          | 2994/? [25:32<00:00,  1.95it/s]
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Epoch 0: |          | 2995/? [25:32<00:00,  1.95it/s]
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Epoch 0: |          | 2996/? [25:33<00:00,  1.95it/s]
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Epoch 0: |          | 2999/? [25:34<00:00,  1.95it/s]
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Epoch 0: |          | 3000/? [25:34<00:00,  1.95it/s]
Epoch 0: |          | 3000/? [25:34<00:00,  1.95it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  3.81it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.49it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.51it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.42it/s][A
[A
Epoch 0: |          | 3000/? [25:35<00:00,  1.95it/s]
Epoch 0: |          | 3001/? [25:36<00:00,  1.95it/s]
Epoch 0: |          | 3001/? [25:36<00:00,  1.95it/s]
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Epoch 0: |          | 3051/? [25:58<00:00,  1.96it/s]
Epoch 0: |          | 3051/? [25:58<00:00,  1.96it/s]
Epoch 0: |          | 3052/? [25:58<00:00,  1.96it/s]
Epoch 0: |          | 3052/? [25:58<00:00,  1.96it/s]
Epoch 0: |          | 3053/? [25:58<00:00,  1.96it/s]
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Epoch 0: |          | 3054/? [25:59<00:00,  1.96it/s]
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Epoch 0: |          | 3055/? [25:59<00:00,  1.96it/s]
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Epoch 0: |          | 3056/? [26:00<00:00,  1.96it/s]
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Epoch 0: |          | 3057/? [26:00<00:00,  1.96it/s]
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Epoch 0: |          | 3058/? [26:01<00:00,  1.96it/s]
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Epoch 0: |          | 3059/? [26:01<00:00,  1.96it/s]
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Epoch 0: |          | 3060/? [26:01<00:00,  1.96it/s]
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Epoch 0: |          | 3061/? [26:02<00:00,  1.96it/s]
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Epoch 0: |          | 3062/? [26:02<00:00,  1.96it/s]
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Epoch 0: |          | 3063/? [26:03<00:00,  1.96it/s]
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Epoch 0: |          | 3064/? [26:03<00:00,  1.96it/s]
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Epoch 0: |          | 3065/? [26:03<00:00,  1.96it/s]
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Epoch 0: |          | 3066/? [26:04<00:00,  1.96it/s]
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Epoch 0: |          | 3067/? [26:04<00:00,  1.96it/s]
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Epoch 0: |          | 3068/? [26:05<00:00,  1.96it/s]
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Epoch 0: |          | 3069/? [26:05<00:00,  1.96it/s]
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Epoch 0: |          | 3070/? [26:06<00:00,  1.96it/s]
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Epoch 0: |          | 3071/? [26:06<00:00,  1.96it/s]
Epoch 0: |          | 3071/? [26:06<00:00,  1.96it/s]
Epoch 0: |          | 3072/? [26:06<00:00,  1.96it/s]
Epoch 0: |          | 3072/? [26:06<00:00,  1.96it/s]
Epoch 0: |          | 3073/? [26:07<00:00,  1.96it/s]
Epoch 0: |          | 3073/? [26:07<00:00,  1.96it/s]
Epoch 0: |          | 3074/? [26:07<00:00,  1.96it/s]
Epoch 0: |          | 3074/? [26:07<00:00,  1.96it/s]
Epoch 0: |          | 3075/? [26:08<00:00,  1.96it/s]
Epoch 0: |          | 3075/? [26:08<00:00,  1.96it/s]
Epoch 0: |          | 3076/? [26:08<00:00,  1.96it/s]
Epoch 0: |          | 3076/? [26:08<00:00,  1.96it/s]
Epoch 0: |          | 3077/? [26:09<00:00,  1.96it/s]
Epoch 0: |          | 3077/? [26:09<00:00,  1.96it/s]
Epoch 0: |          | 3078/? [26:09<00:00,  1.96it/s]
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Epoch 0: |          | 3079/? [26:10<00:00,  1.96it/s]
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Epoch 0: |          | 3080/? [26:10<00:00,  1.96it/s]
Epoch 0: |          | 3080/? [26:10<00:00,  1.96it/s]
Epoch 0: |          | 3081/? [26:10<00:00,  1.96it/s]
Epoch 0: |          | 3081/? [26:10<00:00,  1.96it/s]
Epoch 0: |          | 3082/? [26:11<00:00,  1.96it/s]
Epoch 0: |          | 3082/? [26:11<00:00,  1.96it/s]
Epoch 0: |          | 3083/? [26:11<00:00,  1.96it/s]
Epoch 0: |          | 3083/? [26:11<00:00,  1.96it/s]
Epoch 0: |          | 3084/? [26:12<00:00,  1.96it/s]
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Epoch 0: |          | 3085/? [26:12<00:00,  1.96it/s]
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Epoch 0: |          | 3086/? [26:13<00:00,  1.96it/s]
Epoch 0: |          | 3086/? [26:13<00:00,  1.96it/s]
Epoch 0: |          | 3087/? [26:13<00:00,  1.96it/s]
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Epoch 0: |          | 3088/? [26:13<00:00,  1.96it/s]
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Epoch 0: |          | 3089/? [26:14<00:00,  1.96it/s]
Epoch 0: |          | 3089/? [26:14<00:00,  1.96it/s]
Epoch 0: |          | 3090/? [26:14<00:00,  1.96it/s]
Epoch 0: |          | 3090/? [26:14<00:00,  1.96it/s]
Epoch 0: |          | 3091/? [26:15<00:00,  1.96it/s]
Epoch 0: |          | 3091/? [26:15<00:00,  1.96it/s]
Epoch 0: |          | 3092/? [26:15<00:00,  1.96it/s]
Epoch 0: |          | 3092/? [26:15<00:00,  1.96it/s]
Epoch 0: |          | 3093/? [26:16<00:00,  1.96it/s]
Epoch 0: |          | 3093/? [26:16<00:00,  1.96it/s]
Epoch 0: |          | 3094/? [26:16<00:00,  1.96it/s]
Epoch 0: |          | 3094/? [26:16<00:00,  1.96it/s]
Epoch 0: |          | 3095/? [26:16<00:00,  1.96it/s]
Epoch 0: |          | 3095/? [26:16<00:00,  1.96it/s]
Epoch 0: |          | 3096/? [26:17<00:00,  1.96it/s]
Epoch 0: |          | 3096/? [26:17<00:00,  1.96it/s]
Epoch 0: |          | 3097/? [26:17<00:00,  1.96it/s]
Epoch 0: |          | 3097/? [26:17<00:00,  1.96it/s]
Epoch 0: |          | 3098/? [26:18<00:00,  1.96it/s]
Epoch 0: |          | 3098/? [26:18<00:00,  1.96it/s]
Epoch 0: |          | 3099/? [26:18<00:00,  1.96it/s]
Epoch 0: |          | 3099/? [26:18<00:00,  1.96it/s]
Epoch 0: |          | 3100/? [26:19<00:00,  1.96it/s]
Epoch 0: |          | 3100/? [26:19<00:00,  1.96it/s]
Epoch 0: |          | 3101/? [26:19<00:00,  1.96it/s]
Epoch 0: |          | 3101/? [26:19<00:00,  1.96it/s]
Epoch 0: |          | 3102/? [26:19<00:00,  1.96it/s]
Epoch 0: |          | 3102/? [26:19<00:00,  1.96it/s]
Epoch 0: |          | 3103/? [26:20<00:00,  1.96it/s]
Epoch 0: |          | 3103/? [26:20<00:00,  1.96it/s]
Epoch 0: |          | 3104/? [26:20<00:00,  1.96it/s]
Epoch 0: |          | 3104/? [26:20<00:00,  1.96it/s]
Epoch 0: |          | 3105/? [26:21<00:00,  1.96it/s]
Epoch 0: |          | 3105/? [26:21<00:00,  1.96it/s]
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Epoch 0: |          | 3106/? [26:21<00:00,  1.96it/s]
Epoch 0: |          | 3107/? [26:22<00:00,  1.96it/s]
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Epoch 0: |          | 3110/? [26:23<00:00,  1.96it/s]
Epoch 0: |          | 3110/? [26:23<00:00,  1.96it/s]
Epoch 0: |          | 3111/? [26:23<00:00,  1.96it/s]
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Epoch 0: |          | 3120/? [26:27<00:00,  1.97it/s]
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Epoch 0: |          | 3131/? [26:32<00:00,  1.97it/s]
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Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  4.17it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.79it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.79it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.69it/s][A
[A
Epoch 0: |          | 3200/? [27:03<00:00,  1.97it/s]
Epoch 0: |          | 3201/? [27:03<00:00,  1.97it/s]
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Epoch 0: |          | 3265/? [27:31<00:00,  1.98it/s]
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Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  4.23it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.80it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.79it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.71it/s][A
[A
Epoch 0: |          | 3400/? [28:29<00:00,  1.99it/s]
Epoch 0: |          | 3401/? [28:30<00:00,  1.99it/s]
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Epoch 0: |          | 3452/? [28:52<00:00,  1.99it/s]
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Epoch 0: |          | 3453/? [28:52<00:00,  1.99it/s]
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Epoch 0: |          | 3469/? [28:59<00:00,  1.99it/s]
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Epoch 0: |          | 3470/? [29:00<00:00,  1.99it/s]
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Epoch 0: |          | 3471/? [29:00<00:00,  1.99it/s]
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Epoch 0: |          | 3472/? [29:00<00:00,  1.99it/s]
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Epoch 0: |          | 3476/? [29:02<00:00,  1.99it/s]
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Epoch 0: |          | 3477/? [29:03<00:00,  1.99it/s]
Epoch 0: |          | 3477/? [29:03<00:00,  1.99it/s]
Epoch 0: |          | 3478/? [29:03<00:00,  1.99it/s]
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Epoch 0: |          | 3479/? [29:03<00:00,  1.99it/s]
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Epoch 0: |          | 3480/? [29:04<00:00,  2.00it/s]
Epoch 0: |          | 3480/? [29:04<00:00,  2.00it/s]
Epoch 0: |          | 3481/? [29:04<00:00,  2.00it/s]
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Epoch 0: |          | 3482/? [29:05<00:00,  2.00it/s]
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Epoch 0: |          | 3483/? [29:05<00:00,  2.00it/s]
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Epoch 0: |          | 3485/? [29:06<00:00,  2.00it/s]
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Epoch 0: |          | 3486/? [29:06<00:00,  2.00it/s]
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Epoch 0: |          | 3488/? [29:07<00:00,  2.00it/s]
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Epoch 0: |          | 3491/? [29:08<00:00,  2.00it/s]
Epoch 0: |          | 3491/? [29:08<00:00,  2.00it/s]
Epoch 0: |          | 3492/? [29:09<00:00,  2.00it/s]
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Epoch 0: |          | 3493/? [29:09<00:00,  2.00it/s]
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Epoch 0: |          | 3494/? [29:10<00:00,  2.00it/s]
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Epoch 0: |          | 3495/? [29:10<00:00,  2.00it/s]
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Epoch 0: |          | 3496/? [29:11<00:00,  2.00it/s]
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Epoch 0: |          | 3497/? [29:11<00:00,  2.00it/s]
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Epoch 0: |          | 3498/? [29:11<00:00,  2.00it/s]
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Epoch 0: |          | 3499/? [29:12<00:00,  2.00it/s]
Epoch 0: |          | 3499/? [29:12<00:00,  2.00it/s]
Epoch 0: |          | 3500/? [29:12<00:00,  2.00it/s]
Epoch 0: |          | 3500/? [29:12<00:00,  2.00it/s]
Epoch 0: |          | 3501/? [29:13<00:00,  2.00it/s]
Epoch 0: |          | 3501/? [29:13<00:00,  2.00it/s]
Epoch 0: |          | 3502/? [29:13<00:00,  2.00it/s]
Epoch 0: |          | 3502/? [29:13<00:00,  2.00it/s]
Epoch 0: |          | 3503/? [29:14<00:00,  2.00it/s]
Epoch 0: |          | 3503/? [29:14<00:00,  2.00it/s]
Epoch 0: |          | 3504/? [29:14<00:00,  2.00it/s]
Epoch 0: |          | 3504/? [29:14<00:00,  2.00it/s]
Epoch 0: |          | 3505/? [29:14<00:00,  2.00it/s]
Epoch 0: |          | 3505/? [29:14<00:00,  2.00it/s]
Epoch 0: |          | 3506/? [29:15<00:00,  2.00it/s]
Epoch 0: |          | 3506/? [29:15<00:00,  2.00it/s]
Epoch 0: |          | 3507/? [29:15<00:00,  2.00it/s]
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Epoch 0: |          | 3508/? [29:16<00:00,  2.00it/s]
Epoch 0: |          | 3508/? [29:16<00:00,  2.00it/s]
Epoch 0: |          | 3509/? [29:16<00:00,  2.00it/s]
Epoch 0: |          | 3509/? [29:16<00:00,  2.00it/s]
Epoch 0: |          | 3510/? [29:17<00:00,  2.00it/s]
Epoch 0: |          | 3510/? [29:17<00:00,  2.00it/s]
Epoch 0: |          | 3511/? [29:17<00:00,  2.00it/s]
Epoch 0: |          | 3511/? [29:17<00:00,  2.00it/s]
Epoch 0: |          | 3512/? [29:17<00:00,  2.00it/s]
Epoch 0: |          | 3512/? [29:17<00:00,  2.00it/s]
Epoch 0: |          | 3513/? [29:18<00:00,  2.00it/s]
Epoch 0: |          | 3513/? [29:18<00:00,  2.00it/s]
Epoch 0: |          | 3514/? [29:18<00:00,  2.00it/s]
Epoch 0: |          | 3514/? [29:18<00:00,  2.00it/s]
Epoch 0: |          | 3515/? [29:19<00:00,  2.00it/s]
Epoch 0: |          | 3515/? [29:19<00:00,  2.00it/s]
Epoch 0: |          | 3516/? [29:19<00:00,  2.00it/s]
Epoch 0: |          | 3516/? [29:19<00:00,  2.00it/s]
Epoch 0: |          | 3517/? [29:19<00:00,  2.00it/s]
Epoch 0: |          | 3517/? [29:19<00:00,  2.00it/s]
Epoch 0: |          | 3518/? [29:20<00:00,  2.00it/s]
Epoch 0: |          | 3518/? [29:20<00:00,  2.00it/s]
Epoch 0: |          | 3519/? [29:20<00:00,  2.00it/s]
Epoch 0: |          | 3519/? [29:20<00:00,  2.00it/s]
Epoch 0: |          | 3520/? [29:21<00:00,  2.00it/s]
Epoch 0: |          | 3520/? [29:21<00:00,  2.00it/s]
Epoch 0: |          | 3521/? [29:21<00:00,  2.00it/s]
Epoch 0: |          | 3521/? [29:21<00:00,  2.00it/s]
Epoch 0: |          | 3522/? [29:22<00:00,  2.00it/s]
Epoch 0: |          | 3522/? [29:22<00:00,  2.00it/s]
Epoch 0: |          | 3523/? [29:22<00:00,  2.00it/s]
Epoch 0: |          | 3523/? [29:22<00:00,  2.00it/s]
Epoch 0: |          | 3524/? [29:22<00:00,  2.00it/s]
Epoch 0: |          | 3524/? [29:22<00:00,  2.00it/s]
Epoch 0: |          | 3525/? [29:23<00:00,  2.00it/s]
Epoch 0: |          | 3525/? [29:23<00:00,  2.00it/s]
Epoch 0: |          | 3526/? [29:23<00:00,  2.00it/s]
Epoch 0: |          | 3526/? [29:23<00:00,  2.00it/s]
Epoch 0: |          | 3527/? [29:24<00:00,  2.00it/s]
Epoch 0: |          | 3527/? [29:24<00:00,  2.00it/s]
Epoch 0: |          | 3528/? [29:24<00:00,  2.00it/s]
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Epoch 0: |          | 3529/? [29:25<00:00,  2.00it/s]
Epoch 0: |          | 3529/? [29:25<00:00,  2.00it/s]
Epoch 0: |          | 3530/? [29:25<00:00,  2.00it/s]
Epoch 0: |          | 3530/? [29:25<00:00,  2.00it/s]
Epoch 0: |          | 3531/? [29:25<00:00,  2.00it/s]
Epoch 0: |          | 3531/? [29:25<00:00,  2.00it/s]
Epoch 0: |          | 3532/? [29:26<00:00,  2.00it/s]
Epoch 0: |          | 3532/? [29:26<00:00,  2.00it/s]
Epoch 0: |          | 3533/? [29:26<00:00,  2.00it/s]
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Epoch 0: |          | 3534/? [29:27<00:00,  2.00it/s]
Epoch 0: |          | 3534/? [29:27<00:00,  2.00it/s]
Epoch 0: |          | 3535/? [29:27<00:00,  2.00it/s]
Epoch 0: |          | 3535/? [29:27<00:00,  2.00it/s]
Epoch 0: |          | 3536/? [29:28<00:00,  2.00it/s]
Epoch 0: |          | 3536/? [29:28<00:00,  2.00it/s]
Epoch 0: |          | 3537/? [29:28<00:00,  2.00it/s]
Epoch 0: |          | 3537/? [29:28<00:00,  2.00it/s]
Epoch 0: |          | 3538/? [29:28<00:00,  2.00it/s]
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Epoch 0: |          | 3539/? [29:29<00:00,  2.00it/s]
Epoch 0: |          | 3539/? [29:29<00:00,  2.00it/s]
Epoch 0: |          | 3540/? [29:29<00:00,  2.00it/s]
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Epoch 0: |          | 3541/? [29:30<00:00,  2.00it/s]
Epoch 0: |          | 3541/? [29:30<00:00,  2.00it/s]
Epoch 0: |          | 3542/? [29:30<00:00,  2.00it/s]
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Epoch 0: |          | 3551/? [29:34<00:00,  2.00it/s]
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Epoch 0: |          | 3552/? [29:34<00:00,  2.00it/s]
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Epoch 0: |          | 3553/? [29:35<00:00,  2.00it/s]
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Epoch 0: |          | 3554/? [29:35<00:00,  2.00it/s]
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Epoch 0: |          | 3556/? [29:36<00:00,  2.00it/s]
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Epoch 0: |          | 3557/? [29:37<00:00,  2.00it/s]
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Epoch 0: |          | 3558/? [29:37<00:00,  2.00it/s]
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Epoch 0: |          | 3559/? [29:37<00:00,  2.00it/s]
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Epoch 0: |          | 3560/? [29:38<00:00,  2.00it/s]
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Epoch 0: |          | 3561/? [29:38<00:00,  2.00it/s]
Epoch 0: |          | 3561/? [29:38<00:00,  2.00it/s]
Epoch 0: |          | 3562/? [29:39<00:00,  2.00it/s]
Epoch 0: |          | 3562/? [29:39<00:00,  2.00it/s]
Epoch 0: |          | 3563/? [29:39<00:00,  2.00it/s]
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Epoch 0: |          | 3564/? [29:40<00:00,  2.00it/s]
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Epoch 0: |          | 3565/? [29:40<00:00,  2.00it/s]
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Epoch 0: |          | 3568/? [29:41<00:00,  2.00it/s]
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Epoch 0: |          | 3569/? [29:42<00:00,  2.00it/s]
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Epoch 0: |          | 3570/? [29:42<00:00,  2.00it/s]
Epoch 0: |          | 3570/? [29:42<00:00,  2.00it/s]
Epoch 0: |          | 3571/? [29:43<00:00,  2.00it/s]
Epoch 0: |          | 3571/? [29:43<00:00,  2.00it/s]
Epoch 0: |          | 3572/? [29:43<00:00,  2.00it/s]
Epoch 0: |          | 3572/? [29:43<00:00,  2.00it/s]
Epoch 0: |          | 3573/? [29:44<00:00,  2.00it/s]
Epoch 0: |          | 3573/? [29:44<00:00,  2.00it/s]
Epoch 0: |          | 3574/? [29:44<00:00,  2.00it/s]
Epoch 0: |          | 3574/? [29:44<00:00,  2.00it/s]
Epoch 0: |          | 3575/? [29:44<00:00,  2.00it/s]
Epoch 0: |          | 3575/? [29:44<00:00,  2.00it/s]
Epoch 0: |          | 3576/? [29:45<00:00,  2.00it/s]
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Epoch 0: |          | 3577/? [29:45<00:00,  2.00it/s]
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Epoch 0: |          | 3578/? [29:46<00:00,  2.00it/s]
Epoch 0: |          | 3578/? [29:46<00:00,  2.00it/s]
Epoch 0: |          | 3579/? [29:46<00:00,  2.00it/s]
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Epoch 0: |          | 3580/? [29:47<00:00,  2.00it/s]
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Epoch 0: |          | 3581/? [29:47<00:00,  2.00it/s]
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Epoch 0: |          | 3582/? [29:47<00:00,  2.00it/s]
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Epoch 0: |          | 3583/? [29:48<00:00,  2.00it/s]
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Epoch 0: |          | 3584/? [29:48<00:00,  2.00it/s]
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Epoch 0: |          | 3585/? [29:49<00:00,  2.00it/s]
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Epoch 0: |          | 3586/? [29:49<00:00,  2.00it/s]
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Epoch 0: |          | 3587/? [29:50<00:00,  2.00it/s]
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Epoch 0: |          | 3588/? [29:50<00:00,  2.00it/s]
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Epoch 0: |          | 3589/? [29:50<00:00,  2.00it/s]
Epoch 0: |          | 3589/? [29:50<00:00,  2.00it/s]
Epoch 0: |          | 3590/? [29:51<00:00,  2.00it/s]
Epoch 0: |          | 3590/? [29:51<00:00,  2.00it/s]
Epoch 0: |          | 3591/? [29:51<00:00,  2.00it/s]
Epoch 0: |          | 3591/? [29:51<00:00,  2.00it/s]
Epoch 0: |          | 3592/? [29:52<00:00,  2.00it/s]
Epoch 0: |          | 3592/? [29:52<00:00,  2.00it/s]
Epoch 0: |          | 3593/? [29:52<00:00,  2.00it/s]
Epoch 0: |          | 3593/? [29:52<00:00,  2.00it/s]
Epoch 0: |          | 3594/? [29:52<00:00,  2.00it/s]
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Epoch 0: |          | 3595/? [29:53<00:00,  2.00it/s]
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Epoch 0: |          | 3596/? [29:53<00:00,  2.00it/s]
Epoch 0: |          | 3596/? [29:53<00:00,  2.00it/s]
Epoch 0: |          | 3597/? [29:54<00:00,  2.00it/s]
Epoch 0: |          | 3597/? [29:54<00:00,  2.00it/s]
Epoch 0: |          | 3598/? [29:54<00:00,  2.00it/s]
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Epoch 0: |          | 3599/? [29:55<00:00,  2.00it/s]
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Epoch 0: |          | 3600/? [29:55<00:00,  2.01it/s]
Epoch 0: |          | 3600/? [29:55<00:00,  2.01it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  5.00it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.49it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  4.48it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  4.36it/s][A
[A
Epoch 0: |          | 3600/? [29:56<00:00,  2.00it/s]
Epoch 0: |          | 3601/? [29:56<00:00,  2.00it/s]
Epoch 0: |          | 3601/? [29:56<00:00,  2.00it/s]
Epoch 0: |          | 3602/? [29:57<00:00,  2.00it/s]
Epoch 0: |          | 3602/? [29:57<00:00,  2.00it/s]
Epoch 0: |          | 3603/? [29:57<00:00,  2.00it/s]
Epoch 0: |          | 3603/? [29:57<00:00,  2.00it/s]
Epoch 0: |          | 3604/? [29:58<00:00,  2.00it/s]
Epoch 0: |          | 3604/? [29:58<00:00,  2.00it/s]
Epoch 0: |          | 3605/? [29:58<00:00,  2.00it/s]
Epoch 0: |          | 3605/? [29:58<00:00,  2.00it/s]
Epoch 0: |          | 3606/? [29:58<00:00,  2.00it/s]
Epoch 0: |          | 3606/? [29:58<00:00,  2.00it/s]
Epoch 0: |          | 3607/? [29:59<00:00,  2.00it/s]
Epoch 0: |          | 3607/? [29:59<00:00,  2.00it/s]
Epoch 0: |          | 3608/? [29:59<00:00,  2.00it/s]
Epoch 0: |          | 3608/? [29:59<00:00,  2.00it/s]
Epoch 0: |          | 3609/? [30:00<00:00,  2.00it/s]
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Epoch 0: |          | 3610/? [30:00<00:00,  2.00it/s]
Epoch 0: |          | 3610/? [30:00<00:00,  2.00it/s]
Epoch 0: |          | 3611/? [30:01<00:00,  2.00it/s]
Epoch 0: |          | 3611/? [30:01<00:00,  2.00it/s]
Epoch 0: |          | 3612/? [30:01<00:00,  2.01it/s]
Epoch 0: |          | 3612/? [30:01<00:00,  2.01it/s]
Epoch 0: |          | 3613/? [30:01<00:00,  2.01it/s]
Epoch 0: |          | 3613/? [30:01<00:00,  2.01it/s]
Epoch 0: |          | 3614/? [30:02<00:00,  2.01it/s]
Epoch 0: |          | 3614/? [30:02<00:00,  2.01it/s]
Epoch 0: |          | 3615/? [30:02<00:00,  2.01it/s]
Epoch 0: |          | 3615/? [30:02<00:00,  2.01it/s]
Epoch 0: |          | 3616/? [30:03<00:00,  2.01it/s]
Epoch 0: |          | 3616/? [30:03<00:00,  2.01it/s]
Epoch 0: |          | 3617/? [30:03<00:00,  2.01it/s]
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Epoch 0: |          | 3618/? [30:04<00:00,  2.01it/s]
Epoch 0: |          | 3618/? [30:04<00:00,  2.01it/s]
Epoch 0: |          | 3619/? [30:04<00:00,  2.01it/s]
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Epoch 0: |          | 3620/? [30:04<00:00,  2.01it/s]
Epoch 0: |          | 3620/? [30:04<00:00,  2.01it/s]
Epoch 0: |          | 3621/? [30:05<00:00,  2.01it/s]
Epoch 0: |          | 3621/? [30:05<00:00,  2.01it/s]
Epoch 0: |          | 3622/? [30:05<00:00,  2.01it/s]
Epoch 0: |          | 3622/? [30:05<00:00,  2.01it/s]
Epoch 0: |          | 3623/? [30:06<00:00,  2.01it/s]
Epoch 0: |          | 3623/? [30:06<00:00,  2.01it/s]
Epoch 0: |          | 3624/? [30:06<00:00,  2.01it/s]
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Epoch 0: |          | 3625/? [30:07<00:00,  2.01it/s]
Epoch 0: |          | 3625/? [30:07<00:00,  2.01it/s]
Epoch 0: |          | 3626/? [30:07<00:00,  2.01it/s]
Epoch 0: |          | 3626/? [30:07<00:00,  2.01it/s]
Epoch 0: |          | 3627/? [30:07<00:00,  2.01it/s]
Epoch 0: |          | 3627/? [30:07<00:00,  2.01it/s]
Epoch 0: |          | 3628/? [30:08<00:00,  2.01it/s]
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Epoch 0: |          | 3629/? [30:08<00:00,  2.01it/s]
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Epoch 0: |          | 3630/? [30:09<00:00,  2.01it/s]
Epoch 0: |          | 3630/? [30:09<00:00,  2.01it/s]
Epoch 0: |          | 3631/? [30:09<00:00,  2.01it/s]
Epoch 0: |          | 3631/? [30:09<00:00,  2.01it/s]
Epoch 0: |          | 3632/? [30:10<00:00,  2.01it/s]
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Epoch 0: |          | 3633/? [30:10<00:00,  2.01it/s]
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Epoch 0: |          | 3634/? [30:10<00:00,  2.01it/s]
Epoch 0: |          | 3634/? [30:10<00:00,  2.01it/s]
Epoch 0: |          | 3635/? [30:11<00:00,  2.01it/s]
Epoch 0: |          | 3635/? [30:11<00:00,  2.01it/s]
Epoch 0: |          | 3636/? [30:11<00:00,  2.01it/s]
Epoch 0: |          | 3636/? [30:11<00:00,  2.01it/s]
Epoch 0: |          | 3637/? [30:12<00:00,  2.01it/s]
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Epoch 0: |          | 3638/? [30:12<00:00,  2.01it/s]
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Epoch 0: |          | 3639/? [30:13<00:00,  2.01it/s]
Epoch 0: |          | 3639/? [30:13<00:00,  2.01it/s]
Epoch 0: |          | 3640/? [30:13<00:00,  2.01it/s]
Epoch 0: |          | 3640/? [30:13<00:00,  2.01it/s]
Epoch 0: |          | 3641/? [30:13<00:00,  2.01it/s]
Epoch 0: |          | 3641/? [30:13<00:00,  2.01it/s]
Epoch 0: |          | 3642/? [30:14<00:00,  2.01it/s]
Epoch 0: |          | 3642/? [30:14<00:00,  2.01it/s]
Epoch 0: |          | 3643/? [30:14<00:00,  2.01it/s]
Epoch 0: |          | 3643/? [30:14<00:00,  2.01it/s]
Epoch 0: |          | 3644/? [30:15<00:00,  2.01it/s]
Epoch 0: |          | 3644/? [30:15<00:00,  2.01it/s]
Epoch 0: |          | 3645/? [30:15<00:00,  2.01it/s]
Epoch 0: |          | 3645/? [30:15<00:00,  2.01it/s]
Epoch 0: |          | 3646/? [30:15<00:00,  2.01it/s]
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Epoch 0: |          | 3647/? [30:16<00:00,  2.01it/s]
Epoch 0: |          | 3647/? [30:16<00:00,  2.01it/s]
Epoch 0: |          | 3648/? [30:16<00:00,  2.01it/s]
Epoch 0: |          | 3648/? [30:16<00:00,  2.01it/s]
Epoch 0: |          | 3649/? [30:17<00:00,  2.01it/s]
Epoch 0: |          | 3649/? [30:17<00:00,  2.01it/s]
Epoch 0: |          | 3650/? [30:17<00:00,  2.01it/s]
Epoch 0: |          | 3650/? [30:17<00:00,  2.01it/s]
Epoch 0: |          | 3651/? [30:18<00:00,  2.01it/s]
Epoch 0: |          | 3651/? [30:18<00:00,  2.01it/s]
Epoch 0: |          | 3652/? [30:18<00:00,  2.01it/s]
Epoch 0: |          | 3652/? [30:18<00:00,  2.01it/s]
Epoch 0: |          | 3653/? [30:18<00:00,  2.01it/s]
Epoch 0: |          | 3653/? [30:18<00:00,  2.01it/s]
Epoch 0: |          | 3654/? [30:19<00:00,  2.01it/s]
Epoch 0: |          | 3654/? [30:19<00:00,  2.01it/s]
Epoch 0: |          | 3655/? [30:19<00:00,  2.01it/s]
Epoch 0: |          | 3655/? [30:19<00:00,  2.01it/s]
Epoch 0: |          | 3656/? [30:20<00:00,  2.01it/s]
Epoch 0: |          | 3656/? [30:20<00:00,  2.01it/s]
Epoch 0: |          | 3657/? [30:20<00:00,  2.01it/s]
Epoch 0: |          | 3657/? [30:20<00:00,  2.01it/s]
Epoch 0: |          | 3658/? [30:21<00:00,  2.01it/s]
Epoch 0: |          | 3658/? [30:21<00:00,  2.01it/s]
Epoch 0: |          | 3659/? [30:21<00:00,  2.01it/s]
Epoch 0: |          | 3659/? [30:21<00:00,  2.01it/s]
Epoch 0: |          | 3660/? [30:21<00:00,  2.01it/s]
Epoch 0: |          | 3660/? [30:21<00:00,  2.01it/s]
Epoch 0: |          | 3661/? [30:22<00:00,  2.01it/s]
Epoch 0: |          | 3661/? [30:22<00:00,  2.01it/s]
Epoch 0: |          | 3662/? [30:22<00:00,  2.01it/s]
Epoch 0: |          | 3662/? [30:22<00:00,  2.01it/s]
Epoch 0: |          | 3663/? [30:23<00:00,  2.01it/s]
Epoch 0: |          | 3663/? [30:23<00:00,  2.01it/s]
Epoch 0: |          | 3664/? [30:23<00:00,  2.01it/s]
Epoch 0: |          | 3664/? [30:23<00:00,  2.01it/s]
Epoch 0: |          | 3665/? [30:24<00:00,  2.01it/s]
Epoch 0: |          | 3665/? [30:24<00:00,  2.01it/s]
Epoch 0: |          | 3666/? [30:24<00:00,  2.01it/s]
Epoch 0: |          | 3666/? [30:24<00:00,  2.01it/s]
Epoch 0: |          | 3667/? [30:24<00:00,  2.01it/s]
Epoch 0: |          | 3667/? [30:24<00:00,  2.01it/s]
Epoch 0: |          | 3668/? [30:25<00:00,  2.01it/s]
Epoch 0: |          | 3668/? [30:25<00:00,  2.01it/s]
Epoch 0: |          | 3669/? [30:25<00:00,  2.01it/s]
Epoch 0: |          | 3669/? [30:25<00:00,  2.01it/s]
Epoch 0: |          | 3670/? [30:26<00:00,  2.01it/s]
Epoch 0: |          | 3670/? [30:26<00:00,  2.01it/s]
Epoch 0: |          | 3671/? [30:26<00:00,  2.01it/s]
Epoch 0: |          | 3671/? [30:26<00:00,  2.01it/s]
Epoch 0: |          | 3672/? [30:26<00:00,  2.01it/s]
Epoch 0: |          | 3672/? [30:26<00:00,  2.01it/s]
Epoch 0: |          | 3673/? [30:27<00:00,  2.01it/s]
Epoch 0: |          | 3673/? [30:27<00:00,  2.01it/s]
Epoch 0: |          | 3674/? [30:27<00:00,  2.01it/s]
Epoch 0: |          | 3674/? [30:27<00:00,  2.01it/s]
Epoch 0: |          | 3675/? [30:28<00:00,  2.01it/s]
Epoch 0: |          | 3675/? [30:28<00:00,  2.01it/s]
Epoch 0: |          | 3676/? [30:28<00:00,  2.01it/s]
Epoch 0: |          | 3676/? [30:28<00:00,  2.01it/s]
Epoch 0: |          | 3677/? [30:29<00:00,  2.01it/s]
Epoch 0: |          | 3677/? [30:29<00:00,  2.01it/s]
Epoch 0: |          | 3678/? [30:29<00:00,  2.01it/s]
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Epoch 0: |          | 3680/? [30:30<00:00,  2.01it/s]
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Epoch 0: |          | 3681/? [30:30<00:00,  2.01it/s]
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Epoch 0: |          | 3682/? [30:31<00:00,  2.01it/s]
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Epoch 0: |          | 3683/? [30:31<00:00,  2.01it/s]
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Epoch 0: |          | 3684/? [30:32<00:00,  2.01it/s]
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Epoch 0: |          | 3685/? [30:32<00:00,  2.01it/s]
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Epoch 0: |          | 3686/? [30:32<00:00,  2.01it/s]
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Epoch 0: |          | 3687/? [30:33<00:00,  2.01it/s]
Epoch 0: |          | 3687/? [30:33<00:00,  2.01it/s]
Epoch 0: |          | 3688/? [30:33<00:00,  2.01it/s]
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Epoch 0: |          | 3689/? [30:34<00:00,  2.01it/s]
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Epoch 0: |          | 3690/? [30:34<00:00,  2.01it/s]
Epoch 0: |          | 3690/? [30:34<00:00,  2.01it/s]
Epoch 0: |          | 3691/? [30:34<00:00,  2.01it/s]
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Epoch 0: |          | 3692/? [30:35<00:00,  2.01it/s]
Epoch 0: |          | 3692/? [30:35<00:00,  2.01it/s]
Epoch 0: |          | 3693/? [30:35<00:00,  2.01it/s]
Epoch 0: |          | 3693/? [30:35<00:00,  2.01it/s]
Epoch 0: |          | 3694/? [30:36<00:00,  2.01it/s]
Epoch 0: |          | 3694/? [30:36<00:00,  2.01it/s]
Epoch 0: |          | 3695/? [30:36<00:00,  2.01it/s]
Epoch 0: |          | 3695/? [30:36<00:00,  2.01it/s]
Epoch 0: |          | 3696/? [30:37<00:00,  2.01it/s]
Epoch 0: |          | 3696/? [30:37<00:00,  2.01it/s]
Epoch 0: |          | 3697/? [30:37<00:00,  2.01it/s]
Epoch 0: |          | 3697/? [30:37<00:00,  2.01it/s]
Epoch 0: |          | 3698/? [30:37<00:00,  2.01it/s]
Epoch 0: |          | 3698/? [30:37<00:00,  2.01it/s]
Epoch 0: |          | 3699/? [30:38<00:00,  2.01it/s]
Epoch 0: |          | 3699/? [30:38<00:00,  2.01it/s]
Epoch 0: |          | 3700/? [30:38<00:00,  2.01it/s]
Epoch 0: |          | 3700/? [30:38<00:00,  2.01it/s]
Epoch 0: |          | 3701/? [30:39<00:00,  2.01it/s]
Epoch 0: |          | 3701/? [30:39<00:00,  2.01it/s]
Epoch 0: |          | 3702/? [30:39<00:00,  2.01it/s]
Epoch 0: |          | 3702/? [30:39<00:00,  2.01it/s]
Epoch 0: |          | 3703/? [30:40<00:00,  2.01it/s]
Epoch 0: |          | 3703/? [30:40<00:00,  2.01it/s]
Epoch 0: |          | 3704/? [30:40<00:00,  2.01it/s]
Epoch 0: |          | 3704/? [30:40<00:00,  2.01it/s]
Epoch 0: |          | 3705/? [30:40<00:00,  2.01it/s]
Epoch 0: |          | 3705/? [30:40<00:00,  2.01it/s]
Epoch 0: |          | 3706/? [30:41<00:00,  2.01it/s]
Epoch 0: |          | 3706/? [30:41<00:00,  2.01it/s]
Epoch 0: |          | 3707/? [30:41<00:00,  2.01it/s]
Epoch 0: |          | 3707/? [30:41<00:00,  2.01it/s]
Epoch 0: |          | 3708/? [30:42<00:00,  2.01it/s]
Epoch 0: |          | 3708/? [30:42<00:00,  2.01it/s]
Epoch 0: |          | 3709/? [30:42<00:00,  2.01it/s]
Epoch 0: |          | 3709/? [30:42<00:00,  2.01it/s]
Epoch 0: |          | 3710/? [30:42<00:00,  2.01it/s]
Epoch 0: |          | 3710/? [30:42<00:00,  2.01it/s]
Epoch 0: |          | 3711/? [30:43<00:00,  2.01it/s]
Epoch 0: |          | 3711/? [30:43<00:00,  2.01it/s]
Epoch 0: |          | 3712/? [30:43<00:00,  2.01it/s]
Epoch 0: |          | 3712/? [30:43<00:00,  2.01it/s]
Epoch 0: |          | 3713/? [30:44<00:00,  2.01it/s]
Epoch 0: |          | 3713/? [30:44<00:00,  2.01it/s]
Epoch 0: |          | 3714/? [30:44<00:00,  2.01it/s]
Epoch 0: |          | 3714/? [30:44<00:00,  2.01it/s]
Epoch 0: |          | 3715/? [30:45<00:00,  2.01it/s]
Epoch 0: |          | 3715/? [30:45<00:00,  2.01it/s]
Epoch 0: |          | 3716/? [30:45<00:00,  2.01it/s]
Epoch 0: |          | 3716/? [30:45<00:00,  2.01it/s]
Epoch 0: |          | 3717/? [30:45<00:00,  2.01it/s]
Epoch 0: |          | 3717/? [30:45<00:00,  2.01it/s]
Epoch 0: |          | 3718/? [30:46<00:00,  2.01it/s]
Epoch 0: |          | 3718/? [30:46<00:00,  2.01it/s]
Epoch 0: |          | 3719/? [30:46<00:00,  2.01it/s]
Epoch 0: |          | 3719/? [30:46<00:00,  2.01it/s]
Epoch 0: |          | 3720/? [30:47<00:00,  2.01it/s]
Epoch 0: |          | 3720/? [30:47<00:00,  2.01it/s]
Epoch 0: |          | 3721/? [30:47<00:00,  2.01it/s]
Epoch 0: |          | 3721/? [30:47<00:00,  2.01it/s]
Epoch 0: |          | 3722/? [30:48<00:00,  2.01it/s]
Epoch 0: |          | 3722/? [30:48<00:00,  2.01it/s]
Epoch 0: |          | 3723/? [30:48<00:00,  2.01it/s]
Epoch 0: |          | 3723/? [30:48<00:00,  2.01it/s]
Epoch 0: |          | 3724/? [30:48<00:00,  2.01it/s]
Epoch 0: |          | 3724/? [30:48<00:00,  2.01it/s]
Epoch 0: |          | 3725/? [30:49<00:00,  2.01it/s]
Epoch 0: |          | 3725/? [30:49<00:00,  2.01it/s]
Epoch 0: |          | 3726/? [30:49<00:00,  2.01it/s]
Epoch 0: |          | 3726/? [30:49<00:00,  2.01it/s]
Epoch 0: |          | 3727/? [30:50<00:00,  2.01it/s]
Epoch 0: |          | 3727/? [30:50<00:00,  2.01it/s]
Epoch 0: |          | 3728/? [30:50<00:00,  2.01it/s]
Epoch 0: |          | 3728/? [30:50<00:00,  2.01it/s]
Epoch 0: |          | 3729/? [30:51<00:00,  2.01it/s]
Epoch 0: |          | 3729/? [30:51<00:00,  2.01it/s]
Epoch 0: |          | 3730/? [30:51<00:00,  2.01it/s]
Epoch 0: |          | 3730/? [30:51<00:00,  2.01it/s]
Epoch 0: |          | 3731/? [30:51<00:00,  2.01it/s]
Epoch 0: |          | 3731/? [30:51<00:00,  2.01it/s]
Epoch 0: |          | 3732/? [30:52<00:00,  2.01it/s]
Epoch 0: |          | 3732/? [30:52<00:00,  2.01it/s]
Epoch 0: |          | 3733/? [30:52<00:00,  2.01it/s]
Epoch 0: |          | 3733/? [30:52<00:00,  2.01it/s]
Epoch 0: |          | 3734/? [30:53<00:00,  2.01it/s]
Epoch 0: |          | 3734/? [30:53<00:00,  2.01it/s]
Epoch 0: |          | 3735/? [30:53<00:00,  2.02it/s]
Epoch 0: |          | 3735/? [30:53<00:00,  2.02it/s]
Epoch 0: |          | 3736/? [30:53<00:00,  2.02it/s]
Epoch 0: |          | 3736/? [30:53<00:00,  2.02it/s]
Epoch 0: |          | 3737/? [30:54<00:00,  2.02it/s]
Epoch 0: |          | 3737/? [30:54<00:00,  2.02it/s]
Epoch 0: |          | 3738/? [30:54<00:00,  2.02it/s]
Epoch 0: |          | 3738/? [30:54<00:00,  2.02it/s]
Epoch 0: |          | 3739/? [30:55<00:00,  2.02it/s]
Epoch 0: |          | 3739/? [30:55<00:00,  2.02it/s]
Epoch 0: |          | 3740/? [30:55<00:00,  2.02it/s]
Epoch 0: |          | 3740/? [30:55<00:00,  2.02it/s]
Epoch 0: |          | 3741/? [30:56<00:00,  2.02it/s]
Epoch 0: |          | 3741/? [30:56<00:00,  2.02it/s]
Epoch 0: |          | 3742/? [30:56<00:00,  2.02it/s]
Epoch 0: |          | 3742/? [30:56<00:00,  2.02it/s]
Epoch 0: |          | 3743/? [30:56<00:00,  2.02it/s]
Epoch 0: |          | 3743/? [30:56<00:00,  2.02it/s]
Epoch 0: |          | 3744/? [30:57<00:00,  2.02it/s]
Epoch 0: |          | 3744/? [30:57<00:00,  2.02it/s]
Epoch 0: |          | 3745/? [30:57<00:00,  2.02it/s]
Epoch 0: |          | 3745/? [30:57<00:00,  2.02it/s]
Epoch 0: |          | 3746/? [30:58<00:00,  2.02it/s]
Epoch 0: |          | 3746/? [30:58<00:00,  2.02it/s]
Epoch 0: |          | 3747/? [30:58<00:00,  2.02it/s]
Epoch 0: |          | 3747/? [30:58<00:00,  2.02it/s]
Epoch 0: |          | 3748/? [30:59<00:00,  2.02it/s]
Epoch 0: |          | 3748/? [30:59<00:00,  2.02it/s]
Epoch 0: |          | 3749/? [30:59<00:00,  2.02it/s]
Epoch 0: |          | 3749/? [30:59<00:00,  2.02it/s]
Epoch 0: |          | 3750/? [31:00<00:00,  2.02it/s]
Epoch 0: |          | 3750/? [31:00<00:00,  2.02it/s]
Epoch 0: |          | 3751/? [31:00<00:00,  2.02it/s]
Epoch 0: |          | 3751/? [31:00<00:00,  2.02it/s]
Epoch 0: |          | 3752/? [31:00<00:00,  2.02it/s]
Epoch 0: |          | 3752/? [31:00<00:00,  2.02it/s]
Epoch 0: |          | 3753/? [31:01<00:00,  2.02it/s]
Epoch 0: |          | 3753/? [31:01<00:00,  2.02it/s]
Epoch 0: |          | 3754/? [31:01<00:00,  2.02it/s]
Epoch 0: |          | 3754/? [31:01<00:00,  2.02it/s]
Epoch 0: |          | 3755/? [31:02<00:00,  2.02it/s]
Epoch 0: |          | 3755/? [31:02<00:00,  2.02it/s]
Epoch 0: |          | 3756/? [31:02<00:00,  2.02it/s]
Epoch 0: |          | 3756/? [31:02<00:00,  2.02it/s]
Epoch 0: |          | 3757/? [31:02<00:00,  2.02it/s]
Epoch 0: |          | 3757/? [31:02<00:00,  2.02it/s]
Epoch 0: |          | 3758/? [31:03<00:00,  2.02it/s]
Epoch 0: |          | 3758/? [31:03<00:00,  2.02it/s]
Epoch 0: |          | 3759/? [31:03<00:00,  2.02it/s]
Epoch 0: |          | 3759/? [31:03<00:00,  2.02it/s]
Epoch 0: |          | 3760/? [31:04<00:00,  2.02it/s]
Epoch 0: |          | 3760/? [31:04<00:00,  2.02it/s]
Epoch 0: |          | 3761/? [31:04<00:00,  2.02it/s]
Epoch 0: |          | 3761/? [31:04<00:00,  2.02it/s]
Epoch 0: |          | 3762/? [31:05<00:00,  2.02it/s]
Epoch 0: |          | 3762/? [31:05<00:00,  2.02it/s]
Epoch 0: |          | 3763/? [31:05<00:00,  2.02it/s]
Epoch 0: |          | 3763/? [31:05<00:00,  2.02it/s]
Epoch 0: |          | 3764/? [31:05<00:00,  2.02it/s]
Epoch 0: |          | 3764/? [31:05<00:00,  2.02it/s]
Epoch 0: |          | 3765/? [31:06<00:00,  2.02it/s]
Epoch 0: |          | 3765/? [31:06<00:00,  2.02it/s]
Epoch 0: |          | 3766/? [31:06<00:00,  2.02it/s]
Epoch 0: |          | 3766/? [31:06<00:00,  2.02it/s]
Epoch 0: |          | 3767/? [31:07<00:00,  2.02it/s]
Epoch 0: |          | 3767/? [31:07<00:00,  2.02it/s]
Epoch 0: |          | 3768/? [31:07<00:00,  2.02it/s]
Epoch 0: |          | 3768/? [31:07<00:00,  2.02it/s]
Epoch 0: |          | 3769/? [31:08<00:00,  2.02it/s]
Epoch 0: |          | 3769/? [31:08<00:00,  2.02it/s]
Epoch 0: |          | 3770/? [31:08<00:00,  2.02it/s]
Epoch 0: |          | 3770/? [31:08<00:00,  2.02it/s]
Epoch 0: |          | 3771/? [31:08<00:00,  2.02it/s]
Epoch 0: |          | 3771/? [31:08<00:00,  2.02it/s]
Epoch 0: |          | 3772/? [31:09<00:00,  2.02it/s]
Epoch 0: |          | 3772/? [31:09<00:00,  2.02it/s]
Epoch 0: |          | 3773/? [31:09<00:00,  2.02it/s]
Epoch 0: |          | 3773/? [31:09<00:00,  2.02it/s]
Epoch 0: |          | 3774/? [31:10<00:00,  2.02it/s]
Epoch 0: |          | 3774/? [31:10<00:00,  2.02it/s]
Epoch 0: |          | 3775/? [31:10<00:00,  2.02it/s]
Epoch 0: |          | 3775/? [31:10<00:00,  2.02it/s]
Epoch 0: |          | 3776/? [31:10<00:00,  2.02it/s]
Epoch 0: |          | 3776/? [31:10<00:00,  2.02it/s]
Epoch 0: |          | 3777/? [31:11<00:00,  2.02it/s]
Epoch 0: |          | 3777/? [31:11<00:00,  2.02it/s]
Epoch 0: |          | 3778/? [31:11<00:00,  2.02it/s]
Epoch 0: |          | 3778/? [31:11<00:00,  2.02it/s]
Epoch 0: |          | 3779/? [31:12<00:00,  2.02it/s]
Epoch 0: |          | 3779/? [31:12<00:00,  2.02it/s]
Epoch 0: |          | 3780/? [31:12<00:00,  2.02it/s]
Epoch 0: |          | 3780/? [31:12<00:00,  2.02it/s]
Epoch 0: |          | 3781/? [31:13<00:00,  2.02it/s]
Epoch 0: |          | 3781/? [31:13<00:00,  2.02it/s]
Epoch 0: |          | 3782/? [31:13<00:00,  2.02it/s]
Epoch 0: |          | 3782/? [31:13<00:00,  2.02it/s]
Epoch 0: |          | 3783/? [31:13<00:00,  2.02it/s]
Epoch 0: |          | 3783/? [31:13<00:00,  2.02it/s]
Epoch 0: |          | 3784/? [31:14<00:00,  2.02it/s]
Epoch 0: |          | 3784/? [31:14<00:00,  2.02it/s]
Epoch 0: |          | 3785/? [31:14<00:00,  2.02it/s]
Epoch 0: |          | 3785/? [31:14<00:00,  2.02it/s]
Epoch 0: |          | 3786/? [31:15<00:00,  2.02it/s]
Epoch 0: |          | 3786/? [31:15<00:00,  2.02it/s]
Epoch 0: |          | 3787/? [31:15<00:00,  2.02it/s]
Epoch 0: |          | 3787/? [31:15<00:00,  2.02it/s]
Epoch 0: |          | 3788/? [31:16<00:00,  2.02it/s]
Epoch 0: |          | 3788/? [31:16<00:00,  2.02it/s]
Epoch 0: |          | 3789/? [31:16<00:00,  2.02it/s]
Epoch 0: |          | 3789/? [31:16<00:00,  2.02it/s]
Epoch 0: |          | 3790/? [31:17<00:00,  2.02it/s]
Epoch 0: |          | 3790/? [31:17<00:00,  2.02it/s]
Epoch 0: |          | 3791/? [31:17<00:00,  2.02it/s]
Epoch 0: |          | 3791/? [31:17<00:00,  2.02it/s]
Epoch 0: |          | 3792/? [31:18<00:00,  2.02it/s]
Epoch 0: |          | 3792/? [31:18<00:00,  2.02it/s]
Epoch 0: |          | 3793/? [31:18<00:00,  2.02it/s]
Epoch 0: |          | 3793/? [31:18<00:00,  2.02it/s]
Epoch 0: |          | 3794/? [31:18<00:00,  2.02it/s]
Epoch 0: |          | 3794/? [31:18<00:00,  2.02it/s]
Epoch 0: |          | 3795/? [31:19<00:00,  2.02it/s]
Epoch 0: |          | 3795/? [31:19<00:00,  2.02it/s]
Epoch 0: |          | 3796/? [31:19<00:00,  2.02it/s]
Epoch 0: |          | 3796/? [31:19<00:00,  2.02it/s]
Epoch 0: |          | 3797/? [31:20<00:00,  2.02it/s]
Epoch 0: |          | 3797/? [31:20<00:00,  2.02it/s]
Epoch 0: |          | 3798/? [31:20<00:00,  2.02it/s]
Epoch 0: |          | 3798/? [31:20<00:00,  2.02it/s]
Epoch 0: |          | 3799/? [31:21<00:00,  2.02it/s]
Epoch 0: |          | 3799/? [31:21<00:00,  2.02it/s]
Epoch 0: |          | 3800/? [31:21<00:00,  2.02it/s]
Epoch 0: |          | 3800/? [31:21<00:00,  2.02it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  5.11it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.54it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  4.57it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  4.47it/s][A
[A
Epoch 0: |          | 3800/? [31:22<00:00,  2.02it/s]
Epoch 0: |          | 3801/? [31:22<00:00,  2.02it/s]
Epoch 0: |          | 3801/? [31:22<00:00,  2.02it/s]
Epoch 0: |          | 3802/? [31:23<00:00,  2.02it/s]
Epoch 0: |          | 3802/? [31:23<00:00,  2.02it/s]
Epoch 0: |          | 3803/? [31:23<00:00,  2.02it/s]
Epoch 0: |          | 3803/? [31:23<00:00,  2.02it/s]
Epoch 0: |          | 3804/? [31:24<00:00,  2.02it/s]
Epoch 0: |          | 3804/? [31:24<00:00,  2.02it/s]
Epoch 0: |          | 3805/? [31:24<00:00,  2.02it/s]
Epoch 0: |          | 3805/? [31:24<00:00,  2.02it/s]
Epoch 0: |          | 3806/? [31:24<00:00,  2.02it/s]
Epoch 0: |          | 3806/? [31:24<00:00,  2.02it/s]
Epoch 0: |          | 3807/? [31:25<00:00,  2.02it/s]
Epoch 0: |          | 3807/? [31:25<00:00,  2.02it/s]
Epoch 0: |          | 3808/? [31:25<00:00,  2.02it/s]
Epoch 0: |          | 3808/? [31:25<00:00,  2.02it/s]
Epoch 0: |          | 3809/? [31:26<00:00,  2.02it/s]
Epoch 0: |          | 3809/? [31:26<00:00,  2.02it/s]
Epoch 0: |          | 3810/? [31:26<00:00,  2.02it/s]
Epoch 0: |          | 3810/? [31:26<00:00,  2.02it/s]
Epoch 0: |          | 3811/? [31:26<00:00,  2.02it/s]
Epoch 0: |          | 3811/? [31:26<00:00,  2.02it/s]
Epoch 0: |          | 3812/? [31:27<00:00,  2.02it/s]
Epoch 0: |          | 3812/? [31:27<00:00,  2.02it/s]
Epoch 0: |          | 3813/? [31:27<00:00,  2.02it/s]
Epoch 0: |          | 3813/? [31:27<00:00,  2.02it/s]
Epoch 0: |          | 3814/? [31:28<00:00,  2.02it/s]
Epoch 0: |          | 3814/? [31:28<00:00,  2.02it/s]
Epoch 0: |          | 3815/? [31:28<00:00,  2.02it/s]
Epoch 0: |          | 3815/? [31:28<00:00,  2.02it/s]
Epoch 0: |          | 3816/? [31:29<00:00,  2.02it/s]
Epoch 0: |          | 3816/? [31:29<00:00,  2.02it/s]
Epoch 0: |          | 3817/? [31:29<00:00,  2.02it/s]
Epoch 0: |          | 3817/? [31:29<00:00,  2.02it/s]
Epoch 0: |          | 3818/? [31:29<00:00,  2.02it/s]
Epoch 0: |          | 3818/? [31:29<00:00,  2.02it/s]
Epoch 0: |          | 3819/? [31:30<00:00,  2.02it/s]
Epoch 0: |          | 3819/? [31:30<00:00,  2.02it/s]
Epoch 0: |          | 3820/? [31:30<00:00,  2.02it/s]
Epoch 0: |          | 3820/? [31:30<00:00,  2.02it/s]
Epoch 0: |          | 3821/? [31:31<00:00,  2.02it/s]
Epoch 0: |          | 3821/? [31:31<00:00,  2.02it/s]
Epoch 0: |          | 3822/? [31:31<00:00,  2.02it/s]
Epoch 0: |          | 3822/? [31:31<00:00,  2.02it/s]
Epoch 0: |          | 3823/? [31:31<00:00,  2.02it/s]
Epoch 0: |          | 3823/? [31:31<00:00,  2.02it/s]
Epoch 0: |          | 3824/? [31:32<00:00,  2.02it/s]
Epoch 0: |          | 3824/? [31:32<00:00,  2.02it/s]
Epoch 0: |          | 3825/? [31:32<00:00,  2.02it/s]
Epoch 0: |          | 3825/? [31:32<00:00,  2.02it/s]
Epoch 0: |          | 3826/? [31:33<00:00,  2.02it/s]
Epoch 0: |          | 3826/? [31:33<00:00,  2.02it/s]
Epoch 0: |          | 3827/? [31:33<00:00,  2.02it/s]
Epoch 0: |          | 3827/? [31:33<00:00,  2.02it/s]
Epoch 0: |          | 3828/? [31:34<00:00,  2.02it/s]
Epoch 0: |          | 3828/? [31:34<00:00,  2.02it/s]
Epoch 0: |          | 3829/? [31:34<00:00,  2.02it/s]
Epoch 0: |          | 3829/? [31:34<00:00,  2.02it/s]
Epoch 0: |          | 3830/? [31:34<00:00,  2.02it/s]
Epoch 0: |          | 3830/? [31:34<00:00,  2.02it/s]
Epoch 0: |          | 3831/? [31:35<00:00,  2.02it/s]
Epoch 0: |          | 3831/? [31:35<00:00,  2.02it/s]
Epoch 0: |          | 3832/? [31:35<00:00,  2.02it/s]
Epoch 0: |          | 3832/? [31:35<00:00,  2.02it/s]
Epoch 0: |          | 3833/? [31:36<00:00,  2.02it/s]
Epoch 0: |          | 3833/? [31:36<00:00,  2.02it/s]
Epoch 0: |          | 3834/? [31:36<00:00,  2.02it/s]
Epoch 0: |          | 3834/? [31:36<00:00,  2.02it/s]
Epoch 0: |          | 3835/? [31:36<00:00,  2.02it/s]
Epoch 0: |          | 3835/? [31:36<00:00,  2.02it/s]
Epoch 0: |          | 3836/? [31:37<00:00,  2.02it/s]
Epoch 0: |          | 3836/? [31:37<00:00,  2.02it/s]
Epoch 0: |          | 3837/? [31:37<00:00,  2.02it/s]
Epoch 0: |          | 3837/? [31:37<00:00,  2.02it/s]
Epoch 0: |          | 3838/? [31:38<00:00,  2.02it/s]
Epoch 0: |          | 3838/? [31:38<00:00,  2.02it/s]
Epoch 0: |          | 3839/? [31:38<00:00,  2.02it/s]
Epoch 0: |          | 3839/? [31:38<00:00,  2.02it/s]
Epoch 0: |          | 3840/? [31:39<00:00,  2.02it/s]
Epoch 0: |          | 3840/? [31:39<00:00,  2.02it/s]
Epoch 0: |          | 3841/? [31:39<00:00,  2.02it/s]
Epoch 0: |          | 3841/? [31:39<00:00,  2.02it/s]
Epoch 0: |          | 3842/? [31:40<00:00,  2.02it/s]
Epoch 0: |          | 3842/? [31:40<00:00,  2.02it/s]
Epoch 0: |          | 3843/? [31:40<00:00,  2.02it/s]
Epoch 0: |          | 3843/? [31:40<00:00,  2.02it/s]
Epoch 0: |          | 3844/? [31:40<00:00,  2.02it/s]
Epoch 0: |          | 3844/? [31:40<00:00,  2.02it/s]
Epoch 0: |          | 3845/? [31:41<00:00,  2.02it/s]
Epoch 0: |          | 3845/? [31:41<00:00,  2.02it/s]
Epoch 0: |          | 3846/? [31:41<00:00,  2.02it/s]
Epoch 0: |          | 3846/? [31:41<00:00,  2.02it/s]
Epoch 0: |          | 3847/? [31:42<00:00,  2.02it/s]
Epoch 0: |          | 3847/? [31:42<00:00,  2.02it/s]
Epoch 0: |          | 3848/? [31:42<00:00,  2.02it/s]
Epoch 0: |          | 3848/? [31:42<00:00,  2.02it/s]
Epoch 0: |          | 3849/? [31:43<00:00,  2.02it/s]
Epoch 0: |          | 3849/? [31:43<00:00,  2.02it/s]
Epoch 0: |          | 3850/? [31:43<00:00,  2.02it/s]
Epoch 0: |          | 3850/? [31:43<00:00,  2.02it/s]
Epoch 0: |          | 3851/? [31:43<00:00,  2.02it/s]
Epoch 0: |          | 3851/? [31:43<00:00,  2.02it/s]
Epoch 0: |          | 3852/? [31:44<00:00,  2.02it/s]
Epoch 0: |          | 3852/? [31:44<00:00,  2.02it/s]
Epoch 0: |          | 3853/? [31:44<00:00,  2.02it/s]
Epoch 0: |          | 3853/? [31:44<00:00,  2.02it/s]
Epoch 0: |          | 3854/? [31:45<00:00,  2.02it/s]
Epoch 0: |          | 3854/? [31:45<00:00,  2.02it/s]
Epoch 0: |          | 3855/? [31:45<00:00,  2.02it/s]
Epoch 0: |          | 3855/? [31:45<00:00,  2.02it/s]
Epoch 0: |          | 3856/? [31:46<00:00,  2.02it/s]
Epoch 0: |          | 3856/? [31:46<00:00,  2.02it/s]
Epoch 0: |          | 3857/? [31:46<00:00,  2.02it/s]
Epoch 0: |          | 3857/? [31:46<00:00,  2.02it/s]
Epoch 0: |          | 3858/? [31:46<00:00,  2.02it/s]
Epoch 0: |          | 3858/? [31:46<00:00,  2.02it/s]
Epoch 0: |          | 3859/? [31:47<00:00,  2.02it/s]
Epoch 0: |          | 3859/? [31:47<00:00,  2.02it/s]
Epoch 0: |          | 3860/? [31:47<00:00,  2.02it/s]
Epoch 0: |          | 3860/? [31:47<00:00,  2.02it/s]
Epoch 0: |          | 3861/? [31:48<00:00,  2.02it/s]
Epoch 0: |          | 3861/? [31:48<00:00,  2.02it/s]
Epoch 0: |          | 3862/? [31:48<00:00,  2.02it/s]
Epoch 0: |          | 3862/? [31:48<00:00,  2.02it/s]
Epoch 0: |          | 3863/? [31:48<00:00,  2.02it/s]
Epoch 0: |          | 3863/? [31:48<00:00,  2.02it/s]
Epoch 0: |          | 3864/? [31:49<00:00,  2.02it/s]
Epoch 0: |          | 3864/? [31:49<00:00,  2.02it/s]
Epoch 0: |          | 3865/? [31:49<00:00,  2.02it/s]
Epoch 0: |          | 3865/? [31:49<00:00,  2.02it/s]
Epoch 0: |          | 3866/? [31:50<00:00,  2.02it/s]
Epoch 0: |          | 3866/? [31:50<00:00,  2.02it/s]
Epoch 0: |          | 3867/? [31:50<00:00,  2.02it/s]
Epoch 0: |          | 3867/? [31:50<00:00,  2.02it/s]
Epoch 0: |          | 3868/? [31:50<00:00,  2.02it/s]
Epoch 0: |          | 3868/? [31:50<00:00,  2.02it/s]
Epoch 0: |          | 3869/? [31:51<00:00,  2.02it/s]
Epoch 0: |          | 3869/? [31:51<00:00,  2.02it/s]
Epoch 0: |          | 3870/? [31:51<00:00,  2.02it/s]
Epoch 0: |          | 3870/? [31:51<00:00,  2.02it/s]
Epoch 0: |          | 3871/? [31:52<00:00,  2.02it/s]
Epoch 0: |          | 3871/? [31:52<00:00,  2.02it/s]
Epoch 0: |          | 3872/? [31:52<00:00,  2.02it/s]
Epoch 0: |          | 3872/? [31:52<00:00,  2.02it/s]
Epoch 0: |          | 3873/? [31:53<00:00,  2.02it/s]
Epoch 0: |          | 3873/? [31:53<00:00,  2.02it/s]
Epoch 0: |          | 3874/? [31:53<00:00,  2.02it/s]
Epoch 0: |          | 3874/? [31:53<00:00,  2.02it/s]
Epoch 0: |          | 3875/? [31:53<00:00,  2.02it/s]
Epoch 0: |          | 3875/? [31:53<00:00,  2.02it/s]
Epoch 0: |          | 3876/? [31:54<00:00,  2.02it/s]
Epoch 0: |          | 3876/? [31:54<00:00,  2.02it/s]
Epoch 0: |          | 3877/? [31:54<00:00,  2.02it/s]
Epoch 0: |          | 3877/? [31:54<00:00,  2.02it/s]
Epoch 0: |          | 3878/? [31:55<00:00,  2.02it/s]
Epoch 0: |          | 3878/? [31:55<00:00,  2.02it/s]
Epoch 0: |          | 3879/? [31:55<00:00,  2.03it/s]
Epoch 0: |          | 3879/? [31:55<00:00,  2.03it/s]
Epoch 0: |          | 3880/? [31:55<00:00,  2.03it/s]
Epoch 0: |          | 3880/? [31:55<00:00,  2.03it/s]
Epoch 0: |          | 3881/? [31:56<00:00,  2.03it/s]
Epoch 0: |          | 3881/? [31:56<00:00,  2.03it/s]
Epoch 0: |          | 3882/? [31:56<00:00,  2.03it/s]
Epoch 0: |          | 3882/? [31:56<00:00,  2.03it/s]
Epoch 0: |          | 3883/? [31:57<00:00,  2.03it/s]
Epoch 0: |          | 3883/? [31:57<00:00,  2.03it/s]
Epoch 0: |          | 3884/? [31:57<00:00,  2.03it/s]
Epoch 0: |          | 3884/? [31:57<00:00,  2.03it/s]
Epoch 0: |          | 3885/? [31:58<00:00,  2.03it/s]
Epoch 0: |          | 3885/? [31:58<00:00,  2.03it/s]
Epoch 0: |          | 3886/? [31:58<00:00,  2.03it/s]
Epoch 0: |          | 3886/? [31:58<00:00,  2.03it/s]
Epoch 0: |          | 3887/? [31:58<00:00,  2.03it/s]
Epoch 0: |          | 3887/? [31:58<00:00,  2.03it/s]
Epoch 0: |          | 3888/? [31:59<00:00,  2.03it/s]
Epoch 0: |          | 3888/? [31:59<00:00,  2.03it/s]
Epoch 0: |          | 3889/? [31:59<00:00,  2.03it/s]
Epoch 0: |          | 3889/? [31:59<00:00,  2.03it/s]
Epoch 0: |          | 3890/? [32:00<00:00,  2.03it/s]
Epoch 0: |          | 3890/? [32:00<00:00,  2.03it/s]
Epoch 0: |          | 3891/? [32:00<00:00,  2.03it/s]
Epoch 0: |          | 3891/? [32:00<00:00,  2.03it/s]
Epoch 0: |          | 3892/? [32:00<00:00,  2.03it/s]
Epoch 0: |          | 3892/? [32:00<00:00,  2.03it/s]
Epoch 0: |          | 3893/? [32:01<00:00,  2.03it/s]
Epoch 0: |          | 3893/? [32:01<00:00,  2.03it/s]
Epoch 0: |          | 3894/? [32:01<00:00,  2.03it/s]
Epoch 0: |          | 3894/? [32:01<00:00,  2.03it/s]
Epoch 0: |          | 3895/? [32:02<00:00,  2.03it/s]
Epoch 0: |          | 3895/? [32:02<00:00,  2.03it/s]
Epoch 0: |          | 3896/? [32:02<00:00,  2.03it/s]
Epoch 0: |          | 3896/? [32:02<00:00,  2.03it/s]
Epoch 0: |          | 3897/? [32:03<00:00,  2.03it/s]
Epoch 0: |          | 3897/? [32:03<00:00,  2.03it/s]
Epoch 0: |          | 3898/? [32:03<00:00,  2.03it/s]
Epoch 0: |          | 3898/? [32:03<00:00,  2.03it/s]
Epoch 0: |          | 3899/? [32:03<00:00,  2.03it/s]
Epoch 0: |          | 3899/? [32:03<00:00,  2.03it/s]
Epoch 0: |          | 3900/? [32:04<00:00,  2.03it/s]
Epoch 0: |          | 3900/? [32:04<00:00,  2.03it/s]
Epoch 0: |          | 3901/? [32:04<00:00,  2.03it/s]
Epoch 0: |          | 3901/? [32:04<00:00,  2.03it/s]
Epoch 0: |          | 3902/? [32:05<00:00,  2.03it/s]
Epoch 0: |          | 3902/? [32:05<00:00,  2.03it/s]
Epoch 0: |          | 3903/? [32:05<00:00,  2.03it/s]
Epoch 0: |          | 3903/? [32:05<00:00,  2.03it/s]
Epoch 0: |          | 3904/? [32:05<00:00,  2.03it/s]
Epoch 0: |          | 3904/? [32:05<00:00,  2.03it/s]
Epoch 0: |          | 3905/? [32:06<00:00,  2.03it/s]
Epoch 0: |          | 3905/? [32:06<00:00,  2.03it/s]
Epoch 0: |          | 3906/? [32:06<00:00,  2.03it/s]
Epoch 0: |          | 3906/? [32:06<00:00,  2.03it/s]
Epoch 0: |          | 3907/? [32:07<00:00,  2.03it/s]
Epoch 0: |          | 3907/? [32:07<00:00,  2.03it/s]
Epoch 0: |          | 3908/? [32:07<00:00,  2.03it/s]
Epoch 0: |          | 3908/? [32:07<00:00,  2.03it/s]
Epoch 0: |          | 3909/? [32:08<00:00,  2.03it/s]
Epoch 0: |          | 3909/? [32:08<00:00,  2.03it/s]
Epoch 0: |          | 3910/? [32:08<00:00,  2.03it/s]
Epoch 0: |          | 3910/? [32:08<00:00,  2.03it/s]
Epoch 0: |          | 3911/? [32:08<00:00,  2.03it/s]
Epoch 0: |          | 3911/? [32:08<00:00,  2.03it/s]
Epoch 0: |          | 3912/? [32:09<00:00,  2.03it/s]
Epoch 0: |          | 3912/? [32:09<00:00,  2.03it/s]
Epoch 0: |          | 3913/? [32:09<00:00,  2.03it/s]
Epoch 0: |          | 3913/? [32:09<00:00,  2.03it/s]
Epoch 0: |          | 3914/? [32:10<00:00,  2.03it/s]
Epoch 0: |          | 3914/? [32:10<00:00,  2.03it/s]
Epoch 0: |          | 3915/? [32:10<00:00,  2.03it/s]
Epoch 0: |          | 3915/? [32:10<00:00,  2.03it/s]
Epoch 0: |          | 3916/? [32:10<00:00,  2.03it/s]
Epoch 0: |          | 3916/? [32:10<00:00,  2.03it/s]
Epoch 0: |          | 3917/? [32:11<00:00,  2.03it/s]
Epoch 0: |          | 3917/? [32:11<00:00,  2.03it/s]
Epoch 0: |          | 3918/? [32:11<00:00,  2.03it/s]
Epoch 0: |          | 3918/? [32:11<00:00,  2.03it/s]
Epoch 0: |          | 3919/? [32:12<00:00,  2.03it/s]
Epoch 0: |          | 3919/? [32:12<00:00,  2.03it/s]
Epoch 0: |          | 3920/? [32:12<00:00,  2.03it/s]
Epoch 0: |          | 3920/? [32:12<00:00,  2.03it/s]
Epoch 0: |          | 3921/? [32:12<00:00,  2.03it/s]
Epoch 0: |          | 3921/? [32:12<00:00,  2.03it/s]
Epoch 0: |          | 3922/? [32:13<00:00,  2.03it/s]
Epoch 0: |          | 3922/? [32:13<00:00,  2.03it/s]
Epoch 0: |          | 3923/? [32:13<00:00,  2.03it/s]
Epoch 0: |          | 3923/? [32:13<00:00,  2.03it/s]
Epoch 0: |          | 3924/? [32:14<00:00,  2.03it/s]
Epoch 0: |          | 3924/? [32:14<00:00,  2.03it/s]
Epoch 0: |          | 3925/? [32:14<00:00,  2.03it/s]
Epoch 0: |          | 3925/? [32:14<00:00,  2.03it/s]
Epoch 0: |          | 3926/? [32:15<00:00,  2.03it/s]
Epoch 0: |          | 3926/? [32:15<00:00,  2.03it/s]
Epoch 0: |          | 3927/? [32:15<00:00,  2.03it/s]
Epoch 0: |          | 3927/? [32:15<00:00,  2.03it/s]
Epoch 0: |          | 3928/? [32:15<00:00,  2.03it/s]
Epoch 0: |          | 3928/? [32:15<00:00,  2.03it/s]
Epoch 0: |          | 3929/? [32:16<00:00,  2.03it/s]
Epoch 0: |          | 3929/? [32:16<00:00,  2.03it/s]
Epoch 0: |          | 3930/? [32:16<00:00,  2.03it/s]
Epoch 0: |          | 3930/? [32:16<00:00,  2.03it/s]
Epoch 0: |          | 3931/? [32:17<00:00,  2.03it/s]
Epoch 0: |          | 3931/? [32:17<00:00,  2.03it/s]
Epoch 0: |          | 3932/? [32:17<00:00,  2.03it/s]
Epoch 0: |          | 3932/? [32:17<00:00,  2.03it/s]
Epoch 0: |          | 3933/? [32:17<00:00,  2.03it/s]
Epoch 0: |          | 3933/? [32:17<00:00,  2.03it/s]
Epoch 0: |          | 3934/? [32:18<00:00,  2.03it/s]
Epoch 0: |          | 3934/? [32:18<00:00,  2.03it/s]
Epoch 0: |          | 3935/? [32:18<00:00,  2.03it/s]
Epoch 0: |          | 3935/? [32:18<00:00,  2.03it/s]
Epoch 0: |          | 3936/? [32:19<00:00,  2.03it/s]
Epoch 0: |          | 3936/? [32:19<00:00,  2.03it/s]
Epoch 0: |          | 3937/? [32:19<00:00,  2.03it/s]
Epoch 0: |          | 3937/? [32:19<00:00,  2.03it/s]
Epoch 0: |          | 3938/? [32:20<00:00,  2.03it/s]
Epoch 0: |          | 3938/? [32:20<00:00,  2.03it/s]
Epoch 0: |          | 3939/? [32:20<00:00,  2.03it/s]
Epoch 0: |          | 3939/? [32:20<00:00,  2.03it/s]
Epoch 0: |          | 3940/? [32:20<00:00,  2.03it/s]
Epoch 0: |          | 3940/? [32:20<00:00,  2.03it/s]
Epoch 0: |          | 3941/? [32:21<00:00,  2.03it/s]
Epoch 0: |          | 3941/? [32:21<00:00,  2.03it/s]
Epoch 0: |          | 3942/? [32:21<00:00,  2.03it/s]
Epoch 0: |          | 3942/? [32:21<00:00,  2.03it/s]
Epoch 0: |          | 3943/? [32:22<00:00,  2.03it/s]
Epoch 0: |          | 3943/? [32:22<00:00,  2.03it/s]
Epoch 0: |          | 3944/? [32:22<00:00,  2.03it/s]
Epoch 0: |          | 3944/? [32:22<00:00,  2.03it/s]
Epoch 0: |          | 3945/? [32:22<00:00,  2.03it/s]
Epoch 0: |          | 3945/? [32:22<00:00,  2.03it/s]
Epoch 0: |          | 3946/? [32:23<00:00,  2.03it/s]
Epoch 0: |          | 3946/? [32:23<00:00,  2.03it/s]
Epoch 0: |          | 3947/? [32:23<00:00,  2.03it/s]
Epoch 0: |          | 3947/? [32:23<00:00,  2.03it/s]
Epoch 0: |          | 3948/? [32:24<00:00,  2.03it/s]
Epoch 0: |          | 3948/? [32:24<00:00,  2.03it/s]
Epoch 0: |          | 3949/? [32:24<00:00,  2.03it/s]
Epoch 0: |          | 3949/? [32:24<00:00,  2.03it/s]
Epoch 0: |          | 3950/? [32:25<00:00,  2.03it/s]
Epoch 0: |          | 3950/? [32:25<00:00,  2.03it/s]
Epoch 0: |          | 3951/? [32:25<00:00,  2.03it/s]
Epoch 0: |          | 3951/? [32:25<00:00,  2.03it/s]
Epoch 0: |          | 3952/? [32:26<00:00,  2.03it/s]
Epoch 0: |          | 3952/? [32:26<00:00,  2.03it/s]
Epoch 0: |          | 3953/? [32:26<00:00,  2.03it/s]
Epoch 0: |          | 3953/? [32:26<00:00,  2.03it/s]
Epoch 0: |          | 3954/? [32:26<00:00,  2.03it/s]
Epoch 0: |          | 3954/? [32:26<00:00,  2.03it/s]
Epoch 0: |          | 3955/? [32:27<00:00,  2.03it/s]
Epoch 0: |          | 3955/? [32:27<00:00,  2.03it/s]
Epoch 0: |          | 3956/? [32:27<00:00,  2.03it/s]
Epoch 0: |          | 3956/? [32:27<00:00,  2.03it/s]
Epoch 0: |          | 3957/? [32:28<00:00,  2.03it/s]
Epoch 0: |          | 3957/? [32:28<00:00,  2.03it/s]
Epoch 0: |          | 3958/? [32:28<00:00,  2.03it/s]
Epoch 0: |          | 3958/? [32:28<00:00,  2.03it/s]
Epoch 0: |          | 3959/? [32:28<00:00,  2.03it/s]
Epoch 0: |          | 3959/? [32:28<00:00,  2.03it/s]
Epoch 0: |          | 3960/? [32:29<00:00,  2.03it/s]
Epoch 0: |          | 3960/? [32:29<00:00,  2.03it/s]
Epoch 0: |          | 3961/? [32:29<00:00,  2.03it/s]
Epoch 0: |          | 3961/? [32:29<00:00,  2.03it/s]
Epoch 0: |          | 3962/? [32:30<00:00,  2.03it/s]
Epoch 0: |          | 3962/? [32:30<00:00,  2.03it/s]
Epoch 0: |          | 3963/? [32:30<00:00,  2.03it/s]
Epoch 0: |          | 3963/? [32:30<00:00,  2.03it/s]
Epoch 0: |          | 3964/? [32:31<00:00,  2.03it/s]
Epoch 0: |          | 3964/? [32:31<00:00,  2.03it/s]
Epoch 0: |          | 3965/? [32:31<00:00,  2.03it/s]
Epoch 0: |          | 3965/? [32:31<00:00,  2.03it/s]
Epoch 0: |          | 3966/? [32:31<00:00,  2.03it/s]
Epoch 0: |          | 3966/? [32:31<00:00,  2.03it/s]
Epoch 0: |          | 3967/? [32:32<00:00,  2.03it/s]
Epoch 0: |          | 3967/? [32:32<00:00,  2.03it/s]
Epoch 0: |          | 3968/? [32:32<00:00,  2.03it/s]
Epoch 0: |          | 3968/? [32:32<00:00,  2.03it/s]
Epoch 0: |          | 3969/? [32:33<00:00,  2.03it/s]
Epoch 0: |          | 3969/? [32:33<00:00,  2.03it/s]
Epoch 0: |          | 3970/? [32:33<00:00,  2.03it/s]
Epoch 0: |          | 3970/? [32:33<00:00,  2.03it/s]
Epoch 0: |          | 3971/? [32:34<00:00,  2.03it/s]
Epoch 0: |          | 3971/? [32:34<00:00,  2.03it/s]
Epoch 0: |          | 3972/? [32:34<00:00,  2.03it/s]
Epoch 0: |          | 3972/? [32:34<00:00,  2.03it/s]
Epoch 0: |          | 3973/? [32:34<00:00,  2.03it/s]
Epoch 0: |          | 3973/? [32:34<00:00,  2.03it/s]
Epoch 0: |          | 3974/? [32:35<00:00,  2.03it/s]
Epoch 0: |          | 3974/? [32:35<00:00,  2.03it/s]
Epoch 0: |          | 3975/? [32:35<00:00,  2.03it/s]
Epoch 0: |          | 3975/? [32:35<00:00,  2.03it/s]
Epoch 0: |          | 3976/? [32:36<00:00,  2.03it/s]
Epoch 0: |          | 3976/? [32:36<00:00,  2.03it/s]
Epoch 0: |          | 3977/? [32:36<00:00,  2.03it/s]
Epoch 0: |          | 3977/? [32:36<00:00,  2.03it/s]
Epoch 0: |          | 3978/? [32:37<00:00,  2.03it/s]
Epoch 0: |          | 3978/? [32:37<00:00,  2.03it/s]
Epoch 0: |          | 3979/? [32:37<00:00,  2.03it/s]
Epoch 0: |          | 3979/? [32:37<00:00,  2.03it/s]
Epoch 0: |          | 3980/? [32:37<00:00,  2.03it/s]
Epoch 0: |          | 3980/? [32:37<00:00,  2.03it/s]
Epoch 0: |          | 3981/? [32:38<00:00,  2.03it/s]
Epoch 0: |          | 3981/? [32:38<00:00,  2.03it/s]
Epoch 0: |          | 3982/? [32:38<00:00,  2.03it/s]
Epoch 0: |          | 3982/? [32:38<00:00,  2.03it/s]
Epoch 0: |          | 3983/? [32:39<00:00,  2.03it/s]
Epoch 0: |          | 3983/? [32:39<00:00,  2.03it/s]
Epoch 0: |          | 3984/? [32:39<00:00,  2.03it/s]
Epoch 0: |          | 3984/? [32:39<00:00,  2.03it/s]
Epoch 0: |          | 3985/? [32:39<00:00,  2.03it/s]
Epoch 0: |          | 3985/? [32:39<00:00,  2.03it/s]
Epoch 0: |          | 3986/? [32:40<00:00,  2.03it/s]
Epoch 0: |          | 3986/? [32:40<00:00,  2.03it/s]
Epoch 0: |          | 3987/? [32:40<00:00,  2.03it/s]
Epoch 0: |          | 3987/? [32:40<00:00,  2.03it/s]
Epoch 0: |          | 3988/? [32:41<00:00,  2.03it/s]
Epoch 0: |          | 3988/? [32:41<00:00,  2.03it/s]
Epoch 0: |          | 3989/? [32:41<00:00,  2.03it/s]
Epoch 0: |          | 3989/? [32:41<00:00,  2.03it/s]
Epoch 0: |          | 3990/? [32:42<00:00,  2.03it/s]
Epoch 0: |          | 3990/? [32:42<00:00,  2.03it/s]
Epoch 0: |          | 3991/? [32:42<00:00,  2.03it/s]
Epoch 0: |          | 3991/? [32:42<00:00,  2.03it/s]
Epoch 0: |          | 3992/? [32:42<00:00,  2.03it/s]
Epoch 0: |          | 3992/? [32:42<00:00,  2.03it/s]
Epoch 0: |          | 3993/? [32:43<00:00,  2.03it/s]
Epoch 0: |          | 3993/? [32:43<00:00,  2.03it/s]
Epoch 0: |          | 3994/? [32:43<00:00,  2.03it/s]
Epoch 0: |          | 3994/? [32:43<00:00,  2.03it/s]
Epoch 0: |          | 3995/? [32:44<00:00,  2.03it/s]
Epoch 0: |          | 3995/? [32:44<00:00,  2.03it/s]
Epoch 0: |          | 3996/? [32:44<00:00,  2.03it/s]
Epoch 0: |          | 3996/? [32:44<00:00,  2.03it/s]
Epoch 0: |          | 3997/? [32:44<00:00,  2.03it/s]
Epoch 0: |          | 3997/? [32:44<00:00,  2.03it/s]
Epoch 0: |          | 3998/? [32:45<00:00,  2.03it/s]
Epoch 0: |          | 3998/? [32:45<00:00,  2.03it/s]
Epoch 0: |          | 3999/? [32:45<00:00,  2.03it/s]
Epoch 0: |          | 3999/? [32:45<00:00,  2.03it/s]
Epoch 0: |          | 4000/? [32:46<00:00,  2.03it/s]
Epoch 0: |          | 4000/? [32:46<00:00,  2.03it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  5.32it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.65it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  4.69it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  4.58it/s][A
[A
Epoch 0: |          | 4000/? [32:47<00:00,  2.03it/s]
Epoch 0: |          | 4001/? [32:47<00:00,  2.03it/s]
Epoch 0: |          | 4001/? [32:47<00:00,  2.03it/s]
Epoch 0: |          | 4002/? [32:47<00:00,  2.03it/s]
Epoch 0: |          | 4002/? [32:47<00:00,  2.03it/s]
Epoch 0: |          | 4003/? [32:48<00:00,  2.03it/s]
Epoch 0: |          | 4003/? [32:48<00:00,  2.03it/s]
Epoch 0: |          | 4004/? [32:48<00:00,  2.03it/s]
Epoch 0: |          | 4004/? [32:48<00:00,  2.03it/s]
Epoch 0: |          | 4005/? [32:49<00:00,  2.03it/s]
Epoch 0: |          | 4005/? [32:49<00:00,  2.03it/s]
Epoch 0: |          | 4006/? [32:49<00:00,  2.03it/s]
Epoch 0: |          | 4006/? [32:49<00:00,  2.03it/s]
Epoch 0: |          | 4007/? [32:49<00:00,  2.03it/s]
Epoch 0: |          | 4007/? [32:49<00:00,  2.03it/s]
Epoch 0: |          | 4008/? [32:50<00:00,  2.03it/s]
Epoch 0: |          | 4008/? [32:50<00:00,  2.03it/s]
Epoch 0: |          | 4009/? [32:50<00:00,  2.03it/s]
Epoch 0: |          | 4009/? [32:50<00:00,  2.03it/s]
Epoch 0: |          | 4010/? [32:51<00:00,  2.03it/s]
Epoch 0: |          | 4010/? [32:51<00:00,  2.03it/s]
Epoch 0: |          | 4011/? [32:51<00:00,  2.03it/s]
Epoch 0: |          | 4011/? [32:51<00:00,  2.03it/s]
Epoch 0: |          | 4012/? [32:51<00:00,  2.03it/s]
Epoch 0: |          | 4012/? [32:51<00:00,  2.03it/s]
Epoch 0: |          | 4013/? [32:52<00:00,  2.03it/s]
Epoch 0: |          | 4013/? [32:52<00:00,  2.03it/s]
Epoch 0: |          | 4014/? [32:52<00:00,  2.03it/s]
Epoch 0: |          | 4014/? [32:52<00:00,  2.03it/s]
Epoch 0: |          | 4015/? [32:53<00:00,  2.03it/s]
Epoch 0: |          | 4015/? [32:53<00:00,  2.03it/s]
Epoch 0: |          | 4016/? [32:53<00:00,  2.03it/s]
Epoch 0: |          | 4016/? [32:53<00:00,  2.03it/s]
Epoch 0: |          | 4017/? [32:54<00:00,  2.03it/s]
Epoch 0: |          | 4017/? [32:54<00:00,  2.03it/s]
Epoch 0: |          | 4018/? [32:54<00:00,  2.03it/s]
Epoch 0: |          | 4018/? [32:54<00:00,  2.03it/s]
Epoch 0: |          | 4019/? [32:54<00:00,  2.04it/s]
Epoch 0: |          | 4019/? [32:54<00:00,  2.04it/s]
Epoch 0: |          | 4020/? [32:55<00:00,  2.04it/s]
Epoch 0: |          | 4020/? [32:55<00:00,  2.04it/s]
Epoch 0: |          | 4021/? [32:55<00:00,  2.04it/s]
Epoch 0: |          | 4021/? [32:55<00:00,  2.04it/s]
Epoch 0: |          | 4022/? [32:56<00:00,  2.04it/s]
Epoch 0: |          | 4022/? [32:56<00:00,  2.04it/s]
Epoch 0: |          | 4023/? [32:56<00:00,  2.04it/s]
Epoch 0: |          | 4023/? [32:56<00:00,  2.04it/s]
Epoch 0: |          | 4024/? [32:56<00:00,  2.04it/s]
Epoch 0: |          | 4024/? [32:56<00:00,  2.04it/s]
Epoch 0: |          | 4025/? [32:57<00:00,  2.04it/s]
Epoch 0: |          | 4025/? [32:57<00:00,  2.04it/s]
Epoch 0: |          | 4026/? [32:57<00:00,  2.04it/s]
Epoch 0: |          | 4026/? [32:57<00:00,  2.04it/s]
Epoch 0: |          | 4027/? [32:58<00:00,  2.04it/s]
Epoch 0: |          | 4027/? [32:58<00:00,  2.04it/s]
Epoch 0: |          | 4028/? [32:58<00:00,  2.04it/s]
Epoch 0: |          | 4028/? [32:58<00:00,  2.04it/s]
Epoch 0: |          | 4029/? [32:58<00:00,  2.04it/s]
Epoch 0: |          | 4029/? [32:58<00:00,  2.04it/s]
Epoch 0: |          | 4030/? [32:59<00:00,  2.04it/s]
Epoch 0: |          | 4030/? [32:59<00:00,  2.04it/s]
Epoch 0: |          | 4031/? [32:59<00:00,  2.04it/s]
Epoch 0: |          | 4031/? [32:59<00:00,  2.04it/s]
Epoch 0: |          | 4032/? [33:00<00:00,  2.04it/s]
Epoch 0: |          | 4032/? [33:00<00:00,  2.04it/s]
Epoch 0: |          | 4033/? [33:00<00:00,  2.04it/s]
Epoch 0: |          | 4033/? [33:00<00:00,  2.04it/s]
Epoch 0: |          | 4034/? [33:01<00:00,  2.04it/s]
Epoch 0: |          | 4034/? [33:01<00:00,  2.04it/s]
Epoch 0: |          | 4035/? [33:01<00:00,  2.04it/s]
Epoch 0: |          | 4035/? [33:01<00:00,  2.04it/s]
Epoch 0: |          | 4036/? [33:01<00:00,  2.04it/s]
Epoch 0: |          | 4036/? [33:01<00:00,  2.04it/s]
Epoch 0: |          | 4037/? [33:02<00:00,  2.04it/s]
Epoch 0: |          | 4037/? [33:02<00:00,  2.04it/s]
Epoch 0: |          | 4038/? [33:02<00:00,  2.04it/s]
Epoch 0: |          | 4038/? [33:02<00:00,  2.04it/s]
Epoch 0: |          | 4039/? [33:03<00:00,  2.04it/s]
Epoch 0: |          | 4039/? [33:03<00:00,  2.04it/s]
Epoch 0: |          | 4040/? [33:03<00:00,  2.04it/s]
Epoch 0: |          | 4040/? [33:03<00:00,  2.04it/s]
Epoch 0: |          | 4041/? [33:03<00:00,  2.04it/s]
Epoch 0: |          | 4041/? [33:03<00:00,  2.04it/s]
Epoch 0: |          | 4042/? [33:04<00:00,  2.04it/s]
Epoch 0: |          | 4042/? [33:04<00:00,  2.04it/s]
Epoch 0: |          | 4043/? [33:04<00:00,  2.04it/s]
Epoch 0: |          | 4043/? [33:04<00:00,  2.04it/s]
Epoch 0: |          | 4044/? [33:05<00:00,  2.04it/s]
Epoch 0: |          | 4044/? [33:05<00:00,  2.04it/s]
Epoch 0: |          | 4045/? [33:05<00:00,  2.04it/s]
Epoch 0: |          | 4045/? [33:05<00:00,  2.04it/s]
Epoch 0: |          | 4046/? [33:05<00:00,  2.04it/s]
Epoch 0: |          | 4046/? [33:05<00:00,  2.04it/s]
Epoch 0: |          | 4047/? [33:06<00:00,  2.04it/s]
Epoch 0: |          | 4047/? [33:06<00:00,  2.04it/s]
Epoch 0: |          | 4048/? [33:06<00:00,  2.04it/s]
Epoch 0: |          | 4048/? [33:06<00:00,  2.04it/s]
Epoch 0: |          | 4049/? [33:07<00:00,  2.04it/s]
Epoch 0: |          | 4049/? [33:07<00:00,  2.04it/s]
Epoch 0: |          | 4050/? [33:07<00:00,  2.04it/s]
Epoch 0: |          | 4050/? [33:07<00:00,  2.04it/s]
Epoch 0: |          | 4051/? [33:08<00:00,  2.04it/s]
Epoch 0: |          | 4051/? [33:08<00:00,  2.04it/s]
Epoch 0: |          | 4052/? [33:08<00:00,  2.04it/s]
Epoch 0: |          | 4052/? [33:08<00:00,  2.04it/s]
Epoch 0: |          | 4053/? [33:08<00:00,  2.04it/s]
Epoch 0: |          | 4053/? [33:08<00:00,  2.04it/s]
Epoch 0: |          | 4054/? [33:09<00:00,  2.04it/s]
Epoch 0: |          | 4054/? [33:09<00:00,  2.04it/s]
Epoch 0: |          | 4055/? [33:09<00:00,  2.04it/s]
Epoch 0: |          | 4055/? [33:09<00:00,  2.04it/s]
Epoch 0: |          | 4056/? [33:10<00:00,  2.04it/s]
Epoch 0: |          | 4056/? [33:10<00:00,  2.04it/s]
Epoch 0: |          | 4057/? [33:10<00:00,  2.04it/s]
Epoch 0: |          | 4057/? [33:10<00:00,  2.04it/s]
Epoch 0: |          | 4058/? [33:10<00:00,  2.04it/s]
Epoch 0: |          | 4058/? [33:10<00:00,  2.04it/s]
Epoch 0: |          | 4059/? [33:11<00:00,  2.04it/s]
Epoch 0: |          | 4059/? [33:11<00:00,  2.04it/s]
Epoch 0: |          | 4060/? [33:11<00:00,  2.04it/s]
Epoch 0: |          | 4060/? [33:11<00:00,  2.04it/s]
Epoch 0: |          | 4061/? [33:12<00:00,  2.04it/s]
Epoch 0: |          | 4061/? [33:12<00:00,  2.04it/s]
Epoch 0: |          | 4062/? [33:12<00:00,  2.04it/s]
Epoch 0: |          | 4062/? [33:12<00:00,  2.04it/s]
Epoch 0: |          | 4063/? [33:12<00:00,  2.04it/s]
Epoch 0: |          | 4063/? [33:12<00:00,  2.04it/s]
Epoch 0: |          | 4064/? [33:13<00:00,  2.04it/s]
Epoch 0: |          | 4064/? [33:13<00:00,  2.04it/s]
Epoch 0: |          | 4065/? [33:13<00:00,  2.04it/s]
Epoch 0: |          | 4065/? [33:13<00:00,  2.04it/s]
Epoch 0: |          | 4066/? [33:14<00:00,  2.04it/s]
Epoch 0: |          | 4066/? [33:14<00:00,  2.04it/s]
Epoch 0: |          | 4067/? [33:14<00:00,  2.04it/s]
Epoch 0: |          | 4067/? [33:14<00:00,  2.04it/s]
Epoch 0: |          | 4068/? [33:15<00:00,  2.04it/s]
Epoch 0: |          | 4068/? [33:15<00:00,  2.04it/s]
Epoch 0: |          | 4069/? [33:15<00:00,  2.04it/s]
Epoch 0: |          | 4069/? [33:15<00:00,  2.04it/s]
Epoch 0: |          | 4070/? [33:15<00:00,  2.04it/s]
Epoch 0: |          | 4070/? [33:15<00:00,  2.04it/s]
Epoch 0: |          | 4071/? [33:16<00:00,  2.04it/s]
Epoch 0: |          | 4071/? [33:16<00:00,  2.04it/s]
Epoch 0: |          | 4072/? [33:16<00:00,  2.04it/s]
Epoch 0: |          | 4072/? [33:16<00:00,  2.04it/s]
Epoch 0: |          | 4073/? [33:17<00:00,  2.04it/s]
Epoch 0: |          | 4073/? [33:17<00:00,  2.04it/s]
Epoch 0: |          | 4074/? [33:17<00:00,  2.04it/s]
Epoch 0: |          | 4074/? [33:17<00:00,  2.04it/s]
Epoch 0: |          | 4075/? [33:17<00:00,  2.04it/s]
Epoch 0: |          | 4075/? [33:17<00:00,  2.04it/s]
Epoch 0: |          | 4076/? [33:18<00:00,  2.04it/s]
Epoch 0: |          | 4076/? [33:18<00:00,  2.04it/s]
Epoch 0: |          | 4077/? [33:18<00:00,  2.04it/s]
Epoch 0: |          | 4077/? [33:18<00:00,  2.04it/s]
Epoch 0: |          | 4078/? [33:19<00:00,  2.04it/s]
Epoch 0: |          | 4078/? [33:19<00:00,  2.04it/s]
Epoch 0: |          | 4079/? [33:19<00:00,  2.04it/s]
Epoch 0: |          | 4079/? [33:19<00:00,  2.04it/s]
Epoch 0: |          | 4080/? [33:19<00:00,  2.04it/s]
Epoch 0: |          | 4080/? [33:19<00:00,  2.04it/s]
Epoch 0: |          | 4081/? [33:20<00:00,  2.04it/s]
Epoch 0: |          | 4081/? [33:20<00:00,  2.04it/s]
Epoch 0: |          | 4082/? [33:20<00:00,  2.04it/s]
Epoch 0: |          | 4082/? [33:20<00:00,  2.04it/s]
Epoch 0: |          | 4083/? [33:21<00:00,  2.04it/s]
Epoch 0: |          | 4083/? [33:21<00:00,  2.04it/s]
Epoch 0: |          | 4084/? [33:21<00:00,  2.04it/s]
Epoch 0: |          | 4084/? [33:21<00:00,  2.04it/s]
Epoch 0: |          | 4085/? [33:21<00:00,  2.04it/s]
Epoch 0: |          | 4085/? [33:21<00:00,  2.04it/s]
Epoch 0: |          | 4086/? [33:22<00:00,  2.04it/s]
Epoch 0: |          | 4086/? [33:22<00:00,  2.04it/s]
Epoch 0: |          | 4087/? [33:22<00:00,  2.04it/s]
Epoch 0: |          | 4087/? [33:22<00:00,  2.04it/s]
Epoch 0: |          | 4088/? [33:23<00:00,  2.04it/s]
Epoch 0: |          | 4088/? [33:23<00:00,  2.04it/s]
Epoch 0: |          | 4089/? [33:23<00:00,  2.04it/s]
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Epoch 0: |          | 4090/? [33:24<00:00,  2.04it/s]
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Epoch 0: |          | 4091/? [33:24<00:00,  2.04it/s]
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Epoch 0: |          | 4092/? [33:24<00:00,  2.04it/s]
Epoch 0: |          | 4092/? [33:24<00:00,  2.04it/s]
Epoch 0: |          | 4093/? [33:25<00:00,  2.04it/s]
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Epoch 0: |          | 4094/? [33:25<00:00,  2.04it/s]
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Epoch 0: |          | 4095/? [33:26<00:00,  2.04it/s]
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Epoch 0: |          | 4096/? [33:26<00:00,  2.04it/s]
Epoch 0: |          | 4096/? [33:26<00:00,  2.04it/s]
Epoch 0: |          | 4097/? [33:26<00:00,  2.04it/s]
Epoch 0: |          | 4097/? [33:26<00:00,  2.04it/s]
Epoch 0: |          | 4098/? [33:27<00:00,  2.04it/s]
Epoch 0: |          | 4098/? [33:27<00:00,  2.04it/s]
Epoch 0: |          | 4099/? [33:27<00:00,  2.04it/s]
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Epoch 0: |          | 4100/? [33:28<00:00,  2.04it/s]
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Epoch 0: |          | 4103/? [33:29<00:00,  2.04it/s]
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Epoch 0: |          | 4105/? [33:30<00:00,  2.04it/s]
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Epoch 0: |          | 4107/? [33:30<00:00,  2.04it/s]
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Epoch 0: |          | 4108/? [33:31<00:00,  2.04it/s]
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Epoch 0: |          | 4109/? [33:31<00:00,  2.04it/s]
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Epoch 0: |          | 4110/? [33:32<00:00,  2.04it/s]
Epoch 0: |          | 4110/? [33:32<00:00,  2.04it/s]
Epoch 0: |          | 4111/? [33:32<00:00,  2.04it/s]
Epoch 0: |          | 4111/? [33:32<00:00,  2.04it/s]
Epoch 0: |          | 4112/? [33:32<00:00,  2.04it/s]
Epoch 0: |          | 4112/? [33:32<00:00,  2.04it/s]
Epoch 0: |          | 4113/? [33:33<00:00,  2.04it/s]
Epoch 0: |          | 4113/? [33:33<00:00,  2.04it/s]
Epoch 0: |          | 4114/? [33:33<00:00,  2.04it/s]
Epoch 0: |          | 4114/? [33:33<00:00,  2.04it/s]
Epoch 0: |          | 4115/? [33:34<00:00,  2.04it/s]
Epoch 0: |          | 4115/? [33:34<00:00,  2.04it/s]
Epoch 0: |          | 4116/? [33:34<00:00,  2.04it/s]
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Epoch 0: |          | 4117/? [33:35<00:00,  2.04it/s]
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Epoch 0: |          | 4118/? [33:35<00:00,  2.04it/s]
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Epoch 0: |          | 4119/? [33:35<00:00,  2.04it/s]
Epoch 0: |          | 4119/? [33:35<00:00,  2.04it/s]
Epoch 0: |          | 4120/? [33:36<00:00,  2.04it/s]
Epoch 0: |          | 4120/? [33:36<00:00,  2.04it/s]
Epoch 0: |          | 4121/? [33:36<00:00,  2.04it/s]
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Epoch 0: |          | 4122/? [33:37<00:00,  2.04it/s]
Epoch 0: |          | 4122/? [33:37<00:00,  2.04it/s]
Epoch 0: |          | 4123/? [33:37<00:00,  2.04it/s]
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Epoch 0: |          | 4124/? [33:37<00:00,  2.04it/s]
Epoch 0: |          | 4124/? [33:37<00:00,  2.04it/s]
Epoch 0: |          | 4125/? [33:38<00:00,  2.04it/s]
Epoch 0: |          | 4125/? [33:38<00:00,  2.04it/s]
Epoch 0: |          | 4126/? [33:38<00:00,  2.04it/s]
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Epoch 0: |          | 4127/? [33:39<00:00,  2.04it/s]
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Epoch 0: |          | 4128/? [33:39<00:00,  2.04it/s]
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Epoch 0: |          | 4129/? [33:39<00:00,  2.04it/s]
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Epoch 0: |          | 4130/? [33:40<00:00,  2.04it/s]
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Epoch 0: |          | 4131/? [33:40<00:00,  2.04it/s]
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Epoch 0: |          | 4134/? [33:42<00:00,  2.04it/s]
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Epoch 0: |          | 4136/? [33:42<00:00,  2.04it/s]
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Epoch 0: |          | 4137/? [33:43<00:00,  2.04it/s]
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Epoch 0: |          | 4138/? [33:43<00:00,  2.04it/s]
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Epoch 0: |          | 4139/? [33:44<00:00,  2.04it/s]
Epoch 0: |          | 4139/? [33:44<00:00,  2.04it/s]
Epoch 0: |          | 4140/? [33:44<00:00,  2.04it/s]
Epoch 0: |          | 4140/? [33:44<00:00,  2.04it/s]
Epoch 0: |          | 4141/? [33:44<00:00,  2.05it/s]
Epoch 0: |          | 4141/? [33:44<00:00,  2.05it/s]
Epoch 0: |          | 4142/? [33:45<00:00,  2.05it/s]
Epoch 0: |          | 4142/? [33:45<00:00,  2.05it/s]
Epoch 0: |          | 4143/? [33:45<00:00,  2.05it/s]
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Epoch 0: |          | 4150/? [33:48<00:00,  2.05it/s]
Epoch 0: |          | 4151/? [33:48<00:00,  2.05it/s]
Epoch 0: |          | 4151/? [33:48<00:00,  2.05it/s]
Epoch 0: |          | 4152/? [33:49<00:00,  2.05it/s]
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Epoch 0: |          | 4153/? [33:49<00:00,  2.05it/s]
Epoch 0: |          | 4153/? [33:49<00:00,  2.05it/s]
Epoch 0: |          | 4154/? [33:50<00:00,  2.05it/s]
Epoch 0: |          | 4154/? [33:50<00:00,  2.05it/s]
Epoch 0: |          | 4155/? [33:50<00:00,  2.05it/s]
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Epoch 0: |          | 4156/? [33:51<00:00,  2.05it/s]
Epoch 0: |          | 4156/? [33:51<00:00,  2.05it/s]
Epoch 0: |          | 4157/? [33:51<00:00,  2.05it/s]
Epoch 0: |          | 4157/? [33:51<00:00,  2.05it/s]
Epoch 0: |          | 4158/? [33:51<00:00,  2.05it/s]
Epoch 0: |          | 4158/? [33:51<00:00,  2.05it/s]
Epoch 0: |          | 4159/? [33:52<00:00,  2.05it/s]
Epoch 0: |          | 4159/? [33:52<00:00,  2.05it/s]
Epoch 0: |          | 4160/? [33:52<00:00,  2.05it/s]
Epoch 0: |          | 4160/? [33:52<00:00,  2.05it/s]
Epoch 0: |          | 4161/? [33:53<00:00,  2.05it/s]
Epoch 0: |          | 4161/? [33:53<00:00,  2.05it/s]
Epoch 0: |          | 4162/? [33:53<00:00,  2.05it/s]
Epoch 0: |          | 4162/? [33:53<00:00,  2.05it/s]
Epoch 0: |          | 4163/? [33:53<00:00,  2.05it/s]
Epoch 0: |          | 4163/? [33:53<00:00,  2.05it/s]
Epoch 0: |          | 4164/? [33:54<00:00,  2.05it/s]
Epoch 0: |          | 4164/? [33:54<00:00,  2.05it/s]
Epoch 0: |          | 4165/? [33:54<00:00,  2.05it/s]
Epoch 0: |          | 4165/? [33:54<00:00,  2.05it/s]
Epoch 0: |          | 4166/? [33:55<00:00,  2.05it/s]
Epoch 0: |          | 4166/? [33:55<00:00,  2.05it/s]
Epoch 0: |          | 4167/? [33:55<00:00,  2.05it/s]
Epoch 0: |          | 4167/? [33:55<00:00,  2.05it/s]
Epoch 0: |          | 4168/? [33:55<00:00,  2.05it/s]
Epoch 0: |          | 4168/? [33:55<00:00,  2.05it/s]
Epoch 0: |          | 4169/? [33:56<00:00,  2.05it/s]
Epoch 0: |          | 4169/? [33:56<00:00,  2.05it/s]
Epoch 0: |          | 4170/? [33:56<00:00,  2.05it/s]
Epoch 0: |          | 4170/? [33:56<00:00,  2.05it/s]
Epoch 0: |          | 4171/? [33:57<00:00,  2.05it/s]
Epoch 0: |          | 4171/? [33:57<00:00,  2.05it/s]
Epoch 0: |          | 4172/? [33:57<00:00,  2.05it/s]
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Epoch 0: |          | 4173/? [33:57<00:00,  2.05it/s]
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Epoch 0: |          | 4174/? [33:58<00:00,  2.05it/s]
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Epoch 0: |          | 4175/? [33:58<00:00,  2.05it/s]
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Epoch 0: |          | 4176/? [33:59<00:00,  2.05it/s]
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Epoch 0: |          | 4177/? [33:59<00:00,  2.05it/s]
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Epoch 0: |          | 4178/? [33:59<00:00,  2.05it/s]
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Epoch 0: |          | 4179/? [34:00<00:00,  2.05it/s]
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Epoch 0: |          | 4180/? [34:00<00:00,  2.05it/s]
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Epoch 0: |          | 4181/? [34:01<00:00,  2.05it/s]
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Epoch 0: |          | 4182/? [34:01<00:00,  2.05it/s]
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Epoch 0: |          | 4183/? [34:02<00:00,  2.05it/s]
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Epoch 0: |          | 4185/? [34:02<00:00,  2.05it/s]
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Epoch 0: |          | 4189/? [34:04<00:00,  2.05it/s]
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Epoch 0: |          | 4190/? [34:04<00:00,  2.05it/s]
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Epoch 0: |          | 4191/? [34:05<00:00,  2.05it/s]
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Epoch 0: |          | 4193/? [34:06<00:00,  2.05it/s]
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Epoch 0: |          | 4194/? [34:06<00:00,  2.05it/s]
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Epoch 0: |          | 4196/? [34:07<00:00,  2.05it/s]
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Epoch 0: |          | 4197/? [34:07<00:00,  2.05it/s]
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Epoch 0: |          | 4198/? [34:08<00:00,  2.05it/s]
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Epoch 0: |          | 4199/? [34:08<00:00,  2.05it/s]
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Epoch 0: |          | 4200/? [34:09<00:00,  2.05it/s]
Epoch 0: |          | 4200/? [34:09<00:00,  2.05it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  6.00it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  5.29it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  5.29it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  5.15it/s][A
[A
Epoch 0: |          | 4200/? [34:09<00:00,  2.05it/s]
Epoch 0: |          | 4201/? [34:10<00:00,  2.05it/s]
Epoch 0: |          | 4201/? [34:10<00:00,  2.05it/s]
Epoch 0: |          | 4202/? [34:10<00:00,  2.05it/s]
Epoch 0: |          | 4202/? [34:10<00:00,  2.05it/s]
Epoch 0: |          | 4203/? [34:11<00:00,  2.05it/s]
Epoch 0: |          | 4203/? [34:11<00:00,  2.05it/s]
Epoch 0: |          | 4204/? [34:11<00:00,  2.05it/s]
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Epoch 0: |          | 4205/? [34:11<00:00,  2.05it/s]
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Epoch 0: |          | 4206/? [34:12<00:00,  2.05it/s]
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Epoch 0: |          | 4207/? [34:12<00:00,  2.05it/s]
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Epoch 0: |          | 4208/? [34:13<00:00,  2.05it/s]
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Epoch 0: |          | 4209/? [34:13<00:00,  2.05it/s]
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Epoch 0: |          | 4210/? [34:13<00:00,  2.05it/s]
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Epoch 0: |          | 4211/? [34:14<00:00,  2.05it/s]
Epoch 0: |          | 4211/? [34:14<00:00,  2.05it/s]
Epoch 0: |          | 4212/? [34:14<00:00,  2.05it/s]
Epoch 0: |          | 4212/? [34:14<00:00,  2.05it/s]
Epoch 0: |          | 4213/? [34:15<00:00,  2.05it/s]
Epoch 0: |          | 4213/? [34:15<00:00,  2.05it/s]
Epoch 0: |          | 4214/? [34:15<00:00,  2.05it/s]
Epoch 0: |          | 4214/? [34:15<00:00,  2.05it/s]
Epoch 0: |          | 4215/? [34:15<00:00,  2.05it/s]
Epoch 0: |          | 4215/? [34:15<00:00,  2.05it/s]
Epoch 0: |          | 4216/? [34:16<00:00,  2.05it/s]
Epoch 0: |          | 4216/? [34:16<00:00,  2.05it/s]
Epoch 0: |          | 4217/? [34:16<00:00,  2.05it/s]
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Epoch 0: |          | 4218/? [34:17<00:00,  2.05it/s]
Epoch 0: |          | 4218/? [34:17<00:00,  2.05it/s]
Epoch 0: |          | 4219/? [34:17<00:00,  2.05it/s]
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Epoch 0: |          | 4220/? [34:17<00:00,  2.05it/s]
Epoch 0: |          | 4220/? [34:17<00:00,  2.05it/s]
Epoch 0: |          | 4221/? [34:18<00:00,  2.05it/s]
Epoch 0: |          | 4221/? [34:18<00:00,  2.05it/s]
Epoch 0: |          | 4222/? [34:18<00:00,  2.05it/s]
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Epoch 0: |          | 4223/? [34:19<00:00,  2.05it/s]
Epoch 0: |          | 4223/? [34:19<00:00,  2.05it/s]
Epoch 0: |          | 4224/? [34:19<00:00,  2.05it/s]
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Epoch 0: |          | 4244/? [34:27<00:00,  2.05it/s]
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Epoch 0: |          | 4253/? [34:31<00:00,  2.05it/s]
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Epoch 0: |          | 4254/? [34:31<00:00,  2.05it/s]
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Epoch 0: |          | 4255/? [34:32<00:00,  2.05it/s]
Epoch 0: |          | 4255/? [34:32<00:00,  2.05it/s]
Epoch 0: |          | 4256/? [34:32<00:00,  2.05it/s]
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Epoch 0: |          | 4257/? [34:32<00:00,  2.05it/s]
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Epoch 0: |          | 4258/? [34:33<00:00,  2.05it/s]
Epoch 0: |          | 4258/? [34:33<00:00,  2.05it/s]
Epoch 0: |          | 4259/? [34:33<00:00,  2.05it/s]
Epoch 0: |          | 4259/? [34:33<00:00,  2.05it/s]
Epoch 0: |          | 4260/? [34:34<00:00,  2.05it/s]
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Epoch 0: |          | 4261/? [34:34<00:00,  2.05it/s]
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Epoch 0: |          | 4262/? [34:34<00:00,  2.05it/s]
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Epoch 0: |          | 4263/? [34:35<00:00,  2.05it/s]
Epoch 0: |          | 4263/? [34:35<00:00,  2.05it/s]
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Epoch 0: |          | 4265/? [34:36<00:00,  2.05it/s]
Epoch 0: |          | 4265/? [34:36<00:00,  2.05it/s]
Epoch 0: |          | 4266/? [34:36<00:00,  2.05it/s]
Epoch 0: |          | 4266/? [34:36<00:00,  2.05it/s]
Epoch 0: |          | 4267/? [34:36<00:00,  2.05it/s]
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Epoch 0: |          | 4268/? [34:37<00:00,  2.05it/s]
Epoch 0: |          | 4268/? [34:37<00:00,  2.05it/s]
Epoch 0: |          | 4269/? [34:37<00:00,  2.05it/s]
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Epoch 0: |          | 4270/? [34:38<00:00,  2.05it/s]
Epoch 0: |          | 4270/? [34:38<00:00,  2.05it/s]
Epoch 0: |          | 4271/? [34:38<00:00,  2.05it/s]
Epoch 0: |          | 4271/? [34:38<00:00,  2.05it/s]
Epoch 0: |          | 4272/? [34:38<00:00,  2.05it/s]
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Epoch 0: |          | 4273/? [34:39<00:00,  2.05it/s]
Epoch 0: |          | 4273/? [34:39<00:00,  2.05it/s]
Epoch 0: |          | 4274/? [34:39<00:00,  2.06it/s]
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Epoch 0: |          | 4275/? [34:40<00:00,  2.06it/s]
Epoch 0: |          | 4275/? [34:40<00:00,  2.06it/s]
Epoch 0: |          | 4276/? [34:40<00:00,  2.06it/s]
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Epoch 0: |          | 4277/? [34:41<00:00,  2.06it/s]
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Epoch 0: |          | 4278/? [34:41<00:00,  2.06it/s]
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Epoch 0: |          | 4279/? [34:41<00:00,  2.06it/s]
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Epoch 0: |          | 4280/? [34:42<00:00,  2.06it/s]
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Epoch 0: |          | 4281/? [34:42<00:00,  2.06it/s]
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Epoch 0: |          | 4284/? [34:43<00:00,  2.06it/s]
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Epoch 0: |          | 4285/? [34:44<00:00,  2.06it/s]
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Epoch 0: |          | 4286/? [34:44<00:00,  2.06it/s]
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Epoch 0: |          | 4287/? [34:45<00:00,  2.06it/s]
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Epoch 0: |          | 4288/? [34:45<00:00,  2.06it/s]
Epoch 0: |          | 4288/? [34:45<00:00,  2.06it/s]
Epoch 0: |          | 4289/? [34:45<00:00,  2.06it/s]
Epoch 0: |          | 4289/? [34:45<00:00,  2.06it/s]
Epoch 0: |          | 4290/? [34:46<00:00,  2.06it/s]
Epoch 0: |          | 4290/? [34:46<00:00,  2.06it/s]
Epoch 0: |          | 4291/? [34:46<00:00,  2.06it/s]
Epoch 0: |          | 4291/? [34:46<00:00,  2.06it/s]
Epoch 0: |          | 4292/? [34:47<00:00,  2.06it/s]
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Epoch 0: |          | 4293/? [34:47<00:00,  2.06it/s]
Epoch 0: |          | 4293/? [34:47<00:00,  2.06it/s]
Epoch 0: |          | 4294/? [34:47<00:00,  2.06it/s]
Epoch 0: |          | 4294/? [34:47<00:00,  2.06it/s]
Epoch 0: |          | 4295/? [34:48<00:00,  2.06it/s]
Epoch 0: |          | 4295/? [34:48<00:00,  2.06it/s]
Epoch 0: |          | 4296/? [34:48<00:00,  2.06it/s]
Epoch 0: |          | 4296/? [34:48<00:00,  2.06it/s]
Epoch 0: |          | 4297/? [34:49<00:00,  2.06it/s]
Epoch 0: |          | 4297/? [34:49<00:00,  2.06it/s]
Epoch 0: |          | 4298/? [34:49<00:00,  2.06it/s]
Epoch 0: |          | 4298/? [34:49<00:00,  2.06it/s]
Epoch 0: |          | 4299/? [34:49<00:00,  2.06it/s]
Epoch 0: |          | 4299/? [34:49<00:00,  2.06it/s]
Epoch 0: |          | 4300/? [34:50<00:00,  2.06it/s]
Epoch 0: |          | 4300/? [34:50<00:00,  2.06it/s]
Epoch 0: |          | 4301/? [34:50<00:00,  2.06it/s]
Epoch 0: |          | 4301/? [34:50<00:00,  2.06it/s]
Epoch 0: |          | 4302/? [34:51<00:00,  2.06it/s]
Epoch 0: |          | 4302/? [34:51<00:00,  2.06it/s]
Epoch 0: |          | 4303/? [34:51<00:00,  2.06it/s]
Epoch 0: |          | 4303/? [34:51<00:00,  2.06it/s]
Epoch 0: |          | 4304/? [34:51<00:00,  2.06it/s]
Epoch 0: |          | 4304/? [34:51<00:00,  2.06it/s]
Epoch 0: |          | 4305/? [34:52<00:00,  2.06it/s]
Epoch 0: |          | 4305/? [34:52<00:00,  2.06it/s]
Epoch 0: |          | 4306/? [34:52<00:00,  2.06it/s]
Epoch 0: |          | 4306/? [34:52<00:00,  2.06it/s]
Epoch 0: |          | 4307/? [34:53<00:00,  2.06it/s]
Epoch 0: |          | 4307/? [34:53<00:00,  2.06it/s]
Epoch 0: |          | 4308/? [34:53<00:00,  2.06it/s]
Epoch 0: |          | 4308/? [34:53<00:00,  2.06it/s]
Epoch 0: |          | 4309/? [34:53<00:00,  2.06it/s]
Epoch 0: |          | 4309/? [34:53<00:00,  2.06it/s]
Epoch 0: |          | 4310/? [34:54<00:00,  2.06it/s]
Epoch 0: |          | 4310/? [34:54<00:00,  2.06it/s]
Epoch 0: |          | 4311/? [34:54<00:00,  2.06it/s]
Epoch 0: |          | 4311/? [34:54<00:00,  2.06it/s]
Epoch 0: |          | 4312/? [34:55<00:00,  2.06it/s]
Epoch 0: |          | 4312/? [34:55<00:00,  2.06it/s]
Epoch 0: |          | 4313/? [34:55<00:00,  2.06it/s]
Epoch 0: |          | 4313/? [34:55<00:00,  2.06it/s]
Epoch 0: |          | 4314/? [34:55<00:00,  2.06it/s]
Epoch 0: |          | 4314/? [34:55<00:00,  2.06it/s]
Epoch 0: |          | 4315/? [34:56<00:00,  2.06it/s]
Epoch 0: |          | 4315/? [34:56<00:00,  2.06it/s]
Epoch 0: |          | 4316/? [34:56<00:00,  2.06it/s]
Epoch 0: |          | 4316/? [34:56<00:00,  2.06it/s]
Epoch 0: |          | 4317/? [34:57<00:00,  2.06it/s]
Epoch 0: |          | 4317/? [34:57<00:00,  2.06it/s]
Epoch 0: |          | 4318/? [34:57<00:00,  2.06it/s]
Epoch 0: |          | 4318/? [34:57<00:00,  2.06it/s]
Epoch 0: |          | 4319/? [34:57<00:00,  2.06it/s]
Epoch 0: |          | 4319/? [34:57<00:00,  2.06it/s]
Epoch 0: |          | 4320/? [34:58<00:00,  2.06it/s]
Epoch 0: |          | 4320/? [34:58<00:00,  2.06it/s]
Epoch 0: |          | 4321/? [34:58<00:00,  2.06it/s]
Epoch 0: |          | 4321/? [34:58<00:00,  2.06it/s]
Epoch 0: |          | 4322/? [34:59<00:00,  2.06it/s]
Epoch 0: |          | 4322/? [34:59<00:00,  2.06it/s]
Epoch 0: |          | 4323/? [34:59<00:00,  2.06it/s]
Epoch 0: |          | 4323/? [34:59<00:00,  2.06it/s]
Epoch 0: |          | 4324/? [34:59<00:00,  2.06it/s]
Epoch 0: |          | 4324/? [34:59<00:00,  2.06it/s]
Epoch 0: |          | 4325/? [35:00<00:00,  2.06it/s]
Epoch 0: |          | 4325/? [35:00<00:00,  2.06it/s]
Epoch 0: |          | 4326/? [35:00<00:00,  2.06it/s]
Epoch 0: |          | 4326/? [35:00<00:00,  2.06it/s]
Epoch 0: |          | 4327/? [35:01<00:00,  2.06it/s]
Epoch 0: |          | 4327/? [35:01<00:00,  2.06it/s]
Epoch 0: |          | 4328/? [35:01<00:00,  2.06it/s]
Epoch 0: |          | 4328/? [35:01<00:00,  2.06it/s]
Epoch 0: |          | 4329/? [35:01<00:00,  2.06it/s]
Epoch 0: |          | 4329/? [35:01<00:00,  2.06it/s]
Epoch 0: |          | 4330/? [35:02<00:00,  2.06it/s]
Epoch 0: |          | 4330/? [35:02<00:00,  2.06it/s]
Epoch 0: |          | 4331/? [35:02<00:00,  2.06it/s]
Epoch 0: |          | 4331/? [35:02<00:00,  2.06it/s]
Epoch 0: |          | 4332/? [35:03<00:00,  2.06it/s]
Epoch 0: |          | 4332/? [35:03<00:00,  2.06it/s]
Epoch 0: |          | 4333/? [35:03<00:00,  2.06it/s]
Epoch 0: |          | 4333/? [35:03<00:00,  2.06it/s]
Epoch 0: |          | 4334/? [35:03<00:00,  2.06it/s]
Epoch 0: |          | 4334/? [35:03<00:00,  2.06it/s]
Epoch 0: |          | 4335/? [35:04<00:00,  2.06it/s]
Epoch 0: |          | 4335/? [35:04<00:00,  2.06it/s]
Epoch 0: |          | 4336/? [35:04<00:00,  2.06it/s]
Epoch 0: |          | 4336/? [35:04<00:00,  2.06it/s]
Epoch 0: |          | 4337/? [35:05<00:00,  2.06it/s]
Epoch 0: |          | 4337/? [35:05<00:00,  2.06it/s]
Epoch 0: |          | 4338/? [35:05<00:00,  2.06it/s]
Epoch 0: |          | 4338/? [35:05<00:00,  2.06it/s]
Epoch 0: |          | 4339/? [35:05<00:00,  2.06it/s]
Epoch 0: |          | 4339/? [35:05<00:00,  2.06it/s]
Epoch 0: |          | 4340/? [35:06<00:00,  2.06it/s]
Epoch 0: |          | 4340/? [35:06<00:00,  2.06it/s]
Epoch 0: |          | 4341/? [35:06<00:00,  2.06it/s]
Epoch 0: |          | 4341/? [35:06<00:00,  2.06it/s]
Epoch 0: |          | 4342/? [35:07<00:00,  2.06it/s]
Epoch 0: |          | 4342/? [35:07<00:00,  2.06it/s]
Epoch 0: |          | 4343/? [35:07<00:00,  2.06it/s]
Epoch 0: |          | 4343/? [35:07<00:00,  2.06it/s]
Epoch 0: |          | 4344/? [35:07<00:00,  2.06it/s]
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Epoch 0: |          | 4346/? [35:08<00:00,  2.06it/s]
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Epoch 0: |          | 4347/? [35:09<00:00,  2.06it/s]
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Epoch 0: |          | 4348/? [35:09<00:00,  2.06it/s]
Epoch 0: |          | 4348/? [35:09<00:00,  2.06it/s]
Epoch 0: |          | 4349/? [35:09<00:00,  2.06it/s]
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Epoch 0: |          | 4350/? [35:10<00:00,  2.06it/s]
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Epoch 0: |          | 4351/? [35:10<00:00,  2.06it/s]
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Epoch 0: |          | 4352/? [35:11<00:00,  2.06it/s]
Epoch 0: |          | 4352/? [35:11<00:00,  2.06it/s]
Epoch 0: |          | 4353/? [35:11<00:00,  2.06it/s]
Epoch 0: |          | 4353/? [35:11<00:00,  2.06it/s]
Epoch 0: |          | 4354/? [35:11<00:00,  2.06it/s]
Epoch 0: |          | 4354/? [35:11<00:00,  2.06it/s]
Epoch 0: |          | 4355/? [35:12<00:00,  2.06it/s]
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Epoch 0: |          | 4360/? [35:14<00:00,  2.06it/s]
Epoch 0: |          | 4360/? [35:14<00:00,  2.06it/s]
Epoch 0: |          | 4361/? [35:14<00:00,  2.06it/s]
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Epoch 0: |          | 4363/? [35:15<00:00,  2.06it/s]
Epoch 0: |          | 4364/? [35:15<00:00,  2.06it/s]
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Epoch 0: |          | 4365/? [35:16<00:00,  2.06it/s]
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Epoch 0: |          | 4370/? [35:18<00:00,  2.06it/s]
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Epoch 0: |          | 4371/? [35:18<00:00,  2.06it/s]
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Epoch 0: |          | 4372/? [35:19<00:00,  2.06it/s]
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Epoch 0: |          | 4373/? [35:19<00:00,  2.06it/s]
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Epoch 0: |          | 4374/? [35:19<00:00,  2.06it/s]
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Epoch 0: |          | 4375/? [35:20<00:00,  2.06it/s]
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Epoch 0: |          | 4376/? [35:20<00:00,  2.06it/s]
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Epoch 0: |          | 4377/? [35:21<00:00,  2.06it/s]
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Epoch 0: |          | 4379/? [35:21<00:00,  2.06it/s]
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Epoch 0: |          | 4380/? [35:22<00:00,  2.06it/s]
Epoch 0: |          | 4380/? [35:22<00:00,  2.06it/s]
Epoch 0: |          | 4381/? [35:22<00:00,  2.06it/s]
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Epoch 0: |          | 4382/? [35:23<00:00,  2.06it/s]
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Epoch 0: |          | 4383/? [35:23<00:00,  2.06it/s]
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Epoch 0: |          | 4384/? [35:23<00:00,  2.06it/s]
Epoch 0: |          | 4384/? [35:23<00:00,  2.06it/s]
Epoch 0: |          | 4385/? [35:24<00:00,  2.06it/s]
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Epoch 0: |          | 4386/? [35:24<00:00,  2.06it/s]
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Epoch 0: |          | 4387/? [35:25<00:00,  2.06it/s]
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Epoch 0: |          | 4388/? [35:25<00:00,  2.06it/s]
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Epoch 0: |          | 4389/? [35:25<00:00,  2.06it/s]
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Epoch 0: |          | 4390/? [35:26<00:00,  2.06it/s]
Epoch 0: |          | 4390/? [35:26<00:00,  2.06it/s]
Epoch 0: |          | 4391/? [35:26<00:00,  2.06it/s]
Epoch 0: |          | 4391/? [35:26<00:00,  2.06it/s]
Epoch 0: |          | 4392/? [35:27<00:00,  2.06it/s]
Epoch 0: |          | 4392/? [35:27<00:00,  2.06it/s]
Epoch 0: |          | 4393/? [35:27<00:00,  2.06it/s]
Epoch 0: |          | 4393/? [35:27<00:00,  2.06it/s]
Epoch 0: |          | 4394/? [35:28<00:00,  2.06it/s]
Epoch 0: |          | 4394/? [35:28<00:00,  2.06it/s]
Epoch 0: |          | 4395/? [35:28<00:00,  2.06it/s]
Epoch 0: |          | 4395/? [35:28<00:00,  2.06it/s]
Epoch 0: |          | 4396/? [35:28<00:00,  2.07it/s]
Epoch 0: |          | 4396/? [35:28<00:00,  2.07it/s]
Epoch 0: |          | 4397/? [35:29<00:00,  2.07it/s]
Epoch 0: |          | 4397/? [35:29<00:00,  2.07it/s]
Epoch 0: |          | 4398/? [35:29<00:00,  2.07it/s]
Epoch 0: |          | 4398/? [35:29<00:00,  2.07it/s]
Epoch 0: |          | 4399/? [35:30<00:00,  2.07it/s]
Epoch 0: |          | 4399/? [35:30<00:00,  2.07it/s]
Epoch 0: |          | 4400/? [35:30<00:00,  2.07it/s]
Epoch 0: |          | 4400/? [35:30<00:00,  2.07it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  6.94it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  5.89it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  5.91it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  5.79it/s][A
[A
Epoch 0: |          | 4400/? [35:31<00:00,  2.06it/s]
Epoch 0: |          | 4401/? [35:31<00:00,  2.06it/s]
Epoch 0: |          | 4401/? [35:31<00:00,  2.06it/s]
Epoch 0: |          | 4402/? [35:31<00:00,  2.06it/s]
Epoch 0: |          | 4402/? [35:31<00:00,  2.06it/s]
Epoch 0: |          | 4403/? [35:32<00:00,  2.06it/s]
Epoch 0: |          | 4403/? [35:32<00:00,  2.06it/s]
Epoch 0: |          | 4404/? [35:32<00:00,  2.06it/s]
Epoch 0: |          | 4404/? [35:32<00:00,  2.06it/s]
Epoch 0: |          | 4405/? [35:33<00:00,  2.07it/s]
Epoch 0: |          | 4405/? [35:33<00:00,  2.07it/s]
Epoch 0: |          | 4406/? [35:33<00:00,  2.07it/s]
Epoch 0: |          | 4406/? [35:33<00:00,  2.07it/s]
Epoch 0: |          | 4407/? [35:33<00:00,  2.07it/s]
Epoch 0: |          | 4407/? [35:33<00:00,  2.07it/s]
Epoch 0: |          | 4408/? [35:34<00:00,  2.07it/s]
Epoch 0: |          | 4408/? [35:34<00:00,  2.07it/s]
Epoch 0: |          | 4409/? [35:34<00:00,  2.07it/s]
Epoch 0: |          | 4409/? [35:34<00:00,  2.07it/s]
Epoch 0: |          | 4410/? [35:35<00:00,  2.07it/s]
Epoch 0: |          | 4410/? [35:35<00:00,  2.07it/s]
Epoch 0: |          | 4411/? [35:35<00:00,  2.07it/s]
Epoch 0: |          | 4411/? [35:35<00:00,  2.07it/s]
Epoch 0: |          | 4412/? [35:35<00:00,  2.07it/s]
Epoch 0: |          | 4412/? [35:35<00:00,  2.07it/s]
Epoch 0: |          | 4413/? [35:36<00:00,  2.07it/s]
Epoch 0: |          | 4413/? [35:36<00:00,  2.07it/s]
Epoch 0: |          | 4414/? [35:36<00:00,  2.07it/s]
Epoch 0: |          | 4414/? [35:36<00:00,  2.07it/s]
Epoch 0: |          | 4415/? [35:37<00:00,  2.07it/s]
Epoch 0: |          | 4415/? [35:37<00:00,  2.07it/s]
Epoch 0: |          | 4416/? [35:37<00:00,  2.07it/s]
Epoch 0: |          | 4416/? [35:37<00:00,  2.07it/s]
Epoch 0: |          | 4417/? [35:37<00:00,  2.07it/s]
Epoch 0: |          | 4417/? [35:37<00:00,  2.07it/s]
Epoch 0: |          | 4418/? [35:38<00:00,  2.07it/s]
Epoch 0: |          | 4418/? [35:38<00:00,  2.07it/s]
Epoch 0: |          | 4419/? [35:38<00:00,  2.07it/s]
Epoch 0: |          | 4419/? [35:38<00:00,  2.07it/s]
Epoch 0: |          | 4420/? [35:39<00:00,  2.07it/s]
Epoch 0: |          | 4420/? [35:39<00:00,  2.07it/s]
Epoch 0: |          | 4421/? [35:39<00:00,  2.07it/s]
Epoch 0: |          | 4421/? [35:39<00:00,  2.07it/s]
Epoch 0: |          | 4422/? [35:39<00:00,  2.07it/s]
Epoch 0: |          | 4422/? [35:39<00:00,  2.07it/s]
Epoch 0: |          | 4423/? [35:40<00:00,  2.07it/s]
Epoch 0: |          | 4423/? [35:40<00:00,  2.07it/s]
Epoch 0: |          | 4424/? [35:40<00:00,  2.07it/s]
Epoch 0: |          | 4424/? [35:40<00:00,  2.07it/s]
Epoch 0: |          | 4425/? [35:41<00:00,  2.07it/s]
Epoch 0: |          | 4425/? [35:41<00:00,  2.07it/s]
Epoch 0: |          | 4426/? [35:41<00:00,  2.07it/s]
Epoch 0: |          | 4426/? [35:41<00:00,  2.07it/s]
Epoch 0: |          | 4427/? [35:41<00:00,  2.07it/s]
Epoch 0: |          | 4427/? [35:41<00:00,  2.07it/s]
Epoch 0: |          | 4428/? [35:42<00:00,  2.07it/s]
Epoch 0: |          | 4428/? [35:42<00:00,  2.07it/s]
Epoch 0: |          | 4429/? [35:42<00:00,  2.07it/s]
Epoch 0: |          | 4429/? [35:42<00:00,  2.07it/s]
Epoch 0: |          | 4430/? [35:43<00:00,  2.07it/s]
Epoch 0: |          | 4430/? [35:43<00:00,  2.07it/s]
Epoch 0: |          | 4431/? [35:43<00:00,  2.07it/s]
Epoch 0: |          | 4431/? [35:43<00:00,  2.07it/s]
Epoch 0: |          | 4432/? [35:43<00:00,  2.07it/s]
Epoch 0: |          | 4432/? [35:43<00:00,  2.07it/s]
Epoch 0: |          | 4433/? [35:44<00:00,  2.07it/s]
Epoch 0: |          | 4433/? [35:44<00:00,  2.07it/s]
Epoch 0: |          | 4434/? [35:44<00:00,  2.07it/s]
Epoch 0: |          | 4434/? [35:44<00:00,  2.07it/s]
Epoch 0: |          | 4435/? [35:45<00:00,  2.07it/s]
Epoch 0: |          | 4435/? [35:45<00:00,  2.07it/s]
Epoch 0: |          | 4436/? [35:45<00:00,  2.07it/s]
Epoch 0: |          | 4436/? [35:45<00:00,  2.07it/s]
Epoch 0: |          | 4437/? [35:45<00:00,  2.07it/s]
Epoch 0: |          | 4437/? [35:45<00:00,  2.07it/s]
Epoch 0: |          | 4438/? [35:46<00:00,  2.07it/s]
Epoch 0: |          | 4438/? [35:46<00:00,  2.07it/s]
Epoch 0: |          | 4439/? [35:46<00:00,  2.07it/s]
Epoch 0: |          | 4439/? [35:46<00:00,  2.07it/s]
Epoch 0: |          | 4440/? [35:47<00:00,  2.07it/s]
Epoch 0: |          | 4440/? [35:47<00:00,  2.07it/s]
Epoch 0: |          | 4441/? [35:47<00:00,  2.07it/s]
Epoch 0: |          | 4441/? [35:47<00:00,  2.07it/s]
Epoch 0: |          | 4442/? [35:47<00:00,  2.07it/s]
Epoch 0: |          | 4442/? [35:47<00:00,  2.07it/s]
Epoch 0: |          | 4443/? [35:48<00:00,  2.07it/s]
Epoch 0: |          | 4443/? [35:48<00:00,  2.07it/s]
Epoch 0: |          | 4444/? [35:48<00:00,  2.07it/s]
Epoch 0: |          | 4444/? [35:48<00:00,  2.07it/s]
Epoch 0: |          | 4445/? [35:49<00:00,  2.07it/s]
Epoch 0: |          | 4445/? [35:49<00:00,  2.07it/s]
Epoch 0: |          | 4446/? [35:49<00:00,  2.07it/s]
Epoch 0: |          | 4446/? [35:49<00:00,  2.07it/s]
Epoch 0: |          | 4447/? [35:49<00:00,  2.07it/s]
Epoch 0: |          | 4447/? [35:49<00:00,  2.07it/s]
Epoch 0: |          | 4448/? [35:50<00:00,  2.07it/s]
Epoch 0: |          | 4448/? [35:50<00:00,  2.07it/s]
Epoch 0: |          | 4449/? [35:50<00:00,  2.07it/s]
Epoch 0: |          | 4449/? [35:50<00:00,  2.07it/s]
Epoch 0: |          | 4450/? [35:51<00:00,  2.07it/s]
Epoch 0: |          | 4450/? [35:51<00:00,  2.07it/s]
Epoch 0: |          | 4451/? [35:51<00:00,  2.07it/s]
Epoch 0: |          | 4451/? [35:51<00:00,  2.07it/s]
Epoch 0: |          | 4452/? [35:51<00:00,  2.07it/s]
Epoch 0: |          | 4452/? [35:51<00:00,  2.07it/s]
Epoch 0: |          | 4453/? [35:52<00:00,  2.07it/s]
Epoch 0: |          | 4453/? [35:52<00:00,  2.07it/s]
Epoch 0: |          | 4454/? [35:52<00:00,  2.07it/s]
Epoch 0: |          | 4454/? [35:52<00:00,  2.07it/s]
Epoch 0: |          | 4455/? [35:53<00:00,  2.07it/s]
Epoch 0: |          | 4455/? [35:53<00:00,  2.07it/s]
Epoch 0: |          | 4456/? [35:53<00:00,  2.07it/s]
Epoch 0: |          | 4456/? [35:53<00:00,  2.07it/s]
Epoch 0: |          | 4457/? [35:53<00:00,  2.07it/s]
Epoch 0: |          | 4457/? [35:53<00:00,  2.07it/s]
Epoch 0: |          | 4458/? [35:54<00:00,  2.07it/s]
Epoch 0: |          | 4458/? [35:54<00:00,  2.07it/s]
Epoch 0: |          | 4459/? [35:54<00:00,  2.07it/s]
Epoch 0: |          | 4459/? [35:54<00:00,  2.07it/s]
Epoch 0: |          | 4460/? [35:55<00:00,  2.07it/s]
Epoch 0: |          | 4460/? [35:55<00:00,  2.07it/s]
Epoch 0: |          | 4461/? [35:55<00:00,  2.07it/s]
Epoch 0: |          | 4461/? [35:55<00:00,  2.07it/s]
Epoch 0: |          | 4462/? [35:55<00:00,  2.07it/s]
Epoch 0: |          | 4462/? [35:55<00:00,  2.07it/s]
Epoch 0: |          | 4463/? [35:56<00:00,  2.07it/s]
Epoch 0: |          | 4463/? [35:56<00:00,  2.07it/s]
Epoch 0: |          | 4464/? [35:56<00:00,  2.07it/s]
Epoch 0: |          | 4464/? [35:56<00:00,  2.07it/s]
Epoch 0: |          | 4465/? [35:57<00:00,  2.07it/s]
Epoch 0: |          | 4465/? [35:57<00:00,  2.07it/s]
Epoch 0: |          | 4466/? [35:57<00:00,  2.07it/s]
Epoch 0: |          | 4466/? [35:57<00:00,  2.07it/s]
Epoch 0: |          | 4467/? [35:57<00:00,  2.07it/s]
Epoch 0: |          | 4467/? [35:57<00:00,  2.07it/s]
Epoch 0: |          | 4468/? [35:58<00:00,  2.07it/s]
Epoch 0: |          | 4468/? [35:58<00:00,  2.07it/s]
Epoch 0: |          | 4469/? [35:58<00:00,  2.07it/s]
Epoch 0: |          | 4469/? [35:58<00:00,  2.07it/s]
Epoch 0: |          | 4470/? [35:59<00:00,  2.07it/s]
Epoch 0: |          | 4470/? [35:59<00:00,  2.07it/s]
Epoch 0: |          | 4471/? [35:59<00:00,  2.07it/s]
Epoch 0: |          | 4471/? [35:59<00:00,  2.07it/s]
Epoch 0: |          | 4472/? [35:59<00:00,  2.07it/s]
Epoch 0: |          | 4472/? [35:59<00:00,  2.07it/s]
Epoch 0: |          | 4473/? [36:00<00:00,  2.07it/s]
Epoch 0: |          | 4473/? [36:00<00:00,  2.07it/s]
Epoch 0: |          | 4474/? [36:00<00:00,  2.07it/s]
Epoch 0: |          | 4474/? [36:00<00:00,  2.07it/s]
Epoch 0: |          | 4475/? [36:01<00:00,  2.07it/s]
Epoch 0: |          | 4475/? [36:01<00:00,  2.07it/s]
Epoch 0: |          | 4476/? [36:01<00:00,  2.07it/s]
Epoch 0: |          | 4476/? [36:01<00:00,  2.07it/s]
Epoch 0: |          | 4477/? [36:01<00:00,  2.07it/s]
Epoch 0: |          | 4477/? [36:01<00:00,  2.07it/s]
Epoch 0: |          | 4478/? [36:02<00:00,  2.07it/s]
Epoch 0: |          | 4478/? [36:02<00:00,  2.07it/s]
Epoch 0: |          | 4479/? [36:02<00:00,  2.07it/s]
Epoch 0: |          | 4479/? [36:02<00:00,  2.07it/s]
Epoch 0: |          | 4480/? [36:03<00:00,  2.07it/s]
Epoch 0: |          | 4480/? [36:03<00:00,  2.07it/s]
Epoch 0: |          | 4481/? [36:03<00:00,  2.07it/s]
Epoch 0: |          | 4481/? [36:03<00:00,  2.07it/s]
Epoch 0: |          | 4482/? [36:03<00:00,  2.07it/s]
Epoch 0: |          | 4482/? [36:03<00:00,  2.07it/s]
Epoch 0: |          | 4483/? [36:04<00:00,  2.07it/s]
Epoch 0: |          | 4483/? [36:04<00:00,  2.07it/s]
Epoch 0: |          | 4484/? [36:04<00:00,  2.07it/s]
Epoch 0: |          | 4484/? [36:04<00:00,  2.07it/s]
Epoch 0: |          | 4485/? [36:05<00:00,  2.07it/s]
Epoch 0: |          | 4485/? [36:05<00:00,  2.07it/s]
Epoch 0: |          | 4486/? [36:05<00:00,  2.07it/s]
Epoch 0: |          | 4486/? [36:05<00:00,  2.07it/s]
Epoch 0: |          | 4487/? [36:05<00:00,  2.07it/s]
Epoch 0: |          | 4487/? [36:05<00:00,  2.07it/s]
Epoch 0: |          | 4488/? [36:06<00:00,  2.07it/s]
Epoch 0: |          | 4488/? [36:06<00:00,  2.07it/s]
Epoch 0: |          | 4489/? [36:06<00:00,  2.07it/s]
Epoch 0: |          | 4489/? [36:06<00:00,  2.07it/s]
Epoch 0: |          | 4490/? [36:07<00:00,  2.07it/s]
Epoch 0: |          | 4490/? [36:07<00:00,  2.07it/s]
Epoch 0: |          | 4491/? [36:07<00:00,  2.07it/s]
Epoch 0: |          | 4491/? [36:07<00:00,  2.07it/s]
Epoch 0: |          | 4492/? [36:07<00:00,  2.07it/s]
Epoch 0: |          | 4492/? [36:07<00:00,  2.07it/s]
Epoch 0: |          | 4493/? [36:08<00:00,  2.07it/s]
Epoch 0: |          | 4493/? [36:08<00:00,  2.07it/s]
Epoch 0: |          | 4494/? [36:08<00:00,  2.07it/s]
Epoch 0: |          | 4494/? [36:08<00:00,  2.07it/s]
Epoch 0: |          | 4495/? [36:09<00:00,  2.07it/s]
Epoch 0: |          | 4495/? [36:09<00:00,  2.07it/s]
Epoch 0: |          | 4496/? [36:09<00:00,  2.07it/s]
Epoch 0: |          | 4496/? [36:09<00:00,  2.07it/s]
Epoch 0: |          | 4497/? [36:09<00:00,  2.07it/s]
Epoch 0: |          | 4497/? [36:09<00:00,  2.07it/s]
Epoch 0: |          | 4498/? [36:10<00:00,  2.07it/s]
Epoch 0: |          | 4498/? [36:10<00:00,  2.07it/s]
Epoch 0: |          | 4499/? [36:10<00:00,  2.07it/s]
Epoch 0: |          | 4499/? [36:10<00:00,  2.07it/s]
Epoch 0: |          | 4500/? [36:11<00:00,  2.07it/s]
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Epoch 0: |          | 4501/? [36:11<00:00,  2.07it/s]
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Epoch 0: |          | 4502/? [36:11<00:00,  2.07it/s]
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Epoch 0: |          | 4503/? [36:12<00:00,  2.07it/s]
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Epoch 0: |          | 4504/? [36:12<00:00,  2.07it/s]
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Epoch 0: |          | 4506/? [36:13<00:00,  2.07it/s]
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Epoch 0: |          | 4507/? [36:13<00:00,  2.07it/s]
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Epoch 0: |          | 4508/? [36:14<00:00,  2.07it/s]
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Epoch 0: |          | 4509/? [36:14<00:00,  2.07it/s]
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Epoch 0: |          | 4510/? [36:15<00:00,  2.07it/s]
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Epoch 0: |          | 4511/? [36:15<00:00,  2.07it/s]
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Epoch 0: |          | 4512/? [36:15<00:00,  2.07it/s]
Epoch 0: |          | 4512/? [36:15<00:00,  2.07it/s]
Epoch 0: |          | 4513/? [36:16<00:00,  2.07it/s]
Epoch 0: |          | 4513/? [36:16<00:00,  2.07it/s]
Epoch 0: |          | 4514/? [36:16<00:00,  2.07it/s]
Epoch 0: |          | 4514/? [36:16<00:00,  2.07it/s]
Epoch 0: |          | 4515/? [36:17<00:00,  2.07it/s]
Epoch 0: |          | 4515/? [36:17<00:00,  2.07it/s]
Epoch 0: |          | 4516/? [36:17<00:00,  2.07it/s]
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Epoch 0: |          | 4517/? [36:17<00:00,  2.07it/s]
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Epoch 0: |          | 4518/? [36:18<00:00,  2.07it/s]
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Epoch 0: |          | 4519/? [36:18<00:00,  2.07it/s]
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Epoch 0: |          | 4520/? [36:19<00:00,  2.07it/s]
Epoch 0: |          | 4520/? [36:19<00:00,  2.07it/s]
Epoch 0: |          | 4521/? [36:19<00:00,  2.07it/s]
Epoch 0: |          | 4521/? [36:19<00:00,  2.07it/s]
Epoch 0: |          | 4522/? [36:19<00:00,  2.07it/s]
Epoch 0: |          | 4522/? [36:19<00:00,  2.07it/s]
Epoch 0: |          | 4523/? [36:20<00:00,  2.07it/s]
Epoch 0: |          | 4523/? [36:20<00:00,  2.07it/s]
Epoch 0: |          | 4524/? [36:20<00:00,  2.07it/s]
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Epoch 0: |          | 4525/? [36:21<00:00,  2.07it/s]
Epoch 0: |          | 4525/? [36:21<00:00,  2.07it/s]
Epoch 0: |          | 4526/? [36:21<00:00,  2.07it/s]
Epoch 0: |          | 4526/? [36:21<00:00,  2.07it/s]
Epoch 0: |          | 4527/? [36:21<00:00,  2.07it/s]
Epoch 0: |          | 4527/? [36:21<00:00,  2.07it/s]
Epoch 0: |          | 4528/? [36:22<00:00,  2.07it/s]
Epoch 0: |          | 4528/? [36:22<00:00,  2.07it/s]
Epoch 0: |          | 4529/? [36:22<00:00,  2.07it/s]
Epoch 0: |          | 4529/? [36:22<00:00,  2.07it/s]
Epoch 0: |          | 4530/? [36:23<00:00,  2.07it/s]
Epoch 0: |          | 4530/? [36:23<00:00,  2.07it/s]
Epoch 0: |          | 4531/? [36:23<00:00,  2.08it/s]
Epoch 0: |          | 4531/? [36:23<00:00,  2.08it/s]
Epoch 0: |          | 4532/? [36:23<00:00,  2.08it/s]
Epoch 0: |          | 4532/? [36:23<00:00,  2.08it/s]
Epoch 0: |          | 4533/? [36:24<00:00,  2.08it/s]
Epoch 0: |          | 4533/? [36:24<00:00,  2.08it/s]
Epoch 0: |          | 4534/? [36:24<00:00,  2.08it/s]
Epoch 0: |          | 4534/? [36:24<00:00,  2.08it/s]
Epoch 0: |          | 4535/? [36:25<00:00,  2.08it/s]
Epoch 0: |          | 4535/? [36:25<00:00,  2.08it/s]
Epoch 0: |          | 4536/? [36:25<00:00,  2.08it/s]
Epoch 0: |          | 4536/? [36:25<00:00,  2.08it/s]
Epoch 0: |          | 4537/? [36:26<00:00,  2.08it/s]
Epoch 0: |          | 4537/? [36:26<00:00,  2.08it/s]
Epoch 0: |          | 4538/? [36:26<00:00,  2.08it/s]
Epoch 0: |          | 4538/? [36:26<00:00,  2.08it/s]
Epoch 0: |          | 4539/? [36:26<00:00,  2.08it/s]
Epoch 0: |          | 4539/? [36:26<00:00,  2.08it/s]
Epoch 0: |          | 4540/? [36:27<00:00,  2.08it/s]
Epoch 0: |          | 4540/? [36:27<00:00,  2.08it/s]
Epoch 0: |          | 4541/? [36:27<00:00,  2.08it/s]
Epoch 0: |          | 4541/? [36:27<00:00,  2.08it/s]
Epoch 0: |          | 4542/? [36:28<00:00,  2.08it/s]
Epoch 0: |          | 4542/? [36:28<00:00,  2.08it/s]
Epoch 0: |          | 4543/? [36:28<00:00,  2.08it/s]
Epoch 0: |          | 4543/? [36:28<00:00,  2.08it/s]
Epoch 0: |          | 4544/? [36:28<00:00,  2.08it/s]
Epoch 0: |          | 4544/? [36:28<00:00,  2.08it/s]
Epoch 0: |          | 4545/? [36:29<00:00,  2.08it/s]
Epoch 0: |          | 4545/? [36:29<00:00,  2.08it/s]
Epoch 0: |          | 4546/? [36:29<00:00,  2.08it/s]
Epoch 0: |          | 4546/? [36:29<00:00,  2.08it/s]
Epoch 0: |          | 4547/? [36:30<00:00,  2.08it/s]
Epoch 0: |          | 4547/? [36:30<00:00,  2.08it/s]
Epoch 0: |          | 4548/? [36:30<00:00,  2.08it/s]
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Epoch 0: |          | 4549/? [36:30<00:00,  2.08it/s]
Epoch 0: |          | 4549/? [36:30<00:00,  2.08it/s]
Epoch 0: |          | 4550/? [36:31<00:00,  2.08it/s]
Epoch 0: |          | 4550/? [36:31<00:00,  2.08it/s]
Epoch 0: |          | 4551/? [36:31<00:00,  2.08it/s]
Epoch 0: |          | 4551/? [36:31<00:00,  2.08it/s]
Epoch 0: |          | 4552/? [36:32<00:00,  2.08it/s]
Epoch 0: |          | 4552/? [36:32<00:00,  2.08it/s]
Epoch 0: |          | 4553/? [36:32<00:00,  2.08it/s]
Epoch 0: |          | 4553/? [36:32<00:00,  2.08it/s]
Epoch 0: |          | 4554/? [36:32<00:00,  2.08it/s]
Epoch 0: |          | 4554/? [36:32<00:00,  2.08it/s]
Epoch 0: |          | 4555/? [36:33<00:00,  2.08it/s]
Epoch 0: |          | 4555/? [36:33<00:00,  2.08it/s]
Epoch 0: |          | 4556/? [36:33<00:00,  2.08it/s]
Epoch 0: |          | 4556/? [36:33<00:00,  2.08it/s]
Epoch 0: |          | 4557/? [36:34<00:00,  2.08it/s]
Epoch 0: |          | 4557/? [36:34<00:00,  2.08it/s]
Epoch 0: |          | 4558/? [36:34<00:00,  2.08it/s]
Epoch 0: |          | 4558/? [36:34<00:00,  2.08it/s]
Epoch 0: |          | 4559/? [36:34<00:00,  2.08it/s]
Epoch 0: |          | 4559/? [36:34<00:00,  2.08it/s]
Epoch 0: |          | 4560/? [36:35<00:00,  2.08it/s]
Epoch 0: |          | 4560/? [36:35<00:00,  2.08it/s]
Epoch 0: |          | 4561/? [36:35<00:00,  2.08it/s]
Epoch 0: |          | 4561/? [36:35<00:00,  2.08it/s]
Epoch 0: |          | 4562/? [36:36<00:00,  2.08it/s]
Epoch 0: |          | 4562/? [36:36<00:00,  2.08it/s]
Epoch 0: |          | 4563/? [36:36<00:00,  2.08it/s]
Epoch 0: |          | 4563/? [36:36<00:00,  2.08it/s]
Epoch 0: |          | 4564/? [36:36<00:00,  2.08it/s]
Epoch 0: |          | 4564/? [36:36<00:00,  2.08it/s]
Epoch 0: |          | 4565/? [36:37<00:00,  2.08it/s]
Epoch 0: |          | 4565/? [36:37<00:00,  2.08it/s]
Epoch 0: |          | 4566/? [36:37<00:00,  2.08it/s]
Epoch 0: |          | 4566/? [36:37<00:00,  2.08it/s]
Epoch 0: |          | 4567/? [36:38<00:00,  2.08it/s]
Epoch 0: |          | 4567/? [36:38<00:00,  2.08it/s]
Epoch 0: |          | 4568/? [36:38<00:00,  2.08it/s]
Epoch 0: |          | 4568/? [36:38<00:00,  2.08it/s]
Epoch 0: |          | 4569/? [36:38<00:00,  2.08it/s]
Epoch 0: |          | 4569/? [36:38<00:00,  2.08it/s]
Epoch 0: |          | 4570/? [36:39<00:00,  2.08it/s]
Epoch 0: |          | 4570/? [36:39<00:00,  2.08it/s]
Epoch 0: |          | 4571/? [36:39<00:00,  2.08it/s]
Epoch 0: |          | 4571/? [36:39<00:00,  2.08it/s]
Epoch 0: |          | 4572/? [36:40<00:00,  2.08it/s]
Epoch 0: |          | 4572/? [36:40<00:00,  2.08it/s]
Epoch 0: |          | 4573/? [36:40<00:00,  2.08it/s]
Epoch 0: |          | 4573/? [36:40<00:00,  2.08it/s]
Epoch 0: |          | 4574/? [36:40<00:00,  2.08it/s]
Epoch 0: |          | 4574/? [36:40<00:00,  2.08it/s]
Epoch 0: |          | 4575/? [36:41<00:00,  2.08it/s]
Epoch 0: |          | 4575/? [36:41<00:00,  2.08it/s]
Epoch 0: |          | 4576/? [36:41<00:00,  2.08it/s]
Epoch 0: |          | 4576/? [36:41<00:00,  2.08it/s]
Epoch 0: |          | 4577/? [36:42<00:00,  2.08it/s]
Epoch 0: |          | 4577/? [36:42<00:00,  2.08it/s]
Epoch 0: |          | 4578/? [36:42<00:00,  2.08it/s]
Epoch 0: |          | 4578/? [36:42<00:00,  2.08it/s]
Epoch 0: |          | 4579/? [36:42<00:00,  2.08it/s]
Epoch 0: |          | 4579/? [36:42<00:00,  2.08it/s]
Epoch 0: |          | 4580/? [36:43<00:00,  2.08it/s]
Epoch 0: |          | 4580/? [36:43<00:00,  2.08it/s]
Epoch 0: |          | 4581/? [36:43<00:00,  2.08it/s]
Epoch 0: |          | 4581/? [36:43<00:00,  2.08it/s]
Epoch 0: |          | 4582/? [36:44<00:00,  2.08it/s]
Epoch 0: |          | 4582/? [36:44<00:00,  2.08it/s]
Epoch 0: |          | 4583/? [36:44<00:00,  2.08it/s]
Epoch 0: |          | 4583/? [36:44<00:00,  2.08it/s]
Epoch 0: |          | 4584/? [36:44<00:00,  2.08it/s]
Epoch 0: |          | 4584/? [36:44<00:00,  2.08it/s]
Epoch 0: |          | 4585/? [36:45<00:00,  2.08it/s]
Epoch 0: |          | 4585/? [36:45<00:00,  2.08it/s]
Epoch 0: |          | 4586/? [36:45<00:00,  2.08it/s]
Epoch 0: |          | 4586/? [36:45<00:00,  2.08it/s]
Epoch 0: |          | 4587/? [36:46<00:00,  2.08it/s]
Epoch 0: |          | 4587/? [36:46<00:00,  2.08it/s]
Epoch 0: |          | 4588/? [36:46<00:00,  2.08it/s]
Epoch 0: |          | 4588/? [36:46<00:00,  2.08it/s]
Epoch 0: |          | 4589/? [36:46<00:00,  2.08it/s]
Epoch 0: |          | 4589/? [36:46<00:00,  2.08it/s]
Epoch 0: |          | 4590/? [36:47<00:00,  2.08it/s]
Epoch 0: |          | 4590/? [36:47<00:00,  2.08it/s]
Epoch 0: |          | 4591/? [36:47<00:00,  2.08it/s]
Epoch 0: |          | 4591/? [36:47<00:00,  2.08it/s]
Epoch 0: |          | 4592/? [36:48<00:00,  2.08it/s]
Epoch 0: |          | 4592/? [36:48<00:00,  2.08it/s]
Epoch 0: |          | 4593/? [36:48<00:00,  2.08it/s]
Epoch 0: |          | 4593/? [36:48<00:00,  2.08it/s]
Epoch 0: |          | 4594/? [36:48<00:00,  2.08it/s]
Epoch 0: |          | 4594/? [36:48<00:00,  2.08it/s]
Epoch 0: |          | 4595/? [36:49<00:00,  2.08it/s]
Epoch 0: |          | 4595/? [36:49<00:00,  2.08it/s]
Epoch 0: |          | 4596/? [36:49<00:00,  2.08it/s]
Epoch 0: |          | 4596/? [36:49<00:00,  2.08it/s]
Epoch 0: |          | 4597/? [36:50<00:00,  2.08it/s]
Epoch 0: |          | 4597/? [36:50<00:00,  2.08it/s]
Epoch 0: |          | 4598/? [36:50<00:00,  2.08it/s]
Epoch 0: |          | 4598/? [36:50<00:00,  2.08it/s]
Epoch 0: |          | 4599/? [36:50<00:00,  2.08it/s]
Epoch 0: |          | 4599/? [36:50<00:00,  2.08it/s]
Epoch 0: |          | 4600/? [36:51<00:00,  2.08it/s]
Epoch 0: |          | 4600/? [36:51<00:00,  2.08it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  7.25it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  6.17it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  6.17it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  6.06it/s][A
[A
Epoch 0: |          | 4600/? [36:51<00:00,  2.08it/s]
Epoch 0: |          | 4601/? [36:52<00:00,  2.08it/s]
Epoch 0: |          | 4601/? [36:52<00:00,  2.08it/s]
Epoch 0: |          | 4602/? [36:52<00:00,  2.08it/s]
Epoch 0: |          | 4602/? [36:52<00:00,  2.08it/s]
Epoch 0: |          | 4603/? [36:53<00:00,  2.08it/s]
Epoch 0: |          | 4603/? [36:53<00:00,  2.08it/s]
Epoch 0: |          | 4604/? [36:53<00:00,  2.08it/s]
Epoch 0: |          | 4604/? [36:53<00:00,  2.08it/s]
Epoch 0: |          | 4605/? [36:53<00:00,  2.08it/s]
Epoch 0: |          | 4605/? [36:53<00:00,  2.08it/s]
Epoch 0: |          | 4606/? [36:54<00:00,  2.08it/s]
Epoch 0: |          | 4606/? [36:54<00:00,  2.08it/s]
Epoch 0: |          | 4607/? [36:54<00:00,  2.08it/s]
Epoch 0: |          | 4607/? [36:54<00:00,  2.08it/s]
Epoch 0: |          | 4608/? [36:55<00:00,  2.08it/s]
Epoch 0: |          | 4608/? [36:55<00:00,  2.08it/s]
Epoch 0: |          | 4609/? [36:55<00:00,  2.08it/s]
Epoch 0: |          | 4609/? [36:55<00:00,  2.08it/s]
Epoch 0: |          | 4610/? [36:55<00:00,  2.08it/s]
Epoch 0: |          | 4610/? [36:55<00:00,  2.08it/s]
Epoch 0: |          | 4611/? [36:56<00:00,  2.08it/s]
Epoch 0: |          | 4611/? [36:56<00:00,  2.08it/s]
Epoch 0: |          | 4612/? [36:56<00:00,  2.08it/s]
Epoch 0: |          | 4612/? [36:56<00:00,  2.08it/s]
Epoch 0: |          | 4613/? [36:57<00:00,  2.08it/s]
Epoch 0: |          | 4613/? [36:57<00:00,  2.08it/s]
Epoch 0: |          | 4614/? [36:57<00:00,  2.08it/s]
Epoch 0: |          | 4614/? [36:57<00:00,  2.08it/s]
Epoch 0: |          | 4615/? [36:57<00:00,  2.08it/s]
Epoch 0: |          | 4615/? [36:57<00:00,  2.08it/s]
Epoch 0: |          | 4616/? [36:58<00:00,  2.08it/s]
Epoch 0: |          | 4616/? [36:58<00:00,  2.08it/s]
Epoch 0: |          | 4617/? [36:58<00:00,  2.08it/s]
Epoch 0: |          | 4617/? [36:58<00:00,  2.08it/s]
Epoch 0: |          | 4618/? [36:59<00:00,  2.08it/s]
Epoch 0: |          | 4618/? [36:59<00:00,  2.08it/s]
Epoch 0: |          | 4619/? [36:59<00:00,  2.08it/s]
Epoch 0: |          | 4619/? [36:59<00:00,  2.08it/s]
Epoch 0: |          | 4620/? [36:59<00:00,  2.08it/s]
Epoch 0: |          | 4620/? [36:59<00:00,  2.08it/s]
Epoch 0: |          | 4621/? [37:00<00:00,  2.08it/s]
Epoch 0: |          | 4621/? [37:00<00:00,  2.08it/s]
Epoch 0: |          | 4622/? [37:00<00:00,  2.08it/s]
Epoch 0: |          | 4622/? [37:00<00:00,  2.08it/s]
Epoch 0: |          | 4623/? [37:01<00:00,  2.08it/s]
Epoch 0: |          | 4623/? [37:01<00:00,  2.08it/s]
Epoch 0: |          | 4624/? [37:01<00:00,  2.08it/s]
Epoch 0: |          | 4624/? [37:01<00:00,  2.08it/s]
Epoch 0: |          | 4625/? [37:01<00:00,  2.08it/s]
Epoch 0: |          | 4625/? [37:01<00:00,  2.08it/s]
Epoch 0: |          | 4626/? [37:02<00:00,  2.08it/s]
Epoch 0: |          | 4626/? [37:02<00:00,  2.08it/s]
Epoch 0: |          | 4627/? [37:02<00:00,  2.08it/s]
Epoch 0: |          | 4627/? [37:02<00:00,  2.08it/s]
Epoch 0: |          | 4628/? [37:03<00:00,  2.08it/s]
Epoch 0: |          | 4628/? [37:03<00:00,  2.08it/s]
Epoch 0: |          | 4629/? [37:03<00:00,  2.08it/s]
Epoch 0: |          | 4629/? [37:03<00:00,  2.08it/s]
Epoch 0: |          | 4630/? [37:03<00:00,  2.08it/s]
Epoch 0: |          | 4630/? [37:03<00:00,  2.08it/s]
Epoch 0: |          | 4631/? [37:04<00:00,  2.08it/s]
Epoch 0: |          | 4631/? [37:04<00:00,  2.08it/s]
Epoch 0: |          | 4632/? [37:04<00:00,  2.08it/s]
Epoch 0: |          | 4632/? [37:04<00:00,  2.08it/s]
Epoch 0: |          | 4633/? [37:05<00:00,  2.08it/s]
Epoch 0: |          | 4633/? [37:05<00:00,  2.08it/s]
Epoch 0: |          | 4634/? [37:05<00:00,  2.08it/s]
Epoch 0: |          | 4634/? [37:05<00:00,  2.08it/s]
Epoch 0: |          | 4635/? [37:05<00:00,  2.08it/s]
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Epoch 0: |          | 4649/? [37:11<00:00,  2.08it/s]
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Epoch 0: |          | 4652/? [37:12<00:00,  2.08it/s]
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Epoch 0: |          | 4655/? [37:13<00:00,  2.08it/s]
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Epoch 0: |          | 4656/? [37:14<00:00,  2.08it/s]
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Epoch 0: |          | 4657/? [37:14<00:00,  2.08it/s]
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Epoch 0: |          | 4658/? [37:15<00:00,  2.08it/s]
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Epoch 0: |          | 4659/? [37:15<00:00,  2.08it/s]
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Epoch 0: |          | 4660/? [37:15<00:00,  2.08it/s]
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Epoch 0: |          | 4661/? [37:16<00:00,  2.08it/s]
Epoch 0: |          | 4661/? [37:16<00:00,  2.08it/s]
Epoch 0: |          | 4662/? [37:16<00:00,  2.08it/s]
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Epoch 0: |          | 4663/? [37:17<00:00,  2.08it/s]
Epoch 0: |          | 4663/? [37:17<00:00,  2.08it/s]
Epoch 0: |          | 4664/? [37:17<00:00,  2.08it/s]
Epoch 0: |          | 4664/? [37:17<00:00,  2.08it/s]
Epoch 0: |          | 4665/? [37:17<00:00,  2.08it/s]
Epoch 0: |          | 4665/? [37:17<00:00,  2.08it/s]
Epoch 0: |          | 4666/? [37:18<00:00,  2.08it/s]
Epoch 0: |          | 4666/? [37:18<00:00,  2.08it/s]
Epoch 0: |          | 4667/? [37:18<00:00,  2.08it/s]
Epoch 0: |          | 4667/? [37:18<00:00,  2.08it/s]
Epoch 0: |          | 4668/? [37:19<00:00,  2.08it/s]
Epoch 0: |          | 4668/? [37:19<00:00,  2.08it/s]
Epoch 0: |          | 4669/? [37:19<00:00,  2.08it/s]
Epoch 0: |          | 4669/? [37:19<00:00,  2.08it/s]
Epoch 0: |          | 4670/? [37:19<00:00,  2.08it/s]
Epoch 0: |          | 4670/? [37:19<00:00,  2.08it/s]
Epoch 0: |          | 4671/? [37:20<00:00,  2.08it/s]
Epoch 0: |          | 4671/? [37:20<00:00,  2.08it/s]
Epoch 0: |          | 4672/? [37:20<00:00,  2.09it/s]
Epoch 0: |          | 4672/? [37:20<00:00,  2.09it/s]
Epoch 0: |          | 4673/? [37:21<00:00,  2.09it/s]
Epoch 0: |          | 4673/? [37:21<00:00,  2.09it/s]
Epoch 0: |          | 4674/? [37:21<00:00,  2.09it/s]
Epoch 0: |          | 4674/? [37:21<00:00,  2.09it/s]
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Epoch 0: |          | 4676/? [37:22<00:00,  2.09it/s]
Epoch 0: |          | 4676/? [37:22<00:00,  2.09it/s]
Epoch 0: |          | 4677/? [37:22<00:00,  2.09it/s]
Epoch 0: |          | 4677/? [37:22<00:00,  2.09it/s]
Epoch 0: |          | 4678/? [37:23<00:00,  2.09it/s]
Epoch 0: |          | 4678/? [37:23<00:00,  2.09it/s]
Epoch 0: |          | 4679/? [37:23<00:00,  2.09it/s]
Epoch 0: |          | 4679/? [37:23<00:00,  2.09it/s]
Epoch 0: |          | 4680/? [37:23<00:00,  2.09it/s]
Epoch 0: |          | 4680/? [37:23<00:00,  2.09it/s]
Epoch 0: |          | 4681/? [37:24<00:00,  2.09it/s]
Epoch 0: |          | 4681/? [37:24<00:00,  2.09it/s]
Epoch 0: |          | 4682/? [37:24<00:00,  2.09it/s]
Epoch 0: |          | 4682/? [37:24<00:00,  2.09it/s]
Epoch 0: |          | 4683/? [37:25<00:00,  2.09it/s]
Epoch 0: |          | 4683/? [37:25<00:00,  2.09it/s]
Epoch 0: |          | 4684/? [37:25<00:00,  2.09it/s]
Epoch 0: |          | 4684/? [37:25<00:00,  2.09it/s]
Epoch 0: |          | 4685/? [37:25<00:00,  2.09it/s]
Epoch 0: |          | 4685/? [37:25<00:00,  2.09it/s]
Epoch 0: |          | 4686/? [37:26<00:00,  2.09it/s]
Epoch 0: |          | 4686/? [37:26<00:00,  2.09it/s]
Epoch 0: |          | 4687/? [37:26<00:00,  2.09it/s]
Epoch 0: |          | 4687/? [37:26<00:00,  2.09it/s]
Epoch 0: |          | 4688/? [37:27<00:00,  2.09it/s]
Epoch 0: |          | 4688/? [37:27<00:00,  2.09it/s]
Epoch 0: |          | 4689/? [37:27<00:00,  2.09it/s]
Epoch 0: |          | 4689/? [37:27<00:00,  2.09it/s]
Epoch 0: |          | 4690/? [37:27<00:00,  2.09it/s]
Epoch 0: |          | 4690/? [37:27<00:00,  2.09it/s]
Epoch 0: |          | 4691/? [37:28<00:00,  2.09it/s]
Epoch 0: |          | 4691/? [37:28<00:00,  2.09it/s]
Epoch 0: |          | 4692/? [37:28<00:00,  2.09it/s]
Epoch 0: |          | 4692/? [37:28<00:00,  2.09it/s]
Epoch 0: |          | 4693/? [37:29<00:00,  2.09it/s]
Epoch 0: |          | 4693/? [37:29<00:00,  2.09it/s]
Epoch 0: |          | 4694/? [37:29<00:00,  2.09it/s]
Epoch 0: |          | 4694/? [37:29<00:00,  2.09it/s]
Epoch 0: |          | 4695/? [37:29<00:00,  2.09it/s]
Epoch 0: |          | 4695/? [37:29<00:00,  2.09it/s]
Epoch 0: |          | 4696/? [37:30<00:00,  2.09it/s]
Epoch 0: |          | 4696/? [37:30<00:00,  2.09it/s]
Epoch 0: |          | 4697/? [37:30<00:00,  2.09it/s]
Epoch 0: |          | 4697/? [37:30<00:00,  2.09it/s]
Epoch 0: |          | 4698/? [37:31<00:00,  2.09it/s]
Epoch 0: |          | 4698/? [37:31<00:00,  2.09it/s]
Epoch 0: |          | 4699/? [37:31<00:00,  2.09it/s]
Epoch 0: |          | 4699/? [37:31<00:00,  2.09it/s]
Epoch 0: |          | 4700/? [37:31<00:00,  2.09it/s]
Epoch 0: |          | 4700/? [37:31<00:00,  2.09it/s]
Epoch 0: |          | 4701/? [37:32<00:00,  2.09it/s]
Epoch 0: |          | 4701/? [37:32<00:00,  2.09it/s]
Epoch 0: |          | 4702/? [37:32<00:00,  2.09it/s]
Epoch 0: |          | 4702/? [37:32<00:00,  2.09it/s]
Epoch 0: |          | 4703/? [37:33<00:00,  2.09it/s]
Epoch 0: |          | 4703/? [37:33<00:00,  2.09it/s]
Epoch 0: |          | 4704/? [37:33<00:00,  2.09it/s]
Epoch 0: |          | 4704/? [37:33<00:00,  2.09it/s]
Epoch 0: |          | 4705/? [37:33<00:00,  2.09it/s]
Epoch 0: |          | 4705/? [37:33<00:00,  2.09it/s]
Epoch 0: |          | 4706/? [37:34<00:00,  2.09it/s]
Epoch 0: |          | 4706/? [37:34<00:00,  2.09it/s]
Epoch 0: |          | 4707/? [37:34<00:00,  2.09it/s]
Epoch 0: |          | 4707/? [37:34<00:00,  2.09it/s]
Epoch 0: |          | 4708/? [37:35<00:00,  2.09it/s]
Epoch 0: |          | 4708/? [37:35<00:00,  2.09it/s]
Epoch 0: |          | 4709/? [37:35<00:00,  2.09it/s]
Epoch 0: |          | 4709/? [37:35<00:00,  2.09it/s]
Epoch 0: |          | 4710/? [37:35<00:00,  2.09it/s]
Epoch 0: |          | 4710/? [37:35<00:00,  2.09it/s]
Epoch 0: |          | 4711/? [37:36<00:00,  2.09it/s]
Epoch 0: |          | 4711/? [37:36<00:00,  2.09it/s]
Epoch 0: |          | 4712/? [37:36<00:00,  2.09it/s]
Epoch 0: |          | 4712/? [37:36<00:00,  2.09it/s]
Epoch 0: |          | 4713/? [37:37<00:00,  2.09it/s]
Epoch 0: |          | 4713/? [37:37<00:00,  2.09it/s]
Epoch 0: |          | 4714/? [37:37<00:00,  2.09it/s]
Epoch 0: |          | 4714/? [37:37<00:00,  2.09it/s]
Epoch 0: |          | 4715/? [37:37<00:00,  2.09it/s]
Epoch 0: |          | 4715/? [37:37<00:00,  2.09it/s]
Epoch 0: |          | 4716/? [37:38<00:00,  2.09it/s]
Epoch 0: |          | 4716/? [37:38<00:00,  2.09it/s]
Epoch 0: |          | 4717/? [37:38<00:00,  2.09it/s]
Epoch 0: |          | 4717/? [37:38<00:00,  2.09it/s]
Epoch 0: |          | 4718/? [37:39<00:00,  2.09it/s]
Epoch 0: |          | 4718/? [37:39<00:00,  2.09it/s]
Epoch 0: |          | 4719/? [37:39<00:00,  2.09it/s]
Epoch 0: |          | 4719/? [37:39<00:00,  2.09it/s]
Epoch 0: |          | 4720/? [37:39<00:00,  2.09it/s]
Epoch 0: |          | 4720/? [37:39<00:00,  2.09it/s]
Epoch 0: |          | 4721/? [37:40<00:00,  2.09it/s]
Epoch 0: |          | 4721/? [37:40<00:00,  2.09it/s]
Epoch 0: |          | 4722/? [37:40<00:00,  2.09it/s]
Epoch 0: |          | 4722/? [37:40<00:00,  2.09it/s]
Epoch 0: |          | 4723/? [37:40<00:00,  2.09it/s]
Epoch 0: |          | 4723/? [37:40<00:00,  2.09it/s]
Epoch 0: |          | 4724/? [37:41<00:00,  2.09it/s]
Epoch 0: |          | 4724/? [37:41<00:00,  2.09it/s]
Epoch 0: |          | 4725/? [37:41<00:00,  2.09it/s]
Epoch 0: |          | 4725/? [37:41<00:00,  2.09it/s]
Epoch 0: |          | 4726/? [37:42<00:00,  2.09it/s]
Epoch 0: |          | 4726/? [37:42<00:00,  2.09it/s]
Epoch 0: |          | 4727/? [37:42<00:00,  2.09it/s]
Epoch 0: |          | 4727/? [37:42<00:00,  2.09it/s]
Epoch 0: |          | 4728/? [37:42<00:00,  2.09it/s]
Epoch 0: |          | 4728/? [37:42<00:00,  2.09it/s]
Epoch 0: |          | 4729/? [37:43<00:00,  2.09it/s]
Epoch 0: |          | 4729/? [37:43<00:00,  2.09it/s]
Epoch 0: |          | 4730/? [37:43<00:00,  2.09it/s]
Epoch 0: |          | 4730/? [37:43<00:00,  2.09it/s]
Epoch 0: |          | 4731/? [37:44<00:00,  2.09it/s]
Epoch 0: |          | 4731/? [37:44<00:00,  2.09it/s]
Epoch 0: |          | 4732/? [37:44<00:00,  2.09it/s]
Epoch 0: |          | 4732/? [37:44<00:00,  2.09it/s]
Epoch 0: |          | 4733/? [37:44<00:00,  2.09it/s]
Epoch 0: |          | 4733/? [37:44<00:00,  2.09it/s]
Epoch 0: |          | 4734/? [37:45<00:00,  2.09it/s]
Epoch 0: |          | 4734/? [37:45<00:00,  2.09it/s]
Epoch 0: |          | 4735/? [37:45<00:00,  2.09it/s]
Epoch 0: |          | 4735/? [37:45<00:00,  2.09it/s]
Epoch 0: |          | 4736/? [37:46<00:00,  2.09it/s]
Epoch 0: |          | 4736/? [37:46<00:00,  2.09it/s]
Epoch 0: |          | 4737/? [37:46<00:00,  2.09it/s]
Epoch 0: |          | 4737/? [37:46<00:00,  2.09it/s]
Epoch 0: |          | 4738/? [37:46<00:00,  2.09it/s]
Epoch 0: |          | 4738/? [37:46<00:00,  2.09it/s]
Epoch 0: |          | 4739/? [37:47<00:00,  2.09it/s]
Epoch 0: |          | 4739/? [37:47<00:00,  2.09it/s]
Epoch 0: |          | 4740/? [37:47<00:00,  2.09it/s]
Epoch 0: |          | 4740/? [37:47<00:00,  2.09it/s]
Epoch 0: |          | 4741/? [37:48<00:00,  2.09it/s]
Epoch 0: |          | 4741/? [37:48<00:00,  2.09it/s]
Epoch 0: |          | 4742/? [37:48<00:00,  2.09it/s]
Epoch 0: |          | 4742/? [37:48<00:00,  2.09it/s]
Epoch 0: |          | 4743/? [37:48<00:00,  2.09it/s]
Epoch 0: |          | 4743/? [37:48<00:00,  2.09it/s]
Epoch 0: |          | 4744/? [37:49<00:00,  2.09it/s]
Epoch 0: |          | 4744/? [37:49<00:00,  2.09it/s]
Epoch 0: |          | 4745/? [37:49<00:00,  2.09it/s]
Epoch 0: |          | 4745/? [37:49<00:00,  2.09it/s]
Epoch 0: |          | 4746/? [37:50<00:00,  2.09it/s]
Epoch 0: |          | 4746/? [37:50<00:00,  2.09it/s]
Epoch 0: |          | 4747/? [37:50<00:00,  2.09it/s]
Epoch 0: |          | 4747/? [37:50<00:00,  2.09it/s]
Epoch 0: |          | 4748/? [37:50<00:00,  2.09it/s]
Epoch 0: |          | 4748/? [37:50<00:00,  2.09it/s]
Epoch 0: |          | 4749/? [37:51<00:00,  2.09it/s]
Epoch 0: |          | 4749/? [37:51<00:00,  2.09it/s]
Epoch 0: |          | 4750/? [37:51<00:00,  2.09it/s]
Epoch 0: |          | 4750/? [37:51<00:00,  2.09it/s]
Epoch 0: |          | 4751/? [37:52<00:00,  2.09it/s]
Epoch 0: |          | 4751/? [37:52<00:00,  2.09it/s]
Epoch 0: |          | 4752/? [37:52<00:00,  2.09it/s]
Epoch 0: |          | 4752/? [37:52<00:00,  2.09it/s]
Epoch 0: |          | 4753/? [37:52<00:00,  2.09it/s]
Epoch 0: |          | 4753/? [37:52<00:00,  2.09it/s]
Epoch 0: |          | 4754/? [37:53<00:00,  2.09it/s]
Epoch 0: |          | 4754/? [37:53<00:00,  2.09it/s]
Epoch 0: |          | 4755/? [37:53<00:00,  2.09it/s]
Epoch 0: |          | 4755/? [37:53<00:00,  2.09it/s]
Epoch 0: |          | 4756/? [37:54<00:00,  2.09it/s]
Epoch 0: |          | 4756/? [37:54<00:00,  2.09it/s]
Epoch 0: |          | 4757/? [37:54<00:00,  2.09it/s]
Epoch 0: |          | 4757/? [37:54<00:00,  2.09it/s]
Epoch 0: |          | 4758/? [37:54<00:00,  2.09it/s]
Epoch 0: |          | 4758/? [37:54<00:00,  2.09it/s]
Epoch 0: |          | 4759/? [37:55<00:00,  2.09it/s]
Epoch 0: |          | 4759/? [37:55<00:00,  2.09it/s]
Epoch 0: |          | 4760/? [37:55<00:00,  2.09it/s]
Epoch 0: |          | 4760/? [37:55<00:00,  2.09it/s]
Epoch 0: |          | 4761/? [37:56<00:00,  2.09it/s]
Epoch 0: |          | 4761/? [37:56<00:00,  2.09it/s]
Epoch 0: |          | 4762/? [37:56<00:00,  2.09it/s]
Epoch 0: |          | 4762/? [37:56<00:00,  2.09it/s]
Epoch 0: |          | 4763/? [37:56<00:00,  2.09it/s]
Epoch 0: |          | 4763/? [37:56<00:00,  2.09it/s]
Epoch 0: |          | 4764/? [37:57<00:00,  2.09it/s]
Epoch 0: |          | 4764/? [37:57<00:00,  2.09it/s]
Epoch 0: |          | 4765/? [37:57<00:00,  2.09it/s]
Epoch 0: |          | 4765/? [37:57<00:00,  2.09it/s]
Epoch 0: |          | 4766/? [37:58<00:00,  2.09it/s]
Epoch 0: |          | 4766/? [37:58<00:00,  2.09it/s]
Epoch 0: |          | 4767/? [37:58<00:00,  2.09it/s]
Epoch 0: |          | 4767/? [37:58<00:00,  2.09it/s]
Epoch 0: |          | 4768/? [37:58<00:00,  2.09it/s]
Epoch 0: |          | 4768/? [37:58<00:00,  2.09it/s]
Epoch 0: |          | 4769/? [37:59<00:00,  2.09it/s]
Epoch 0: |          | 4769/? [37:59<00:00,  2.09it/s]
Epoch 0: |          | 4770/? [37:59<00:00,  2.09it/s]
Epoch 0: |          | 4770/? [37:59<00:00,  2.09it/s]
Epoch 0: |          | 4771/? [38:00<00:00,  2.09it/s]
Epoch 0: |          | 4771/? [38:00<00:00,  2.09it/s]
Epoch 0: |          | 4772/? [38:00<00:00,  2.09it/s]
Epoch 0: |          | 4772/? [38:00<00:00,  2.09it/s]
Epoch 0: |          | 4773/? [38:00<00:00,  2.09it/s]
Epoch 0: |          | 4773/? [38:00<00:00,  2.09it/s]
Epoch 0: |          | 4774/? [38:01<00:00,  2.09it/s]
Epoch 0: |          | 4774/? [38:01<00:00,  2.09it/s]
Epoch 0: |          | 4775/? [38:01<00:00,  2.09it/s]
Epoch 0: |          | 4775/? [38:01<00:00,  2.09it/s]
Epoch 0: |          | 4776/? [38:02<00:00,  2.09it/s]
Epoch 0: |          | 4776/? [38:02<00:00,  2.09it/s]
Epoch 0: |          | 4777/? [38:02<00:00,  2.09it/s]
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Epoch 0: |          | 4778/? [38:02<00:00,  2.09it/s]
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Epoch 0: |          | 4779/? [38:03<00:00,  2.09it/s]
Epoch 0: |          | 4779/? [38:03<00:00,  2.09it/s]
Epoch 0: |          | 4780/? [38:03<00:00,  2.09it/s]
Epoch 0: |          | 4780/? [38:03<00:00,  2.09it/s]
Epoch 0: |          | 4781/? [38:04<00:00,  2.09it/s]
Epoch 0: |          | 4781/? [38:04<00:00,  2.09it/s]
Epoch 0: |          | 4782/? [38:04<00:00,  2.09it/s]
Epoch 0: |          | 4782/? [38:04<00:00,  2.09it/s]
Epoch 0: |          | 4783/? [38:04<00:00,  2.09it/s]
Epoch 0: |          | 4783/? [38:04<00:00,  2.09it/s]
Epoch 0: |          | 4784/? [38:05<00:00,  2.09it/s]
Epoch 0: |          | 4784/? [38:05<00:00,  2.09it/s]
Epoch 0: |          | 4785/? [38:05<00:00,  2.09it/s]
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Epoch 0: |          | 4786/? [38:06<00:00,  2.09it/s]
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Epoch 0: |          | 4787/? [38:06<00:00,  2.09it/s]
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Epoch 0: |          | 4788/? [38:06<00:00,  2.09it/s]
Epoch 0: |          | 4788/? [38:06<00:00,  2.09it/s]
Epoch 0: |          | 4789/? [38:07<00:00,  2.09it/s]
Epoch 0: |          | 4789/? [38:07<00:00,  2.09it/s]
Epoch 0: |          | 4790/? [38:07<00:00,  2.09it/s]
Epoch 0: |          | 4790/? [38:07<00:00,  2.09it/s]
Epoch 0: |          | 4791/? [38:08<00:00,  2.09it/s]
Epoch 0: |          | 4791/? [38:08<00:00,  2.09it/s]
Epoch 0: |          | 4792/? [38:08<00:00,  2.09it/s]
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Epoch 0: |          | 4793/? [38:08<00:00,  2.09it/s]
Epoch 0: |          | 4793/? [38:08<00:00,  2.09it/s]
Epoch 0: |          | 4794/? [38:09<00:00,  2.09it/s]
Epoch 0: |          | 4794/? [38:09<00:00,  2.09it/s]
Epoch 0: |          | 4795/? [38:09<00:00,  2.09it/s]
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Epoch 0: |          | 4796/? [38:10<00:00,  2.09it/s]
Epoch 0: |          | 4796/? [38:10<00:00,  2.09it/s]
Epoch 0: |          | 4797/? [38:10<00:00,  2.09it/s]
Epoch 0: |          | 4797/? [38:10<00:00,  2.09it/s]
Epoch 0: |          | 4798/? [38:10<00:00,  2.09it/s]
Epoch 0: |          | 4798/? [38:10<00:00,  2.09it/s]
Epoch 0: |          | 4799/? [38:11<00:00,  2.09it/s]
Epoch 0: |          | 4799/? [38:11<00:00,  2.09it/s]
Epoch 0: |          | 4800/? [38:11<00:00,  2.09it/s]
Epoch 0: |          | 4800/? [38:11<00:00,  2.09it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  7.43it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  6.40it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  6.32it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  6.19it/s][A
[A
Epoch 0: |          | 4800/? [38:12<00:00,  2.09it/s]
Epoch 0: |          | 4801/? [38:12<00:00,  2.09it/s]
Epoch 0: |          | 4801/? [38:12<00:00,  2.09it/s]
Epoch 0: |          | 4802/? [38:13<00:00,  2.09it/s]
Epoch 0: |          | 4802/? [38:13<00:00,  2.09it/s]
Epoch 0: |          | 4803/? [38:13<00:00,  2.09it/s]
Epoch 0: |          | 4803/? [38:13<00:00,  2.09it/s]
Epoch 0: |          | 4804/? [38:13<00:00,  2.09it/s]
Epoch 0: |          | 4804/? [38:13<00:00,  2.09it/s]
Epoch 0: |          | 4805/? [38:14<00:00,  2.09it/s]
Epoch 0: |          | 4805/? [38:14<00:00,  2.09it/s]
Epoch 0: |          | 4806/? [38:14<00:00,  2.09it/s]
Epoch 0: |          | 4806/? [38:14<00:00,  2.09it/s]
Epoch 0: |          | 4807/? [38:15<00:00,  2.09it/s]
Epoch 0: |          | 4807/? [38:15<00:00,  2.09it/s]
Epoch 0: |          | 4808/? [38:15<00:00,  2.09it/s]
Epoch 0: |          | 4808/? [38:15<00:00,  2.09it/s]
Epoch 0: |          | 4809/? [38:15<00:00,  2.09it/s]
Epoch 0: |          | 4809/? [38:15<00:00,  2.09it/s]
Epoch 0: |          | 4810/? [38:16<00:00,  2.09it/s]
Epoch 0: |          | 4810/? [38:16<00:00,  2.09it/s]
Epoch 0: |          | 4811/? [38:16<00:00,  2.09it/s]
Epoch 0: |          | 4811/? [38:16<00:00,  2.09it/s]
Epoch 0: |          | 4812/? [38:16<00:00,  2.09it/s]
Epoch 0: |          | 4812/? [38:16<00:00,  2.09it/s]
Epoch 0: |          | 4813/? [38:17<00:00,  2.09it/s]
Epoch 0: |          | 4813/? [38:17<00:00,  2.09it/s]
Epoch 0: |          | 4814/? [38:17<00:00,  2.10it/s]
Epoch 0: |          | 4814/? [38:17<00:00,  2.10it/s]
Epoch 0: |          | 4815/? [38:18<00:00,  2.10it/s]
Epoch 0: |          | 4815/? [38:18<00:00,  2.10it/s]
Epoch 0: |          | 4816/? [38:18<00:00,  2.10it/s]
Epoch 0: |          | 4816/? [38:18<00:00,  2.10it/s]
Epoch 0: |          | 4817/? [38:18<00:00,  2.10it/s]
Epoch 0: |          | 4817/? [38:18<00:00,  2.10it/s]
Epoch 0: |          | 4818/? [38:19<00:00,  2.10it/s]
Epoch 0: |          | 4818/? [38:19<00:00,  2.10it/s]
Epoch 0: |          | 4819/? [38:19<00:00,  2.10it/s]
Epoch 0: |          | 4819/? [38:19<00:00,  2.10it/s]
Epoch 0: |          | 4820/? [38:20<00:00,  2.10it/s]
Epoch 0: |          | 4820/? [38:20<00:00,  2.10it/s]
Epoch 0: |          | 4821/? [38:20<00:00,  2.10it/s]
Epoch 0: |          | 4821/? [38:20<00:00,  2.10it/s]
Epoch 0: |          | 4822/? [38:20<00:00,  2.10it/s]
Epoch 0: |          | 4822/? [38:20<00:00,  2.10it/s]
Epoch 0: |          | 4823/? [38:21<00:00,  2.10it/s]
Epoch 0: |          | 4823/? [38:21<00:00,  2.10it/s]
Epoch 0: |          | 4824/? [38:21<00:00,  2.10it/s]
Epoch 0: |          | 4824/? [38:21<00:00,  2.10it/s]
Epoch 0: |          | 4825/? [38:22<00:00,  2.10it/s]
Epoch 0: |          | 4825/? [38:22<00:00,  2.10it/s]
Epoch 0: |          | 4826/? [38:22<00:00,  2.10it/s]
Epoch 0: |          | 4826/? [38:22<00:00,  2.10it/s]
Epoch 0: |          | 4827/? [38:22<00:00,  2.10it/s]
Epoch 0: |          | 4827/? [38:22<00:00,  2.10it/s]
Epoch 0: |          | 4828/? [38:23<00:00,  2.10it/s]
Epoch 0: |          | 4828/? [38:23<00:00,  2.10it/s]
Epoch 0: |          | 4829/? [38:23<00:00,  2.10it/s]
Epoch 0: |          | 4829/? [38:23<00:00,  2.10it/s]
Epoch 0: |          | 4830/? [38:24<00:00,  2.10it/s]
Epoch 0: |          | 4830/? [38:24<00:00,  2.10it/s]
Epoch 0: |          | 4831/? [38:24<00:00,  2.10it/s]
Epoch 0: |          | 4831/? [38:24<00:00,  2.10it/s]
Epoch 0: |          | 4832/? [38:24<00:00,  2.10it/s]
Epoch 0: |          | 4832/? [38:24<00:00,  2.10it/s]
Epoch 0: |          | 4833/? [38:25<00:00,  2.10it/s]
Epoch 0: |          | 4833/? [38:25<00:00,  2.10it/s]
Epoch 0: |          | 4834/? [38:25<00:00,  2.10it/s]
Epoch 0: |          | 4834/? [38:25<00:00,  2.10it/s]
Epoch 0: |          | 4835/? [38:26<00:00,  2.10it/s]
Epoch 0: |          | 4835/? [38:26<00:00,  2.10it/s]
Epoch 0: |          | 4836/? [38:26<00:00,  2.10it/s]
Epoch 0: |          | 4836/? [38:26<00:00,  2.10it/s]
Epoch 0: |          | 4837/? [38:26<00:00,  2.10it/s]
Epoch 0: |          | 4837/? [38:26<00:00,  2.10it/s]
Epoch 0: |          | 4838/? [38:27<00:00,  2.10it/s]
Epoch 0: |          | 4838/? [38:27<00:00,  2.10it/s]
Epoch 0: |          | 4839/? [38:27<00:00,  2.10it/s]
Epoch 0: |          | 4839/? [38:27<00:00,  2.10it/s]
Epoch 0: |          | 4840/? [38:28<00:00,  2.10it/s]
Epoch 0: |          | 4840/? [38:28<00:00,  2.10it/s]
Epoch 0: |          | 4841/? [38:28<00:00,  2.10it/s]
Epoch 0: |          | 4841/? [38:28<00:00,  2.10it/s]
Epoch 0: |          | 4842/? [38:28<00:00,  2.10it/s]
Epoch 0: |          | 4842/? [38:28<00:00,  2.10it/s]
Epoch 0: |          | 4843/? [38:29<00:00,  2.10it/s]
Epoch 0: |          | 4843/? [38:29<00:00,  2.10it/s]
Epoch 0: |          | 4844/? [38:29<00:00,  2.10it/s]
Epoch 0: |          | 4844/? [38:29<00:00,  2.10it/s]
Epoch 0: |          | 4845/? [38:30<00:00,  2.10it/s]
Epoch 0: |          | 4845/? [38:30<00:00,  2.10it/s]
Epoch 0: |          | 4846/? [38:30<00:00,  2.10it/s]
Epoch 0: |          | 4846/? [38:30<00:00,  2.10it/s]
Epoch 0: |          | 4847/? [38:30<00:00,  2.10it/s]
Epoch 0: |          | 4847/? [38:30<00:00,  2.10it/s]
Epoch 0: |          | 4848/? [38:31<00:00,  2.10it/s]
Epoch 0: |          | 4848/? [38:31<00:00,  2.10it/s]
Epoch 0: |          | 4849/? [38:31<00:00,  2.10it/s]
Epoch 0: |          | 4849/? [38:31<00:00,  2.10it/s]
Epoch 0: |          | 4850/? [38:32<00:00,  2.10it/s]
Epoch 0: |          | 4850/? [38:32<00:00,  2.10it/s]
Epoch 0: |          | 4851/? [38:32<00:00,  2.10it/s]
Epoch 0: |          | 4851/? [38:32<00:00,  2.10it/s]
Epoch 0: |          | 4852/? [38:32<00:00,  2.10it/s]
Epoch 0: |          | 4852/? [38:32<00:00,  2.10it/s]
Epoch 0: |          | 4853/? [38:33<00:00,  2.10it/s]
Epoch 0: |          | 4853/? [38:33<00:00,  2.10it/s]
Epoch 0: |          | 4854/? [38:33<00:00,  2.10it/s]
Epoch 0: |          | 4854/? [38:33<00:00,  2.10it/s]
Epoch 0: |          | 4855/? [38:34<00:00,  2.10it/s]
Epoch 0: |          | 4855/? [38:34<00:00,  2.10it/s]
Epoch 0: |          | 4856/? [38:34<00:00,  2.10it/s]
Epoch 0: |          | 4856/? [38:34<00:00,  2.10it/s]
Epoch 0: |          | 4857/? [38:34<00:00,  2.10it/s]
Epoch 0: |          | 4857/? [38:34<00:00,  2.10it/s]
Epoch 0: |          | 4858/? [38:35<00:00,  2.10it/s]
Epoch 0: |          | 4858/? [38:35<00:00,  2.10it/s]
Epoch 0: |          | 4859/? [38:35<00:00,  2.10it/s]
Epoch 0: |          | 4859/? [38:35<00:00,  2.10it/s]
Epoch 0: |          | 4860/? [38:36<00:00,  2.10it/s]
Epoch 0: |          | 4860/? [38:36<00:00,  2.10it/s]
Epoch 0: |          | 4861/? [38:36<00:00,  2.10it/s]
Epoch 0: |          | 4861/? [38:36<00:00,  2.10it/s]
Epoch 0: |          | 4862/? [38:36<00:00,  2.10it/s]
Epoch 0: |          | 4862/? [38:36<00:00,  2.10it/s]
Epoch 0: |          | 4863/? [38:37<00:00,  2.10it/s]
Epoch 0: |          | 4863/? [38:37<00:00,  2.10it/s]
Epoch 0: |          | 4864/? [38:37<00:00,  2.10it/s]
Epoch 0: |          | 4864/? [38:37<00:00,  2.10it/s]
Epoch 0: |          | 4865/? [38:38<00:00,  2.10it/s]
Epoch 0: |          | 4865/? [38:38<00:00,  2.10it/s]
Epoch 0: |          | 4866/? [38:38<00:00,  2.10it/s]
Epoch 0: |          | 4866/? [38:38<00:00,  2.10it/s]
Epoch 0: |          | 4867/? [38:38<00:00,  2.10it/s]
Epoch 0: |          | 4867/? [38:38<00:00,  2.10it/s]
Epoch 0: |          | 4868/? [38:39<00:00,  2.10it/s]
Epoch 0: |          | 4868/? [38:39<00:00,  2.10it/s]
Epoch 0: |          | 4869/? [38:39<00:00,  2.10it/s]
Epoch 0: |          | 4869/? [38:39<00:00,  2.10it/s]
Epoch 0: |          | 4870/? [38:40<00:00,  2.10it/s]
Epoch 0: |          | 4870/? [38:40<00:00,  2.10it/s]
Epoch 0: |          | 4871/? [38:40<00:00,  2.10it/s]
Epoch 0: |          | 4871/? [38:40<00:00,  2.10it/s]
Epoch 0: |          | 4872/? [38:40<00:00,  2.10it/s]
Epoch 0: |          | 4872/? [38:40<00:00,  2.10it/s]
Epoch 0: |          | 4873/? [38:41<00:00,  2.10it/s]
Epoch 0: |          | 4873/? [38:41<00:00,  2.10it/s]
Epoch 0: |          | 4874/? [38:41<00:00,  2.10it/s]
Epoch 0: |          | 4874/? [38:41<00:00,  2.10it/s]
Epoch 0: |          | 4875/? [38:42<00:00,  2.10it/s]
Epoch 0: |          | 4875/? [38:42<00:00,  2.10it/s]
Epoch 0: |          | 4876/? [38:42<00:00,  2.10it/s]
Epoch 0: |          | 4876/? [38:42<00:00,  2.10it/s]
Epoch 0: |          | 4877/? [38:42<00:00,  2.10it/s]
Epoch 0: |          | 4877/? [38:42<00:00,  2.10it/s]
Epoch 0: |          | 4878/? [38:43<00:00,  2.10it/s]
Epoch 0: |          | 4878/? [38:43<00:00,  2.10it/s]
Epoch 0: |          | 4879/? [38:43<00:00,  2.10it/s]
Epoch 0: |          | 4879/? [38:43<00:00,  2.10it/s]
Epoch 0: |          | 4880/? [38:44<00:00,  2.10it/s]
Epoch 0: |          | 4880/? [38:44<00:00,  2.10it/s]
Epoch 0: |          | 4881/? [38:44<00:00,  2.10it/s]
Epoch 0: |          | 4881/? [38:44<00:00,  2.10it/s]
Epoch 0: |          | 4882/? [38:44<00:00,  2.10it/s]
Epoch 0: |          | 4882/? [38:44<00:00,  2.10it/s]
Epoch 0: |          | 4883/? [38:45<00:00,  2.10it/s]
Epoch 0: |          | 4883/? [38:45<00:00,  2.10it/s]
Epoch 0: |          | 4884/? [38:45<00:00,  2.10it/s]
Epoch 0: |          | 4884/? [38:45<00:00,  2.10it/s]
Epoch 0: |          | 4885/? [38:46<00:00,  2.10it/s]
Epoch 0: |          | 4885/? [38:46<00:00,  2.10it/s]
Epoch 0: |          | 4886/? [38:46<00:00,  2.10it/s]
Epoch 0: |          | 4886/? [38:46<00:00,  2.10it/s]
Epoch 0: |          | 4887/? [38:46<00:00,  2.10it/s]
Epoch 0: |          | 4887/? [38:46<00:00,  2.10it/s]
Epoch 0: |          | 4888/? [38:47<00:00,  2.10it/s]
Epoch 0: |          | 4888/? [38:47<00:00,  2.10it/s]
Epoch 0: |          | 4889/? [38:47<00:00,  2.10it/s]
Epoch 0: |          | 4889/? [38:47<00:00,  2.10it/s]
Epoch 0: |          | 4890/? [38:47<00:00,  2.10it/s]
Epoch 0: |          | 4890/? [38:47<00:00,  2.10it/s]
Epoch 0: |          | 4891/? [38:48<00:00,  2.10it/s]
Epoch 0: |          | 4891/? [38:48<00:00,  2.10it/s]
Epoch 0: |          | 4892/? [38:48<00:00,  2.10it/s]
Epoch 0: |          | 4892/? [38:48<00:00,  2.10it/s]
Epoch 0: |          | 4893/? [38:49<00:00,  2.10it/s]
Epoch 0: |          | 4893/? [38:49<00:00,  2.10it/s]
Epoch 0: |          | 4894/? [38:49<00:00,  2.10it/s]
Epoch 0: |          | 4894/? [38:49<00:00,  2.10it/s]
Epoch 0: |          | 4895/? [38:49<00:00,  2.10it/s]
Epoch 0: |          | 4895/? [38:49<00:00,  2.10it/s]
Epoch 0: |          | 4896/? [38:50<00:00,  2.10it/s]
Epoch 0: |          | 4896/? [38:50<00:00,  2.10it/s]
Epoch 0: |          | 4897/? [38:50<00:00,  2.10it/s]
Epoch 0: |          | 4897/? [38:50<00:00,  2.10it/s]
Epoch 0: |          | 4898/? [38:51<00:00,  2.10it/s]
Epoch 0: |          | 4898/? [38:51<00:00,  2.10it/s]
Epoch 0: |          | 4899/? [38:51<00:00,  2.10it/s]
Epoch 0: |          | 4899/? [38:51<00:00,  2.10it/s]
Epoch 0: |          | 4900/? [38:51<00:00,  2.10it/s]
Epoch 0: |          | 4900/? [38:51<00:00,  2.10it/s]
Epoch 0: |          | 4901/? [38:52<00:00,  2.10it/s]
Epoch 0: |          | 4901/? [38:52<00:00,  2.10it/s]
Epoch 0: |          | 4902/? [38:52<00:00,  2.10it/s]
Epoch 0: |          | 4902/? [38:52<00:00,  2.10it/s]
Epoch 0: |          | 4903/? [38:53<00:00,  2.10it/s]
Epoch 0: |          | 4903/? [38:53<00:00,  2.10it/s]
Epoch 0: |          | 4904/? [38:53<00:00,  2.10it/s]
Epoch 0: |          | 4904/? [38:53<00:00,  2.10it/s]
Epoch 0: |          | 4905/? [38:53<00:00,  2.10it/s]
Epoch 0: |          | 4905/? [38:53<00:00,  2.10it/s]
Epoch 0: |          | 4906/? [38:54<00:00,  2.10it/s]
Epoch 0: |          | 4906/? [38:54<00:00,  2.10it/s]
Epoch 0: |          | 4907/? [38:54<00:00,  2.10it/s]
Epoch 0: |          | 4907/? [38:54<00:00,  2.10it/s]
Epoch 0: |          | 4908/? [38:55<00:00,  2.10it/s]
Epoch 0: |          | 4908/? [38:55<00:00,  2.10it/s]
Epoch 0: |          | 4909/? [38:55<00:00,  2.10it/s]
Epoch 0: |          | 4909/? [38:55<00:00,  2.10it/s]
Epoch 0: |          | 4910/? [38:55<00:00,  2.10it/s]
Epoch 0: |          | 4910/? [38:55<00:00,  2.10it/s]
Epoch 0: |          | 4911/? [38:56<00:00,  2.10it/s]
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Epoch 0: |          | 4921/? [39:00<00:00,  2.10it/s]
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Epoch 0: |          | 4931/? [39:04<00:00,  2.10it/s]
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Epoch 0: |          | 4951/? [39:12<00:00,  2.10it/s]
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Epoch 0: |          | 4952/? [39:12<00:00,  2.10it/s]
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Epoch 0: |          | 4953/? [39:12<00:00,  2.11it/s]
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Epoch 0: |          | 4954/? [39:13<00:00,  2.11it/s]
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Epoch 0: |          | 4956/? [39:14<00:00,  2.11it/s]
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Epoch 0: |          | 4960/? [39:15<00:00,  2.11it/s]
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Epoch 0: |          | 4961/? [39:16<00:00,  2.11it/s]
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Epoch 0: |          | 4962/? [39:16<00:00,  2.11it/s]
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Epoch 0: |          | 4963/? [39:16<00:00,  2.11it/s]
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Epoch 0: |          | 4964/? [39:17<00:00,  2.11it/s]
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Epoch 0: |          | 4969/? [39:19<00:00,  2.11it/s]
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Epoch 0: |          | 4970/? [39:19<00:00,  2.11it/s]
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Epoch 0: |          | 4971/? [39:20<00:00,  2.11it/s]
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Epoch 0: |          | 4973/? [39:20<00:00,  2.11it/s]
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Epoch 0: |          | 4974/? [39:21<00:00,  2.11it/s]
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Epoch 0: |          | 4975/? [39:21<00:00,  2.11it/s]
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Epoch 0: |          | 4976/? [39:22<00:00,  2.11it/s]
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Epoch 0: |          | 4978/? [39:22<00:00,  2.11it/s]
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Epoch 0: |          | 4979/? [39:23<00:00,  2.11it/s]
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Epoch 0: |          | 4980/? [39:23<00:00,  2.11it/s]
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Epoch 0: |          | 4981/? [39:24<00:00,  2.11it/s]
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Epoch 0: |          | 4982/? [39:24<00:00,  2.11it/s]
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Epoch 0: |          | 4984/? [39:25<00:00,  2.11it/s]
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Epoch 0: |          | 4987/? [39:26<00:00,  2.11it/s]
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Epoch 0: |          | 4989/? [39:27<00:00,  2.11it/s]
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Epoch 0: |          | 4990/? [39:27<00:00,  2.11it/s]
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Epoch 0: |          | 4991/? [39:27<00:00,  2.11it/s]
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Epoch 0: |          | 4992/? [39:28<00:00,  2.11it/s]
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Epoch 0: |          | 4994/? [39:29<00:00,  2.11it/s]
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Epoch 0: |          | 4999/? [39:31<00:00,  2.11it/s]
Epoch 0: |          | 4999/? [39:31<00:00,  2.11it/s]
Epoch 0: |          | 5000/? [39:31<00:00,  2.11it/s]
Epoch 0: |          | 5000/? [39:31<00:00,  2.11it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  7.91it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  6.72it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  6.64it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  6.53it/s][A
[A
Epoch 0: |          | 5000/? [39:32<00:00,  2.11it/s]
Epoch 0: |          | 5001/? [39:32<00:00,  2.11it/s]
Epoch 0: |          | 5001/? [39:32<00:00,  2.11it/s]
Epoch 0: |          | 5002/? [39:32<00:00,  2.11it/s]
Epoch 0: |          | 5002/? [39:32<00:00,  2.11it/s]
Epoch 0: |          | 5003/? [39:33<00:00,  2.11it/s]
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Epoch 0: |          | 5010/? [39:36<00:00,  2.11it/s]
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Epoch 0: |          | 5011/? [39:36<00:00,  2.11it/s]
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Epoch 0: |          | 5012/? [39:37<00:00,  2.11it/s]
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Epoch 0: |          | 5013/? [39:37<00:00,  2.11it/s]
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Epoch 0: |          | 5014/? [39:38<00:00,  2.11it/s]
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Epoch 0: |          | 5019/? [39:40<00:00,  2.11it/s]
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Epoch 0: |          | 5021/? [39:41<00:00,  2.11it/s]
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Epoch 0: |          | 5022/? [39:41<00:00,  2.11it/s]
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Epoch 0: |          | 5023/? [39:41<00:00,  2.11it/s]
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Epoch 0: |          | 5024/? [39:42<00:00,  2.11it/s]
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Epoch 0: |          | 5027/? [39:43<00:00,  2.11it/s]
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Epoch 0: |          | 5200/? [40:56<00:00,  2.12it/s]
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Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  8.66it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  7.24it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  7.22it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  7.09it/s][A
[A
Epoch 0: |          | 5200/? [40:56<00:00,  2.12it/s]
Epoch 0: |          | 5201/? [40:57<00:00,  2.12it/s]
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Epoch 0: |          | 5207/? [40:59<00:00,  2.12it/s]
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Epoch 0: |          | 5208/? [41:00<00:00,  2.12it/s]
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Epoch 0: |          | 5210/? [41:00<00:00,  2.12it/s]
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Epoch 0: |          | 5211/? [41:01<00:00,  2.12it/s]
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Epoch 0: |          | 5212/? [41:01<00:00,  2.12it/s]
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Epoch 0: |          | 5213/? [41:02<00:00,  2.12it/s]
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Epoch 0: |          | 5214/? [41:02<00:00,  2.12it/s]
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Epoch 0: |          | 5215/? [41:02<00:00,  2.12it/s]
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Epoch 0: |          | 5216/? [41:03<00:00,  2.12it/s]
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Epoch 0: |          | 5217/? [41:03<00:00,  2.12it/s]
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Epoch 0: |          | 5218/? [41:04<00:00,  2.12it/s]
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Epoch 0: |          | 5219/? [41:04<00:00,  2.12it/s]
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Epoch 0: |          | 5220/? [41:04<00:00,  2.12it/s]
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Epoch 0: |          | 5221/? [41:05<00:00,  2.12it/s]
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Epoch 0: |          | 5222/? [41:05<00:00,  2.12it/s]
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Epoch 0: |          | 5223/? [41:06<00:00,  2.12it/s]
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Epoch 0: |          | 5224/? [41:06<00:00,  2.12it/s]
Epoch 0: |          | 5224/? [41:06<00:00,  2.12it/s]
Epoch 0: |          | 5225/? [41:07<00:00,  2.12it/s]
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Epoch 0: |          | 5226/? [41:07<00:00,  2.12it/s]
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Epoch 0: |          | 5227/? [41:07<00:00,  2.12it/s]
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Epoch 0: |          | 5228/? [41:08<00:00,  2.12it/s]
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Epoch 0: |          | 5229/? [41:08<00:00,  2.12it/s]
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Epoch 0: |          | 5230/? [41:09<00:00,  2.12it/s]
Epoch 0: |          | 5230/? [41:09<00:00,  2.12it/s]
Epoch 0: |          | 5231/? [41:09<00:00,  2.12it/s]
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Epoch 0: |          | 5232/? [41:09<00:00,  2.12it/s]
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Epoch 0: |          | 5233/? [41:10<00:00,  2.12it/s]
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Epoch 0: |          | 5234/? [41:10<00:00,  2.12it/s]
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Epoch 0: |          | 5235/? [41:11<00:00,  2.12it/s]
Epoch 0: |          | 5235/? [41:11<00:00,  2.12it/s]
Epoch 0: |          | 5236/? [41:11<00:00,  2.12it/s]
Epoch 0: |          | 5236/? [41:11<00:00,  2.12it/s]
Epoch 0: |          | 5237/? [41:12<00:00,  2.12it/s]
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Epoch 0: |          | 5238/? [41:12<00:00,  2.12it/s]
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Epoch 0: |          | 5239/? [41:12<00:00,  2.12it/s]
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Epoch 0: |          | 5240/? [41:13<00:00,  2.12it/s]
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Epoch 0: |          | 5241/? [41:13<00:00,  2.12it/s]
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Epoch 0: |          | 5242/? [41:14<00:00,  2.12it/s]
Epoch 0: |          | 5242/? [41:14<00:00,  2.12it/s]
Epoch 0: |          | 5243/? [41:14<00:00,  2.12it/s]
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Epoch 0: |          | 5244/? [41:15<00:00,  2.12it/s]
Epoch 0: |          | 5244/? [41:15<00:00,  2.12it/s]
Epoch 0: |          | 5245/? [41:15<00:00,  2.12it/s]
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Epoch 0: |          | 5246/? [41:15<00:00,  2.12it/s]
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Epoch 0: |          | 5247/? [41:16<00:00,  2.12it/s]
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Epoch 0: |          | 5248/? [41:16<00:00,  2.12it/s]
Epoch 0: |          | 5248/? [41:16<00:00,  2.12it/s]
Epoch 0: |          | 5249/? [41:17<00:00,  2.12it/s]
Epoch 0: |          | 5249/? [41:17<00:00,  2.12it/s]
Epoch 0: |          | 5250/? [41:17<00:00,  2.12it/s]
Epoch 0: |          | 5250/? [41:17<00:00,  2.12it/s]
Epoch 0: |          | 5251/? [41:18<00:00,  2.12it/s]
Epoch 0: |          | 5251/? [41:18<00:00,  2.12it/s]
Epoch 0: |          | 5252/? [41:18<00:00,  2.12it/s]
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Epoch 0: |          | 5253/? [41:18<00:00,  2.12it/s]
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Epoch 0: |          | 5254/? [41:19<00:00,  2.12it/s]
Epoch 0: |          | 5254/? [41:19<00:00,  2.12it/s]
Epoch 0: |          | 5255/? [41:19<00:00,  2.12it/s]
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Epoch 0: |          | 5256/? [41:20<00:00,  2.12it/s]
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Epoch 0: |          | 5259/? [41:21<00:00,  2.12it/s]
Epoch 0: |          | 5259/? [41:21<00:00,  2.12it/s]
Epoch 0: |          | 5260/? [41:21<00:00,  2.12it/s]
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Epoch 0: |          | 5261/? [41:22<00:00,  2.12it/s]
Epoch 0: |          | 5261/? [41:22<00:00,  2.12it/s]
Epoch 0: |          | 5262/? [41:22<00:00,  2.12it/s]
Epoch 0: |          | 5262/? [41:22<00:00,  2.12it/s]
Epoch 0: |          | 5263/? [41:22<00:00,  2.12it/s]
Epoch 0: |          | 5263/? [41:22<00:00,  2.12it/s]
Epoch 0: |          | 5264/? [41:23<00:00,  2.12it/s]
Epoch 0: |          | 5264/? [41:23<00:00,  2.12it/s]
Epoch 0: |          | 5265/? [41:23<00:00,  2.12it/s]
Epoch 0: |          | 5265/? [41:23<00:00,  2.12it/s]
Epoch 0: |          | 5266/? [41:24<00:00,  2.12it/s]
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Epoch 0: |          | 5268/? [41:24<00:00,  2.12it/s]
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Epoch 0: |          | 5269/? [41:25<00:00,  2.12it/s]
Epoch 0: |          | 5269/? [41:25<00:00,  2.12it/s]
Epoch 0: |          | 5270/? [41:25<00:00,  2.12it/s]
Epoch 0: |          | 5270/? [41:25<00:00,  2.12it/s]
Epoch 0: |          | 5271/? [41:26<00:00,  2.12it/s]
Epoch 0: |          | 5271/? [41:26<00:00,  2.12it/s]
Epoch 0: |          | 5272/? [41:26<00:00,  2.12it/s]
Epoch 0: |          | 5272/? [41:26<00:00,  2.12it/s]
Epoch 0: |          | 5273/? [41:27<00:00,  2.12it/s]
Epoch 0: |          | 5273/? [41:27<00:00,  2.12it/s]
Epoch 0: |          | 5274/? [41:27<00:00,  2.12it/s]
Epoch 0: |          | 5274/? [41:27<00:00,  2.12it/s]
Epoch 0: |          | 5275/? [41:27<00:00,  2.12it/s]
Epoch 0: |          | 5275/? [41:27<00:00,  2.12it/s]
Epoch 0: |          | 5276/? [41:28<00:00,  2.12it/s]
Epoch 0: |          | 5276/? [41:28<00:00,  2.12it/s]
Epoch 0: |          | 5277/? [41:28<00:00,  2.12it/s]
Epoch 0: |          | 5277/? [41:28<00:00,  2.12it/s]
Epoch 0: |          | 5278/? [41:29<00:00,  2.12it/s]
Epoch 0: |          | 5278/? [41:29<00:00,  2.12it/s]
Epoch 0: |          | 5279/? [41:29<00:00,  2.12it/s]
Epoch 0: |          | 5279/? [41:29<00:00,  2.12it/s]
Epoch 0: |          | 5280/? [41:29<00:00,  2.12it/s]
Epoch 0: |          | 5280/? [41:29<00:00,  2.12it/s]
Epoch 0: |          | 5281/? [41:30<00:00,  2.12it/s]
Epoch 0: |          | 5281/? [41:30<00:00,  2.12it/s]
Epoch 0: |          | 5282/? [41:30<00:00,  2.12it/s]
Epoch 0: |          | 5282/? [41:30<00:00,  2.12it/s]
Epoch 0: |          | 5283/? [41:31<00:00,  2.12it/s]
Epoch 0: |          | 5283/? [41:31<00:00,  2.12it/s]
Epoch 0: |          | 5284/? [41:31<00:00,  2.12it/s]
Epoch 0: |          | 5284/? [41:31<00:00,  2.12it/s]
Epoch 0: |          | 5285/? [41:32<00:00,  2.12it/s]
Epoch 0: |          | 5285/? [41:32<00:00,  2.12it/s]
Epoch 0: |          | 5286/? [41:32<00:00,  2.12it/s]
Epoch 0: |          | 5286/? [41:32<00:00,  2.12it/s]
Epoch 0: |          | 5287/? [41:32<00:00,  2.12it/s]
Epoch 0: |          | 5287/? [41:32<00:00,  2.12it/s]
Epoch 0: |          | 5288/? [41:33<00:00,  2.12it/s]
Epoch 0: |          | 5288/? [41:33<00:00,  2.12it/s]
Epoch 0: |          | 5289/? [41:33<00:00,  2.12it/s]
Epoch 0: |          | 5289/? [41:33<00:00,  2.12it/s]
Epoch 0: |          | 5290/? [41:34<00:00,  2.12it/s]
Epoch 0: |          | 5290/? [41:34<00:00,  2.12it/s]
Epoch 0: |          | 5291/? [41:34<00:00,  2.12it/s]
Epoch 0: |          | 5291/? [41:34<00:00,  2.12it/s]
Epoch 0: |          | 5292/? [41:35<00:00,  2.12it/s]
Epoch 0: |          | 5292/? [41:35<00:00,  2.12it/s]
Epoch 0: |          | 5293/? [41:35<00:00,  2.12it/s]
Epoch 0: |          | 5293/? [41:35<00:00,  2.12it/s]
Epoch 0: |          | 5294/? [41:35<00:00,  2.12it/s]
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Epoch 0: |          | 5295/? [41:36<00:00,  2.12it/s]
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Epoch 0: |          | 5296/? [41:36<00:00,  2.12it/s]
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Epoch 0: |          | 5297/? [41:37<00:00,  2.12it/s]
Epoch 0: |          | 5297/? [41:37<00:00,  2.12it/s]
Epoch 0: |          | 5298/? [41:37<00:00,  2.12it/s]
Epoch 0: |          | 5298/? [41:37<00:00,  2.12it/s]
Epoch 0: |          | 5299/? [41:37<00:00,  2.12it/s]
Epoch 0: |          | 5299/? [41:37<00:00,  2.12it/s]
Epoch 0: |          | 5300/? [41:38<00:00,  2.12it/s]
Epoch 0: |          | 5300/? [41:38<00:00,  2.12it/s]
Epoch 0: |          | 5301/? [41:38<00:00,  2.12it/s]
Epoch 0: |          | 5301/? [41:38<00:00,  2.12it/s]
Epoch 0: |          | 5302/? [41:39<00:00,  2.12it/s]
Epoch 0: |          | 5302/? [41:39<00:00,  2.12it/s]
Epoch 0: |          | 5303/? [41:39<00:00,  2.12it/s]
Epoch 0: |          | 5303/? [41:39<00:00,  2.12it/s]
Epoch 0: |          | 5304/? [41:40<00:00,  2.12it/s]
Epoch 0: |          | 5304/? [41:40<00:00,  2.12it/s]
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Epoch 0: |          | 5307/? [41:41<00:00,  2.12it/s]
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Epoch 0: |          | 5308/? [41:41<00:00,  2.12it/s]
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Epoch 0: |          | 5309/? [41:42<00:00,  2.12it/s]
Epoch 0: |          | 5309/? [41:42<00:00,  2.12it/s]
Epoch 0: |          | 5310/? [41:42<00:00,  2.12it/s]
Epoch 0: |          | 5310/? [41:42<00:00,  2.12it/s]
Epoch 0: |          | 5311/? [41:43<00:00,  2.12it/s]
Epoch 0: |          | 5311/? [41:43<00:00,  2.12it/s]
Epoch 0: |          | 5312/? [41:43<00:00,  2.12it/s]
Epoch 0: |          | 5312/? [41:43<00:00,  2.12it/s]
Epoch 0: |          | 5313/? [41:43<00:00,  2.12it/s]
Epoch 0: |          | 5313/? [41:43<00:00,  2.12it/s]
Epoch 0: |          | 5314/? [41:44<00:00,  2.12it/s]
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Epoch 0: |          | 5315/? [41:44<00:00,  2.12it/s]
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Epoch 0: |          | 5316/? [41:45<00:00,  2.12it/s]
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Epoch 0: |          | 5319/? [41:46<00:00,  2.12it/s]
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Epoch 0: |          | 5320/? [41:46<00:00,  2.12it/s]
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Epoch 0: |          | 5321/? [41:47<00:00,  2.12it/s]
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Epoch 0: |          | 5360/? [42:03<00:00,  2.12it/s]
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Epoch 0: |          | 5364/? [42:05<00:00,  2.12it/s]
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Epoch 0: |          | 5370/? [42:07<00:00,  2.12it/s]
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Epoch 0: |          | 5399/? [42:19<00:00,  2.13it/s]
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Epoch 0: |          | 5400/? [42:19<00:00,  2.13it/s]
Epoch 0: |          | 5400/? [42:19<00:00,  2.13it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  8.89it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  7.54it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  7.44it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  7.29it/s][A
[A
Epoch 0: |          | 5400/? [42:20<00:00,  2.13it/s]
Epoch 0: |          | 5401/? [42:20<00:00,  2.13it/s]
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Epoch 0: |          | 5410/? [42:24<00:00,  2.13it/s]
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Epoch 0: |          | 5411/? [42:24<00:00,  2.13it/s]
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Epoch 0: |          | 5412/? [42:25<00:00,  2.13it/s]
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Epoch 0: |          | 5413/? [42:25<00:00,  2.13it/s]
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Epoch 0: |          | 5414/? [42:25<00:00,  2.13it/s]
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Epoch 0: |          | 5415/? [42:26<00:00,  2.13it/s]
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Epoch 0: |          | 5418/? [42:27<00:00,  2.13it/s]
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Epoch 0: |          | 5419/? [42:27<00:00,  2.13it/s]
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Epoch 0: |          | 5420/? [42:28<00:00,  2.13it/s]
Epoch 0: |          | 5420/? [42:28<00:00,  2.13it/s]
Epoch 0: |          | 5421/? [42:28<00:00,  2.13it/s]
Epoch 0: |          | 5421/? [42:28<00:00,  2.13it/s]
Epoch 0: |          | 5422/? [42:28<00:00,  2.13it/s]
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Epoch 0: |          | 5423/? [42:29<00:00,  2.13it/s]
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Epoch 0: |          | 5424/? [42:29<00:00,  2.13it/s]
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Epoch 0: |          | 5425/? [42:30<00:00,  2.13it/s]
Epoch 0: |          | 5425/? [42:30<00:00,  2.13it/s]
Epoch 0: |          | 5426/? [42:30<00:00,  2.13it/s]
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Epoch 0: |          | 5427/? [42:30<00:00,  2.13it/s]
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Epoch 0: |          | 5428/? [42:31<00:00,  2.13it/s]
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Epoch 0: |          | 5429/? [42:31<00:00,  2.13it/s]
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Epoch 0: |          | 5430/? [42:32<00:00,  2.13it/s]
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Epoch 0: |          | 5431/? [42:32<00:00,  2.13it/s]
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Epoch 0: |          | 5432/? [42:33<00:00,  2.13it/s]
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Epoch 0: |          | 5433/? [42:33<00:00,  2.13it/s]
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Epoch 0: |          | 5434/? [42:33<00:00,  2.13it/s]
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Epoch 0: |          | 5435/? [42:34<00:00,  2.13it/s]
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Epoch 0: |          | 5436/? [42:34<00:00,  2.13it/s]
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Epoch 0: |          | 5437/? [42:34<00:00,  2.13it/s]
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Epoch 0: |          | 5438/? [42:35<00:00,  2.13it/s]
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Epoch 0: |          | 5440/? [42:36<00:00,  2.13it/s]
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Epoch 0: |          | 5450/? [42:40<00:00,  2.13it/s]
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Epoch 0: |          | 5451/? [42:40<00:00,  2.13it/s]
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Epoch 0: |          | 5502/? [43:01<00:00,  2.13it/s]
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Epoch 0: |          | 5511/? [43:04<00:00,  2.13it/s]
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Epoch 0: |          | 5512/? [43:05<00:00,  2.13it/s]
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Epoch 0: |          | 5513/? [43:05<00:00,  2.13it/s]
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Epoch 0: |          | 5514/? [43:06<00:00,  2.13it/s]
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Epoch 0: |          | 5518/? [43:07<00:00,  2.13it/s]
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Epoch 0: |          | 5519/? [43:07<00:00,  2.13it/s]
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Epoch 0: |          | 5520/? [43:08<00:00,  2.13it/s]
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Epoch 0: |          | 5521/? [43:08<00:00,  2.13it/s]
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Epoch 0: |          | 5522/? [43:09<00:00,  2.13it/s]
Epoch 0: |          | 5522/? [43:09<00:00,  2.13it/s]
Epoch 0: |          | 5523/? [43:09<00:00,  2.13it/s]
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Epoch 0: |          | 5524/? [43:09<00:00,  2.13it/s]
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Epoch 0: |          | 5525/? [43:10<00:00,  2.13it/s]
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Epoch 0: |          | 5526/? [43:10<00:00,  2.13it/s]
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Epoch 0: |          | 5527/? [43:11<00:00,  2.13it/s]
Epoch 0: |          | 5527/? [43:11<00:00,  2.13it/s]
Epoch 0: |          | 5528/? [43:11<00:00,  2.13it/s]
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Epoch 0: |          | 5529/? [43:11<00:00,  2.13it/s]
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Epoch 0: |          | 5530/? [43:12<00:00,  2.13it/s]
Epoch 0: |          | 5530/? [43:12<00:00,  2.13it/s]
Epoch 0: |          | 5531/? [43:12<00:00,  2.13it/s]
Epoch 0: |          | 5531/? [43:12<00:00,  2.13it/s]
Epoch 0: |          | 5532/? [43:12<00:00,  2.13it/s]
Epoch 0: |          | 5532/? [43:12<00:00,  2.13it/s]
Epoch 0: |          | 5533/? [43:13<00:00,  2.13it/s]
Epoch 0: |          | 5533/? [43:13<00:00,  2.13it/s]
Epoch 0: |          | 5534/? [43:13<00:00,  2.13it/s]
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Epoch 0: |          | 5535/? [43:14<00:00,  2.13it/s]
Epoch 0: |          | 5535/? [43:14<00:00,  2.13it/s]
Epoch 0: |          | 5536/? [43:14<00:00,  2.13it/s]
Epoch 0: |          | 5536/? [43:14<00:00,  2.13it/s]
Epoch 0: |          | 5537/? [43:15<00:00,  2.13it/s]
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Epoch 0: |          | 5538/? [43:15<00:00,  2.13it/s]
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Epoch 0: |          | 5539/? [43:15<00:00,  2.13it/s]
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Epoch 0: |          | 5540/? [43:16<00:00,  2.13it/s]
Epoch 0: |          | 5540/? [43:16<00:00,  2.13it/s]
Epoch 0: |          | 5541/? [43:16<00:00,  2.13it/s]
Epoch 0: |          | 5541/? [43:16<00:00,  2.13it/s]
Epoch 0: |          | 5542/? [43:17<00:00,  2.13it/s]
Epoch 0: |          | 5542/? [43:17<00:00,  2.13it/s]
Epoch 0: |          | 5543/? [43:17<00:00,  2.13it/s]
Epoch 0: |          | 5543/? [43:17<00:00,  2.13it/s]
Epoch 0: |          | 5544/? [43:17<00:00,  2.13it/s]
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Epoch 0: |          | 5545/? [43:18<00:00,  2.13it/s]
Epoch 0: |          | 5545/? [43:18<00:00,  2.13it/s]
Epoch 0: |          | 5546/? [43:18<00:00,  2.13it/s]
Epoch 0: |          | 5546/? [43:18<00:00,  2.13it/s]
Epoch 0: |          | 5547/? [43:18<00:00,  2.13it/s]
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Epoch 0: |          | 5548/? [43:19<00:00,  2.13it/s]
Epoch 0: |          | 5548/? [43:19<00:00,  2.13it/s]
Epoch 0: |          | 5549/? [43:19<00:00,  2.13it/s]
Epoch 0: |          | 5549/? [43:19<00:00,  2.13it/s]
Epoch 0: |          | 5550/? [43:20<00:00,  2.13it/s]
Epoch 0: |          | 5550/? [43:20<00:00,  2.13it/s]
Epoch 0: |          | 5551/? [43:20<00:00,  2.13it/s]
Epoch 0: |          | 5551/? [43:20<00:00,  2.13it/s]
Epoch 0: |          | 5552/? [43:21<00:00,  2.13it/s]
Epoch 0: |          | 5552/? [43:21<00:00,  2.13it/s]
Epoch 0: |          | 5553/? [43:21<00:00,  2.13it/s]
Epoch 0: |          | 5553/? [43:21<00:00,  2.13it/s]
Epoch 0: |          | 5554/? [43:21<00:00,  2.13it/s]
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Epoch 0: |          | 5555/? [43:22<00:00,  2.13it/s]
Epoch 0: |          | 5555/? [43:22<00:00,  2.13it/s]
Epoch 0: |          | 5556/? [43:22<00:00,  2.13it/s]
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Epoch 0: |          | 5557/? [43:22<00:00,  2.13it/s]
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Epoch 0: |          | 5558/? [43:23<00:00,  2.14it/s]
Epoch 0: |          | 5558/? [43:23<00:00,  2.14it/s]
Epoch 0: |          | 5559/? [43:23<00:00,  2.14it/s]
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Epoch 0: |          | 5560/? [43:24<00:00,  2.14it/s]
Epoch 0: |          | 5560/? [43:24<00:00,  2.14it/s]
Epoch 0: |          | 5561/? [43:24<00:00,  2.14it/s]
Epoch 0: |          | 5561/? [43:24<00:00,  2.14it/s]
Epoch 0: |          | 5562/? [43:24<00:00,  2.14it/s]
Epoch 0: |          | 5562/? [43:24<00:00,  2.14it/s]
Epoch 0: |          | 5563/? [43:25<00:00,  2.14it/s]
Epoch 0: |          | 5563/? [43:25<00:00,  2.14it/s]
Epoch 0: |          | 5564/? [43:25<00:00,  2.14it/s]
Epoch 0: |          | 5564/? [43:25<00:00,  2.14it/s]
Epoch 0: |          | 5565/? [43:26<00:00,  2.14it/s]
Epoch 0: |          | 5565/? [43:26<00:00,  2.14it/s]
Epoch 0: |          | 5566/? [43:26<00:00,  2.14it/s]
Epoch 0: |          | 5566/? [43:26<00:00,  2.14it/s]
Epoch 0: |          | 5567/? [43:26<00:00,  2.14it/s]
Epoch 0: |          | 5567/? [43:26<00:00,  2.14it/s]
Epoch 0: |          | 5568/? [43:27<00:00,  2.14it/s]
Epoch 0: |          | 5568/? [43:27<00:00,  2.14it/s]
Epoch 0: |          | 5569/? [43:27<00:00,  2.14it/s]
Epoch 0: |          | 5569/? [43:27<00:00,  2.14it/s]
Epoch 0: |          | 5570/? [43:28<00:00,  2.14it/s]
Epoch 0: |          | 5570/? [43:28<00:00,  2.14it/s]
Epoch 0: |          | 5571/? [43:28<00:00,  2.14it/s]
Epoch 0: |          | 5571/? [43:28<00:00,  2.14it/s]
Epoch 0: |          | 5572/? [43:28<00:00,  2.14it/s]
Epoch 0: |          | 5572/? [43:28<00:00,  2.14it/s]
Epoch 0: |          | 5573/? [43:29<00:00,  2.14it/s]
Epoch 0: |          | 5573/? [43:29<00:00,  2.14it/s]
Epoch 0: |          | 5574/? [43:29<00:00,  2.14it/s]
Epoch 0: |          | 5574/? [43:29<00:00,  2.14it/s]
Epoch 0: |          | 5575/? [43:30<00:00,  2.14it/s]
Epoch 0: |          | 5575/? [43:30<00:00,  2.14it/s]
Epoch 0: |          | 5576/? [43:30<00:00,  2.14it/s]
Epoch 0: |          | 5576/? [43:30<00:00,  2.14it/s]
Epoch 0: |          | 5577/? [43:30<00:00,  2.14it/s]
Epoch 0: |          | 5577/? [43:30<00:00,  2.14it/s]
Epoch 0: |          | 5578/? [43:31<00:00,  2.14it/s]
Epoch 0: |          | 5578/? [43:31<00:00,  2.14it/s]
Epoch 0: |          | 5579/? [43:31<00:00,  2.14it/s]
Epoch 0: |          | 5579/? [43:31<00:00,  2.14it/s]
Epoch 0: |          | 5580/? [43:32<00:00,  2.14it/s]
Epoch 0: |          | 5580/? [43:32<00:00,  2.14it/s]
Epoch 0: |          | 5581/? [43:32<00:00,  2.14it/s]
Epoch 0: |          | 5581/? [43:32<00:00,  2.14it/s]
Epoch 0: |          | 5582/? [43:32<00:00,  2.14it/s]
Epoch 0: |          | 5582/? [43:32<00:00,  2.14it/s]
Epoch 0: |          | 5583/? [43:33<00:00,  2.14it/s]
Epoch 0: |          | 5583/? [43:33<00:00,  2.14it/s]
Epoch 0: |          | 5584/? [43:33<00:00,  2.14it/s]
Epoch 0: |          | 5584/? [43:33<00:00,  2.14it/s]
Epoch 0: |          | 5585/? [43:34<00:00,  2.14it/s]
Epoch 0: |          | 5585/? [43:34<00:00,  2.14it/s]
Epoch 0: |          | 5586/? [43:34<00:00,  2.14it/s]
Epoch 0: |          | 5586/? [43:34<00:00,  2.14it/s]
Epoch 0: |          | 5587/? [43:34<00:00,  2.14it/s]
Epoch 0: |          | 5587/? [43:34<00:00,  2.14it/s]
Epoch 0: |          | 5588/? [43:35<00:00,  2.14it/s]
Epoch 0: |          | 5588/? [43:35<00:00,  2.14it/s]
Epoch 0: |          | 5589/? [43:35<00:00,  2.14it/s]
Epoch 0: |          | 5589/? [43:35<00:00,  2.14it/s]
Epoch 0: |          | 5590/? [43:36<00:00,  2.14it/s]
Epoch 0: |          | 5590/? [43:36<00:00,  2.14it/s]
Epoch 0: |          | 5591/? [43:36<00:00,  2.14it/s]
Epoch 0: |          | 5591/? [43:36<00:00,  2.14it/s]
Epoch 0: |          | 5592/? [43:36<00:00,  2.14it/s]
Epoch 0: |          | 5592/? [43:36<00:00,  2.14it/s]
Epoch 0: |          | 5593/? [43:37<00:00,  2.14it/s]
Epoch 0: |          | 5593/? [43:37<00:00,  2.14it/s]
Epoch 0: |          | 5594/? [43:37<00:00,  2.14it/s]
Epoch 0: |          | 5594/? [43:37<00:00,  2.14it/s]
Epoch 0: |          | 5595/? [43:38<00:00,  2.14it/s]
Epoch 0: |          | 5595/? [43:38<00:00,  2.14it/s]
Epoch 0: |          | 5596/? [43:38<00:00,  2.14it/s]
Epoch 0: |          | 5596/? [43:38<00:00,  2.14it/s]
Epoch 0: |          | 5597/? [43:38<00:00,  2.14it/s]
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Epoch 0: |          | 5600/? [43:40<00:00,  2.14it/s]
Epoch 0: |          | 5600/? [43:40<00:00,  2.14it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  9.14it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  7.77it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  7.50it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  7.41it/s][A
[A
Epoch 0: |          | 5600/? [43:40<00:00,  2.14it/s]
Epoch 0: |          | 5601/? [43:40<00:00,  2.14it/s]
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Epoch 0: |          | 5611/? [43:44<00:00,  2.14it/s]
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Epoch 0: |          | 5613/? [43:45<00:00,  2.14it/s]
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Epoch 0: |          | 5614/? [43:46<00:00,  2.14it/s]
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Epoch 0: |          | 5615/? [43:46<00:00,  2.14it/s]
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Epoch 0: |          | 5616/? [43:46<00:00,  2.14it/s]
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Epoch 0: |          | 5618/? [43:47<00:00,  2.14it/s]
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Epoch 0: |          | 5619/? [43:48<00:00,  2.14it/s]
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Epoch 0: |          | 5620/? [43:48<00:00,  2.14it/s]
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Epoch 0: |          | 5621/? [43:48<00:00,  2.14it/s]
Epoch 0: |          | 5621/? [43:48<00:00,  2.14it/s]
Epoch 0: |          | 5622/? [43:49<00:00,  2.14it/s]
Epoch 0: |          | 5622/? [43:49<00:00,  2.14it/s]
Epoch 0: |          | 5623/? [43:49<00:00,  2.14it/s]
Epoch 0: |          | 5623/? [43:49<00:00,  2.14it/s]
Epoch 0: |          | 5624/? [43:49<00:00,  2.14it/s]
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Epoch 0: |          | 5625/? [43:50<00:00,  2.14it/s]
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Epoch 0: |          | 5626/? [43:50<00:00,  2.14it/s]
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Epoch 0: |          | 5627/? [43:51<00:00,  2.14it/s]
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Epoch 0: |          | 5628/? [43:51<00:00,  2.14it/s]
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Epoch 0: |          | 5629/? [43:51<00:00,  2.14it/s]
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Epoch 0: |          | 5630/? [43:52<00:00,  2.14it/s]
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Epoch 0: |          | 5631/? [43:52<00:00,  2.14it/s]
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Epoch 0: |          | 5632/? [43:53<00:00,  2.14it/s]
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Epoch 0: |          | 5633/? [43:53<00:00,  2.14it/s]
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Epoch 0: |          | 5634/? [43:53<00:00,  2.14it/s]
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Epoch 0: |          | 5635/? [43:54<00:00,  2.14it/s]
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Epoch 0: |          | 5636/? [43:54<00:00,  2.14it/s]
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Epoch 0: |          | 5637/? [43:55<00:00,  2.14it/s]
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Epoch 0: |          | 5638/? [43:55<00:00,  2.14it/s]
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Epoch 0: |          | 5639/? [43:55<00:00,  2.14it/s]
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Epoch 0: |          | 5640/? [43:56<00:00,  2.14it/s]
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Epoch 0: |          | 5641/? [43:56<00:00,  2.14it/s]
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Epoch 0: |          | 5643/? [43:57<00:00,  2.14it/s]
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Epoch 0: |          | 5644/? [43:57<00:00,  2.14it/s]
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Epoch 0: |          | 5649/? [43:59<00:00,  2.14it/s]
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Epoch 0: |          | 5650/? [44:00<00:00,  2.14it/s]
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Epoch 0: |          | 5651/? [44:00<00:00,  2.14it/s]
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Epoch 0: |          | 5652/? [44:01<00:00,  2.14it/s]
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Epoch 0: |          | 5653/? [44:01<00:00,  2.14it/s]
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Epoch 0: |          | 5654/? [44:01<00:00,  2.14it/s]
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Epoch 0: |          | 5655/? [44:02<00:00,  2.14it/s]
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Epoch 0: |          | 5656/? [44:02<00:00,  2.14it/s]
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Epoch 0: |          | 5657/? [44:03<00:00,  2.14it/s]
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Epoch 0: |          | 5658/? [44:03<00:00,  2.14it/s]
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Epoch 0: |          | 5659/? [44:03<00:00,  2.14it/s]
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Epoch 0: |          | 5660/? [44:04<00:00,  2.14it/s]
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Epoch 0: |          | 5661/? [44:04<00:00,  2.14it/s]
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Epoch 0: |          | 5662/? [44:05<00:00,  2.14it/s]
Epoch 0: |          | 5662/? [44:05<00:00,  2.14it/s]
Epoch 0: |          | 5663/? [44:05<00:00,  2.14it/s]
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Epoch 0: |          | 5664/? [44:05<00:00,  2.14it/s]
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Epoch 0: |          | 5665/? [44:06<00:00,  2.14it/s]
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Epoch 0: |          | 5666/? [44:06<00:00,  2.14it/s]
Epoch 0: |          | 5666/? [44:06<00:00,  2.14it/s]
Epoch 0: |          | 5667/? [44:07<00:00,  2.14it/s]
Epoch 0: |          | 5667/? [44:07<00:00,  2.14it/s]
Epoch 0: |          | 5668/? [44:07<00:00,  2.14it/s]
Epoch 0: |          | 5668/? [44:07<00:00,  2.14it/s]
Epoch 0: |          | 5669/? [44:07<00:00,  2.14it/s]
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Epoch 0: |          | 5670/? [44:08<00:00,  2.14it/s]
Epoch 0: |          | 5670/? [44:08<00:00,  2.14it/s]
Epoch 0: |          | 5671/? [44:08<00:00,  2.14it/s]
Epoch 0: |          | 5671/? [44:08<00:00,  2.14it/s]
Epoch 0: |          | 5672/? [44:09<00:00,  2.14it/s]
Epoch 0: |          | 5672/? [44:09<00:00,  2.14it/s]
Epoch 0: |          | 5673/? [44:09<00:00,  2.14it/s]
Epoch 0: |          | 5673/? [44:09<00:00,  2.14it/s]
Epoch 0: |          | 5674/? [44:09<00:00,  2.14it/s]
Epoch 0: |          | 5674/? [44:09<00:00,  2.14it/s]
Epoch 0: |          | 5675/? [44:10<00:00,  2.14it/s]
Epoch 0: |          | 5675/? [44:10<00:00,  2.14it/s]
Epoch 0: |          | 5676/? [44:10<00:00,  2.14it/s]
Epoch 0: |          | 5676/? [44:10<00:00,  2.14it/s]
Epoch 0: |          | 5677/? [44:11<00:00,  2.14it/s]
Epoch 0: |          | 5677/? [44:11<00:00,  2.14it/s]
Epoch 0: |          | 5678/? [44:11<00:00,  2.14it/s]
Epoch 0: |          | 5678/? [44:11<00:00,  2.14it/s]
Epoch 0: |          | 5679/? [44:11<00:00,  2.14it/s]
Epoch 0: |          | 5679/? [44:11<00:00,  2.14it/s]
Epoch 0: |          | 5680/? [44:12<00:00,  2.14it/s]
Epoch 0: |          | 5680/? [44:12<00:00,  2.14it/s]
Epoch 0: |          | 5681/? [44:12<00:00,  2.14it/s]
Epoch 0: |          | 5681/? [44:12<00:00,  2.14it/s]
Epoch 0: |          | 5682/? [44:12<00:00,  2.14it/s]
Epoch 0: |          | 5682/? [44:12<00:00,  2.14it/s]
Epoch 0: |          | 5683/? [44:13<00:00,  2.14it/s]
Epoch 0: |          | 5683/? [44:13<00:00,  2.14it/s]
Epoch 0: |          | 5684/? [44:13<00:00,  2.14it/s]
Epoch 0: |          | 5684/? [44:13<00:00,  2.14it/s]
Epoch 0: |          | 5685/? [44:14<00:00,  2.14it/s]
Epoch 0: |          | 5685/? [44:14<00:00,  2.14it/s]
Epoch 0: |          | 5686/? [44:14<00:00,  2.14it/s]
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Epoch 0: |          | 5687/? [44:14<00:00,  2.14it/s]
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Epoch 0: |          | 5688/? [44:15<00:00,  2.14it/s]
Epoch 0: |          | 5688/? [44:15<00:00,  2.14it/s]
Epoch 0: |          | 5689/? [44:15<00:00,  2.14it/s]
Epoch 0: |          | 5689/? [44:15<00:00,  2.14it/s]
Epoch 0: |          | 5690/? [44:15<00:00,  2.14it/s]
Epoch 0: |          | 5690/? [44:15<00:00,  2.14it/s]
Epoch 0: |          | 5691/? [44:16<00:00,  2.14it/s]
Epoch 0: |          | 5691/? [44:16<00:00,  2.14it/s]
Epoch 0: |          | 5692/? [44:16<00:00,  2.14it/s]
Epoch 0: |          | 5692/? [44:16<00:00,  2.14it/s]
Epoch 0: |          | 5693/? [44:17<00:00,  2.14it/s]
Epoch 0: |          | 5693/? [44:17<00:00,  2.14it/s]
Epoch 0: |          | 5694/? [44:17<00:00,  2.14it/s]
Epoch 0: |          | 5694/? [44:17<00:00,  2.14it/s]
Epoch 0: |          | 5695/? [44:17<00:00,  2.14it/s]
Epoch 0: |          | 5695/? [44:17<00:00,  2.14it/s]
Epoch 0: |          | 5696/? [44:18<00:00,  2.14it/s]
Epoch 0: |          | 5696/? [44:18<00:00,  2.14it/s]
Epoch 0: |          | 5697/? [44:18<00:00,  2.14it/s]
Epoch 0: |          | 5697/? [44:18<00:00,  2.14it/s]
Epoch 0: |          | 5698/? [44:19<00:00,  2.14it/s]
Epoch 0: |          | 5698/? [44:19<00:00,  2.14it/s]
Epoch 0: |          | 5699/? [44:19<00:00,  2.14it/s]
Epoch 0: |          | 5699/? [44:19<00:00,  2.14it/s]
Epoch 0: |          | 5700/? [44:19<00:00,  2.14it/s]
Epoch 0: |          | 5700/? [44:19<00:00,  2.14it/s]
Epoch 0: |          | 5701/? [44:20<00:00,  2.14it/s]
Epoch 0: |          | 5701/? [44:20<00:00,  2.14it/s]
Epoch 0: |          | 5702/? [44:20<00:00,  2.14it/s]
Epoch 0: |          | 5702/? [44:20<00:00,  2.14it/s]
Epoch 0: |          | 5703/? [44:21<00:00,  2.14it/s]
Epoch 0: |          | 5703/? [44:21<00:00,  2.14it/s]
Epoch 0: |          | 5704/? [44:21<00:00,  2.14it/s]
Epoch 0: |          | 5704/? [44:21<00:00,  2.14it/s]
Epoch 0: |          | 5705/? [44:21<00:00,  2.14it/s]
Epoch 0: |          | 5705/? [44:21<00:00,  2.14it/s]
Epoch 0: |          | 5706/? [44:22<00:00,  2.14it/s]
Epoch 0: |          | 5706/? [44:22<00:00,  2.14it/s]
Epoch 0: |          | 5707/? [44:22<00:00,  2.14it/s]
Epoch 0: |          | 5707/? [44:22<00:00,  2.14it/s]
Epoch 0: |          | 5708/? [44:23<00:00,  2.14it/s]
Epoch 0: |          | 5708/? [44:23<00:00,  2.14it/s]
Epoch 0: |          | 5709/? [44:23<00:00,  2.14it/s]
Epoch 0: |          | 5709/? [44:23<00:00,  2.14it/s]
Epoch 0: |          | 5710/? [44:23<00:00,  2.14it/s]
Epoch 0: |          | 5710/? [44:23<00:00,  2.14it/s]
Epoch 0: |          | 5711/? [44:24<00:00,  2.14it/s]
Epoch 0: |          | 5711/? [44:24<00:00,  2.14it/s]
Epoch 0: |          | 5712/? [44:24<00:00,  2.14it/s]
Epoch 0: |          | 5712/? [44:24<00:00,  2.14it/s]
Epoch 0: |          | 5713/? [44:25<00:00,  2.14it/s]
Epoch 0: |          | 5713/? [44:25<00:00,  2.14it/s]
Epoch 0: |          | 5714/? [44:25<00:00,  2.14it/s]
Epoch 0: |          | 5714/? [44:25<00:00,  2.14it/s]
Epoch 0: |          | 5715/? [44:25<00:00,  2.14it/s]
Epoch 0: |          | 5715/? [44:25<00:00,  2.14it/s]
Epoch 0: |          | 5716/? [44:26<00:00,  2.14it/s]
Epoch 0: |          | 5716/? [44:26<00:00,  2.14it/s]
Epoch 0: |          | 5717/? [44:26<00:00,  2.14it/s]
Epoch 0: |          | 5717/? [44:26<00:00,  2.14it/s]
Epoch 0: |          | 5718/? [44:27<00:00,  2.14it/s]
Epoch 0: |          | 5718/? [44:27<00:00,  2.14it/s]
Epoch 0: |          | 5719/? [44:27<00:00,  2.14it/s]
Epoch 0: |          | 5719/? [44:27<00:00,  2.14it/s]
Epoch 0: |          | 5720/? [44:28<00:00,  2.14it/s]
Epoch 0: |          | 5720/? [44:28<00:00,  2.14it/s]
Epoch 0: |          | 5721/? [44:28<00:00,  2.14it/s]
Epoch 0: |          | 5721/? [44:28<00:00,  2.14it/s]
Epoch 0: |          | 5722/? [44:28<00:00,  2.14it/s]
Epoch 0: |          | 5722/? [44:28<00:00,  2.14it/s]
Epoch 0: |          | 5723/? [44:29<00:00,  2.14it/s]
Epoch 0: |          | 5723/? [44:29<00:00,  2.14it/s]
Epoch 0: |          | 5724/? [44:29<00:00,  2.14it/s]
Epoch 0: |          | 5724/? [44:29<00:00,  2.14it/s]
Epoch 0: |          | 5725/? [44:29<00:00,  2.14it/s]
Epoch 0: |          | 5725/? [44:29<00:00,  2.14it/s]
Epoch 0: |          | 5726/? [44:30<00:00,  2.14it/s]
Epoch 0: |          | 5726/? [44:30<00:00,  2.14it/s]
Epoch 0: |          | 5727/? [44:30<00:00,  2.14it/s]
Epoch 0: |          | 5727/? [44:30<00:00,  2.14it/s]
Epoch 0: |          | 5728/? [44:31<00:00,  2.14it/s]
Epoch 0: |          | 5728/? [44:31<00:00,  2.14it/s]
Epoch 0: |          | 5729/? [44:31<00:00,  2.14it/s]
Epoch 0: |          | 5729/? [44:31<00:00,  2.14it/s]
Epoch 0: |          | 5730/? [44:31<00:00,  2.14it/s]
Epoch 0: |          | 5730/? [44:31<00:00,  2.14it/s]
Epoch 0: |          | 5731/? [44:32<00:00,  2.14it/s]
Epoch 0: |          | 5731/? [44:32<00:00,  2.14it/s]
Epoch 0: |          | 5732/? [44:32<00:00,  2.14it/s]
Epoch 0: |          | 5732/? [44:32<00:00,  2.14it/s]
Epoch 0: |          | 5733/? [44:33<00:00,  2.14it/s]
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Epoch 0: |          | 5734/? [44:33<00:00,  2.14it/s]
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Epoch 0: |          | 5740/? [44:36<00:00,  2.14it/s]
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Epoch 0: |          | 5741/? [44:36<00:00,  2.15it/s]
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Epoch 0: |          | 5743/? [44:37<00:00,  2.15it/s]
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Epoch 0: |          | 5761/? [44:44<00:00,  2.15it/s]
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Epoch 0: |          | 5762/? [44:44<00:00,  2.15it/s]
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Epoch 0: |          | 5765/? [44:45<00:00,  2.15it/s]
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Epoch 0: |          | 5767/? [44:46<00:00,  2.15it/s]
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Epoch 0: |          | 5768/? [44:47<00:00,  2.15it/s]
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Epoch 0: |          | 5769/? [44:47<00:00,  2.15it/s]
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Epoch 0: |          | 5770/? [44:47<00:00,  2.15it/s]
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Epoch 0: |          | 5771/? [44:48<00:00,  2.15it/s]
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Epoch 0: |          | 5772/? [44:48<00:00,  2.15it/s]
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Epoch 0: |          | 5775/? [44:49<00:00,  2.15it/s]
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Epoch 0: |          | 5776/? [44:50<00:00,  2.15it/s]
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Epoch 0: |          | 5778/? [44:50<00:00,  2.15it/s]
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Epoch 0: |          | 5779/? [44:51<00:00,  2.15it/s]
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Epoch 0: |          | 5780/? [44:51<00:00,  2.15it/s]
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Epoch 0: |          | 5781/? [44:52<00:00,  2.15it/s]
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Epoch 0: |          | 5782/? [44:52<00:00,  2.15it/s]
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Epoch 0: |          | 5790/? [44:55<00:00,  2.15it/s]
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Epoch 0: |          | 5791/? [44:56<00:00,  2.15it/s]
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Epoch 0: |          | 5792/? [44:56<00:00,  2.15it/s]
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Epoch 0: |          | 5794/? [44:57<00:00,  2.15it/s]
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Epoch 0: |          | 5795/? [44:57<00:00,  2.15it/s]
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Epoch 0: |          | 5799/? [44:59<00:00,  2.15it/s]
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Epoch 0: |          | 5800/? [44:59<00:00,  2.15it/s]
Epoch 0: |          | 5800/? [44:59<00:00,  2.15it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  9.30it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  7.91it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  7.64it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  7.53it/s][A
[A
Epoch 0: |          | 5800/? [45:00<00:00,  2.15it/s]
Epoch 0: |          | 5801/? [45:00<00:00,  2.15it/s]
Epoch 0: |          | 5801/? [45:00<00:00,  2.15it/s]
Epoch 0: |          | 5802/? [45:00<00:00,  2.15it/s]
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Epoch 0: |          | 5803/? [45:01<00:00,  2.15it/s]
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Epoch 0: |          | 5804/? [45:01<00:00,  2.15it/s]
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Epoch 0: |          | 5808/? [45:03<00:00,  2.15it/s]
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Epoch 0: |          | 5809/? [45:03<00:00,  2.15it/s]
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Epoch 0: |          | 5810/? [45:04<00:00,  2.15it/s]
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Epoch 0: |          | 5811/? [45:04<00:00,  2.15it/s]
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Epoch 0: |          | 5812/? [45:04<00:00,  2.15it/s]
Epoch 0: |          | 5812/? [45:04<00:00,  2.15it/s]
Epoch 0: |          | 5813/? [45:05<00:00,  2.15it/s]
Epoch 0: |          | 5813/? [45:05<00:00,  2.15it/s]
Epoch 0: |          | 5814/? [45:05<00:00,  2.15it/s]
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Epoch 0: |          | 5815/? [45:06<00:00,  2.15it/s]
Epoch 0: |          | 5815/? [45:06<00:00,  2.15it/s]
Epoch 0: |          | 5816/? [45:06<00:00,  2.15it/s]
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Epoch 0: |          | 5817/? [45:06<00:00,  2.15it/s]
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Epoch 0: |          | 5818/? [45:07<00:00,  2.15it/s]
Epoch 0: |          | 5818/? [45:07<00:00,  2.15it/s]
Epoch 0: |          | 5819/? [45:07<00:00,  2.15it/s]
Epoch 0: |          | 5819/? [45:07<00:00,  2.15it/s]
Epoch 0: |          | 5820/? [45:08<00:00,  2.15it/s]
Epoch 0: |          | 5820/? [45:08<00:00,  2.15it/s]
Epoch 0: |          | 5821/? [45:08<00:00,  2.15it/s]
Epoch 0: |          | 5821/? [45:08<00:00,  2.15it/s]
Epoch 0: |          | 5822/? [45:08<00:00,  2.15it/s]
Epoch 0: |          | 5822/? [45:08<00:00,  2.15it/s]
Epoch 0: |          | 5823/? [45:09<00:00,  2.15it/s]
Epoch 0: |          | 5823/? [45:09<00:00,  2.15it/s]
Epoch 0: |          | 5824/? [45:09<00:00,  2.15it/s]
Epoch 0: |          | 5824/? [45:09<00:00,  2.15it/s]
Epoch 0: |          | 5825/? [45:10<00:00,  2.15it/s]
Epoch 0: |          | 5825/? [45:10<00:00,  2.15it/s]
Epoch 0: |          | 5826/? [45:10<00:00,  2.15it/s]
Epoch 0: |          | 5826/? [45:10<00:00,  2.15it/s]
Epoch 0: |          | 5827/? [45:10<00:00,  2.15it/s]
Epoch 0: |          | 5827/? [45:10<00:00,  2.15it/s]
Epoch 0: |          | 5828/? [45:11<00:00,  2.15it/s]
Epoch 0: |          | 5828/? [45:11<00:00,  2.15it/s]
Epoch 0: |          | 5829/? [45:11<00:00,  2.15it/s]
Epoch 0: |          | 5829/? [45:11<00:00,  2.15it/s]
Epoch 0: |          | 5830/? [45:12<00:00,  2.15it/s]
Epoch 0: |          | 5830/? [45:12<00:00,  2.15it/s]
Epoch 0: |          | 5831/? [45:12<00:00,  2.15it/s]
Epoch 0: |          | 5831/? [45:12<00:00,  2.15it/s]
Epoch 0: |          | 5832/? [45:12<00:00,  2.15it/s]
Epoch 0: |          | 5832/? [45:12<00:00,  2.15it/s]
Epoch 0: |          | 5833/? [45:13<00:00,  2.15it/s]
Epoch 0: |          | 5833/? [45:13<00:00,  2.15it/s]
Epoch 0: |          | 5834/? [45:13<00:00,  2.15it/s]
Epoch 0: |          | 5834/? [45:13<00:00,  2.15it/s]
Epoch 0: |          | 5835/? [45:14<00:00,  2.15it/s]
Epoch 0: |          | 5835/? [45:14<00:00,  2.15it/s]
Epoch 0: |          | 5836/? [45:14<00:00,  2.15it/s]
Epoch 0: |          | 5836/? [45:14<00:00,  2.15it/s]
Epoch 0: |          | 5837/? [45:14<00:00,  2.15it/s]
Epoch 0: |          | 5837/? [45:14<00:00,  2.15it/s]
Epoch 0: |          | 5838/? [45:15<00:00,  2.15it/s]
Epoch 0: |          | 5838/? [45:15<00:00,  2.15it/s]
Epoch 0: |          | 5839/? [45:15<00:00,  2.15it/s]
Epoch 0: |          | 5839/? [45:15<00:00,  2.15it/s]
Epoch 0: |          | 5840/? [45:16<00:00,  2.15it/s]
Epoch 0: |          | 5840/? [45:16<00:00,  2.15it/s]
Epoch 0: |          | 5841/? [45:16<00:00,  2.15it/s]
Epoch 0: |          | 5841/? [45:16<00:00,  2.15it/s]
Epoch 0: |          | 5842/? [45:16<00:00,  2.15it/s]
Epoch 0: |          | 5842/? [45:16<00:00,  2.15it/s]
Epoch 0: |          | 5843/? [45:17<00:00,  2.15it/s]
Epoch 0: |          | 5843/? [45:17<00:00,  2.15it/s]
Epoch 0: |          | 5844/? [45:17<00:00,  2.15it/s]
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Epoch 0: |          | 5845/? [45:17<00:00,  2.15it/s]
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Epoch 0: |          | 5846/? [45:18<00:00,  2.15it/s]
Epoch 0: |          | 5846/? [45:18<00:00,  2.15it/s]
Epoch 0: |          | 5847/? [45:18<00:00,  2.15it/s]
Epoch 0: |          | 5847/? [45:18<00:00,  2.15it/s]
Epoch 0: |          | 5848/? [45:19<00:00,  2.15it/s]
Epoch 0: |          | 5848/? [45:19<00:00,  2.15it/s]
Epoch 0: |          | 5849/? [45:19<00:00,  2.15it/s]
Epoch 0: |          | 5849/? [45:19<00:00,  2.15it/s]
Epoch 0: |          | 5850/? [45:19<00:00,  2.15it/s]
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Epoch 0: |          | 5851/? [45:20<00:00,  2.15it/s]
Epoch 0: |          | 5851/? [45:20<00:00,  2.15it/s]
Epoch 0: |          | 5852/? [45:20<00:00,  2.15it/s]
Epoch 0: |          | 5852/? [45:20<00:00,  2.15it/s]
Epoch 0: |          | 5853/? [45:20<00:00,  2.15it/s]
Epoch 0: |          | 5853/? [45:20<00:00,  2.15it/s]
Epoch 0: |          | 5854/? [45:21<00:00,  2.15it/s]
Epoch 0: |          | 5854/? [45:21<00:00,  2.15it/s]
Epoch 0: |          | 5855/? [45:21<00:00,  2.15it/s]
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Epoch 0: |          | 5856/? [45:22<00:00,  2.15it/s]
Epoch 0: |          | 5856/? [45:22<00:00,  2.15it/s]
Epoch 0: |          | 5857/? [45:22<00:00,  2.15it/s]
Epoch 0: |          | 5857/? [45:22<00:00,  2.15it/s]
Epoch 0: |          | 5858/? [45:22<00:00,  2.15it/s]
Epoch 0: |          | 5858/? [45:22<00:00,  2.15it/s]
Epoch 0: |          | 5859/? [45:23<00:00,  2.15it/s]
Epoch 0: |          | 5859/? [45:23<00:00,  2.15it/s]
Epoch 0: |          | 5860/? [45:23<00:00,  2.15it/s]
Epoch 0: |          | 5860/? [45:23<00:00,  2.15it/s]
Epoch 0: |          | 5861/? [45:24<00:00,  2.15it/s]
Epoch 0: |          | 5861/? [45:24<00:00,  2.15it/s]
Epoch 0: |          | 5862/? [45:24<00:00,  2.15it/s]
Epoch 0: |          | 5862/? [45:24<00:00,  2.15it/s]
Epoch 0: |          | 5863/? [45:24<00:00,  2.15it/s]
Epoch 0: |          | 5863/? [45:24<00:00,  2.15it/s]
Epoch 0: |          | 5864/? [45:25<00:00,  2.15it/s]
Epoch 0: |          | 5864/? [45:25<00:00,  2.15it/s]
Epoch 0: |          | 5865/? [45:25<00:00,  2.15it/s]
Epoch 0: |          | 5865/? [45:25<00:00,  2.15it/s]
Epoch 0: |          | 5866/? [45:26<00:00,  2.15it/s]
Epoch 0: |          | 5866/? [45:26<00:00,  2.15it/s]
Epoch 0: |          | 5867/? [45:26<00:00,  2.15it/s]
Epoch 0: |          | 5867/? [45:26<00:00,  2.15it/s]
Epoch 0: |          | 5868/? [45:26<00:00,  2.15it/s]
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Epoch 0: |          | 5877/? [45:30<00:00,  2.15it/s]
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Epoch 0: |          | 5878/? [45:30<00:00,  2.15it/s]
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Epoch 0: |          | 5881/? [45:31<00:00,  2.15it/s]
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Epoch 0: |          | 5882/? [45:32<00:00,  2.15it/s]
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Epoch 0: |          | 5883/? [45:32<00:00,  2.15it/s]
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Epoch 0: |          | 5884/? [45:32<00:00,  2.15it/s]
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Epoch 0: |          | 5885/? [45:33<00:00,  2.15it/s]
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Epoch 0: |          | 5886/? [45:33<00:00,  2.15it/s]
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Epoch 0: |          | 5887/? [45:34<00:00,  2.15it/s]
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Epoch 0: |          | 5888/? [45:34<00:00,  2.15it/s]
Epoch 0: |          | 5888/? [45:34<00:00,  2.15it/s]
Epoch 0: |          | 5889/? [45:34<00:00,  2.15it/s]
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Epoch 0: |          | 5890/? [45:35<00:00,  2.15it/s]
Epoch 0: |          | 5890/? [45:35<00:00,  2.15it/s]
Epoch 0: |          | 5891/? [45:35<00:00,  2.15it/s]
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Epoch 0: |          | 5892/? [45:36<00:00,  2.15it/s]
Epoch 0: |          | 5892/? [45:36<00:00,  2.15it/s]
Epoch 0: |          | 5893/? [45:36<00:00,  2.15it/s]
Epoch 0: |          | 5893/? [45:36<00:00,  2.15it/s]
Epoch 0: |          | 5894/? [45:36<00:00,  2.15it/s]
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Epoch 0: |          | 5895/? [45:37<00:00,  2.15it/s]
Epoch 0: |          | 5895/? [45:37<00:00,  2.15it/s]
Epoch 0: |          | 5896/? [45:37<00:00,  2.15it/s]
Epoch 0: |          | 5896/? [45:37<00:00,  2.15it/s]
Epoch 0: |          | 5897/? [45:37<00:00,  2.15it/s]
Epoch 0: |          | 5897/? [45:37<00:00,  2.15it/s]
Epoch 0: |          | 5898/? [45:38<00:00,  2.15it/s]
Epoch 0: |          | 5898/? [45:38<00:00,  2.15it/s]
Epoch 0: |          | 5899/? [45:38<00:00,  2.15it/s]
Epoch 0: |          | 5899/? [45:38<00:00,  2.15it/s]
Epoch 0: |          | 5900/? [45:39<00:00,  2.15it/s]
Epoch 0: |          | 5900/? [45:39<00:00,  2.15it/s]
Epoch 0: |          | 5901/? [45:39<00:00,  2.15it/s]
Epoch 0: |          | 5901/? [45:39<00:00,  2.15it/s]
Epoch 0: |          | 5902/? [45:39<00:00,  2.15it/s]
Epoch 0: |          | 5902/? [45:39<00:00,  2.15it/s]
Epoch 0: |          | 5903/? [45:40<00:00,  2.15it/s]
Epoch 0: |          | 5903/? [45:40<00:00,  2.15it/s]
Epoch 0: |          | 5904/? [45:40<00:00,  2.15it/s]
Epoch 0: |          | 5904/? [45:40<00:00,  2.15it/s]
Epoch 0: |          | 5905/? [45:41<00:00,  2.15it/s]
Epoch 0: |          | 5905/? [45:41<00:00,  2.15it/s]
Epoch 0: |          | 5906/? [45:41<00:00,  2.15it/s]
Epoch 0: |          | 5906/? [45:41<00:00,  2.15it/s]
Epoch 0: |          | 5907/? [45:41<00:00,  2.15it/s]
Epoch 0: |          | 5907/? [45:41<00:00,  2.15it/s]
Epoch 0: |          | 5908/? [45:42<00:00,  2.15it/s]
Epoch 0: |          | 5908/? [45:42<00:00,  2.15it/s]
Epoch 0: |          | 5909/? [45:42<00:00,  2.15it/s]
Epoch 0: |          | 5909/? [45:42<00:00,  2.15it/s]
Epoch 0: |          | 5910/? [45:43<00:00,  2.15it/s]
Epoch 0: |          | 5910/? [45:43<00:00,  2.15it/s]
Epoch 0: |          | 5911/? [45:43<00:00,  2.15it/s]
Epoch 0: |          | 5911/? [45:43<00:00,  2.15it/s]
Epoch 0: |          | 5912/? [45:43<00:00,  2.15it/s]
Epoch 0: |          | 5912/? [45:43<00:00,  2.15it/s]
Epoch 0: |          | 5913/? [45:44<00:00,  2.15it/s]
Epoch 0: |          | 5913/? [45:44<00:00,  2.15it/s]
Epoch 0: |          | 5914/? [45:44<00:00,  2.15it/s]
Epoch 0: |          | 5914/? [45:44<00:00,  2.15it/s]
Epoch 0: |          | 5915/? [45:44<00:00,  2.15it/s]
Epoch 0: |          | 5915/? [45:44<00:00,  2.15it/s]
Epoch 0: |          | 5916/? [45:45<00:00,  2.15it/s]
Epoch 0: |          | 5916/? [45:45<00:00,  2.15it/s]
Epoch 0: |          | 5917/? [45:45<00:00,  2.16it/s]
Epoch 0: |          | 5917/? [45:45<00:00,  2.16it/s]
Epoch 0: |          | 5918/? [45:46<00:00,  2.16it/s]
Epoch 0: |          | 5918/? [45:46<00:00,  2.16it/s]
Epoch 0: |          | 5919/? [45:46<00:00,  2.16it/s]
Epoch 0: |          | 5919/? [45:46<00:00,  2.16it/s]
Epoch 0: |          | 5920/? [45:46<00:00,  2.16it/s]
Epoch 0: |          | 5920/? [45:46<00:00,  2.16it/s]
Epoch 0: |          | 5921/? [45:47<00:00,  2.16it/s]
Epoch 0: |          | 5921/? [45:47<00:00,  2.16it/s]
Epoch 0: |          | 5922/? [45:47<00:00,  2.16it/s]
Epoch 0: |          | 5922/? [45:47<00:00,  2.16it/s]
Epoch 0: |          | 5923/? [45:48<00:00,  2.16it/s]
Epoch 0: |          | 5923/? [45:48<00:00,  2.16it/s]
Epoch 0: |          | 5924/? [45:48<00:00,  2.16it/s]
Epoch 0: |          | 5924/? [45:48<00:00,  2.16it/s]
Epoch 0: |          | 5925/? [45:48<00:00,  2.16it/s]
Epoch 0: |          | 5925/? [45:48<00:00,  2.16it/s]
Epoch 0: |          | 5926/? [45:49<00:00,  2.16it/s]
Epoch 0: |          | 5926/? [45:49<00:00,  2.16it/s]
Epoch 0: |          | 5927/? [45:49<00:00,  2.16it/s]
Epoch 0: |          | 5927/? [45:49<00:00,  2.16it/s]
Epoch 0: |          | 5928/? [45:50<00:00,  2.16it/s]
Epoch 0: |          | 5928/? [45:50<00:00,  2.16it/s]
Epoch 0: |          | 5929/? [45:50<00:00,  2.16it/s]
Epoch 0: |          | 5929/? [45:50<00:00,  2.16it/s]
Epoch 0: |          | 5930/? [45:50<00:00,  2.16it/s]
Epoch 0: |          | 5930/? [45:50<00:00,  2.16it/s]
Epoch 0: |          | 5931/? [45:51<00:00,  2.16it/s]
Epoch 0: |          | 5931/? [45:51<00:00,  2.16it/s]
Epoch 0: |          | 5932/? [45:51<00:00,  2.16it/s]
Epoch 0: |          | 5932/? [45:51<00:00,  2.16it/s]
Epoch 0: |          | 5933/? [45:52<00:00,  2.16it/s]
Epoch 0: |          | 5933/? [45:52<00:00,  2.16it/s]
Epoch 0: |          | 5934/? [45:52<00:00,  2.16it/s]
Epoch 0: |          | 5934/? [45:52<00:00,  2.16it/s]
Epoch 0: |          | 5935/? [45:52<00:00,  2.16it/s]
Epoch 0: |          | 5935/? [45:52<00:00,  2.16it/s]
Epoch 0: |          | 5936/? [45:53<00:00,  2.16it/s]
Epoch 0: |          | 5936/? [45:53<00:00,  2.16it/s]
Epoch 0: |          | 5937/? [45:53<00:00,  2.16it/s]
Epoch 0: |          | 5937/? [45:53<00:00,  2.16it/s]
Epoch 0: |          | 5938/? [45:53<00:00,  2.16it/s]
Epoch 0: |          | 5938/? [45:53<00:00,  2.16it/s]
Epoch 0: |          | 5939/? [45:54<00:00,  2.16it/s]
Epoch 0: |          | 5939/? [45:54<00:00,  2.16it/s]
Epoch 0: |          | 5940/? [45:54<00:00,  2.16it/s]
Epoch 0: |          | 5940/? [45:54<00:00,  2.16it/s]
Epoch 0: |          | 5941/? [45:55<00:00,  2.16it/s]
Epoch 0: |          | 5941/? [45:55<00:00,  2.16it/s]
Epoch 0: |          | 5942/? [45:55<00:00,  2.16it/s]
Epoch 0: |          | 5942/? [45:55<00:00,  2.16it/s]
Epoch 0: |          | 5943/? [45:55<00:00,  2.16it/s]
Epoch 0: |          | 5943/? [45:55<00:00,  2.16it/s]
Epoch 0: |          | 5944/? [45:56<00:00,  2.16it/s]
Epoch 0: |          | 5944/? [45:56<00:00,  2.16it/s]
Epoch 0: |          | 5945/? [45:56<00:00,  2.16it/s]
Epoch 0: |          | 5945/? [45:56<00:00,  2.16it/s]
Epoch 0: |          | 5946/? [45:57<00:00,  2.16it/s]
Epoch 0: |          | 5946/? [45:57<00:00,  2.16it/s]
Epoch 0: |          | 5947/? [45:57<00:00,  2.16it/s]
Epoch 0: |          | 5947/? [45:57<00:00,  2.16it/s]
Epoch 0: |          | 5948/? [45:57<00:00,  2.16it/s]
Epoch 0: |          | 5948/? [45:57<00:00,  2.16it/s]
Epoch 0: |          | 5949/? [45:58<00:00,  2.16it/s]
Epoch 0: |          | 5949/? [45:58<00:00,  2.16it/s]
Epoch 0: |          | 5950/? [45:58<00:00,  2.16it/s]
Epoch 0: |          | 5950/? [45:58<00:00,  2.16it/s]
Epoch 0: |          | 5951/? [45:59<00:00,  2.16it/s]
Epoch 0: |          | 5951/? [45:59<00:00,  2.16it/s]
Epoch 0: |          | 5952/? [45:59<00:00,  2.16it/s]
Epoch 0: |          | 5952/? [45:59<00:00,  2.16it/s]
Epoch 0: |          | 5953/? [46:00<00:00,  2.16it/s]
Epoch 0: |          | 5953/? [46:00<00:00,  2.16it/s]
Epoch 0: |          | 5954/? [46:00<00:00,  2.16it/s]
Epoch 0: |          | 5954/? [46:00<00:00,  2.16it/s]
Epoch 0: |          | 5955/? [46:00<00:00,  2.16it/s]
Epoch 0: |          | 5955/? [46:00<00:00,  2.16it/s]
Epoch 0: |          | 5956/? [46:01<00:00,  2.16it/s]
Epoch 0: |          | 5956/? [46:01<00:00,  2.16it/s]
Epoch 0: |          | 5957/? [46:01<00:00,  2.16it/s]
Epoch 0: |          | 5957/? [46:01<00:00,  2.16it/s]
Epoch 0: |          | 5958/? [46:01<00:00,  2.16it/s]
Epoch 0: |          | 5958/? [46:01<00:00,  2.16it/s]
Epoch 0: |          | 5959/? [46:02<00:00,  2.16it/s]
Epoch 0: |          | 5959/? [46:02<00:00,  2.16it/s]
Epoch 0: |          | 5960/? [46:02<00:00,  2.16it/s]
Epoch 0: |          | 5960/? [46:02<00:00,  2.16it/s]
Epoch 0: |          | 5961/? [46:03<00:00,  2.16it/s]
Epoch 0: |          | 5961/? [46:03<00:00,  2.16it/s]
Epoch 0: |          | 5962/? [46:03<00:00,  2.16it/s]
Epoch 0: |          | 5962/? [46:03<00:00,  2.16it/s]
Epoch 0: |          | 5963/? [46:03<00:00,  2.16it/s]
Epoch 0: |          | 5963/? [46:03<00:00,  2.16it/s]
Epoch 0: |          | 5964/? [46:04<00:00,  2.16it/s]
Epoch 0: |          | 5964/? [46:04<00:00,  2.16it/s]
Epoch 0: |          | 5965/? [46:04<00:00,  2.16it/s]
Epoch 0: |          | 5965/? [46:04<00:00,  2.16it/s]
Epoch 0: |          | 5966/? [46:05<00:00,  2.16it/s]
Epoch 0: |          | 5966/? [46:05<00:00,  2.16it/s]
Epoch 0: |          | 5967/? [46:05<00:00,  2.16it/s]
Epoch 0: |          | 5967/? [46:05<00:00,  2.16it/s]
Epoch 0: |          | 5968/? [46:05<00:00,  2.16it/s]
Epoch 0: |          | 5968/? [46:05<00:00,  2.16it/s]
Epoch 0: |          | 5969/? [46:06<00:00,  2.16it/s]
Epoch 0: |          | 5969/? [46:06<00:00,  2.16it/s]
Epoch 0: |          | 5970/? [46:06<00:00,  2.16it/s]
Epoch 0: |          | 5970/? [46:06<00:00,  2.16it/s]
Epoch 0: |          | 5971/? [46:07<00:00,  2.16it/s]
Epoch 0: |          | 5971/? [46:07<00:00,  2.16it/s]
Epoch 0: |          | 5972/? [46:07<00:00,  2.16it/s]
Epoch 0: |          | 5972/? [46:07<00:00,  2.16it/s]
Epoch 0: |          | 5973/? [46:07<00:00,  2.16it/s]
Epoch 0: |          | 5973/? [46:07<00:00,  2.16it/s]
Epoch 0: |          | 5974/? [46:08<00:00,  2.16it/s]
Epoch 0: |          | 5974/? [46:08<00:00,  2.16it/s]
Epoch 0: |          | 5975/? [46:08<00:00,  2.16it/s]
Epoch 0: |          | 5975/? [46:08<00:00,  2.16it/s]
Epoch 0: |          | 5976/? [46:09<00:00,  2.16it/s]
Epoch 0: |          | 5976/? [46:09<00:00,  2.16it/s]
Epoch 0: |          | 5977/? [46:09<00:00,  2.16it/s]
Epoch 0: |          | 5977/? [46:09<00:00,  2.16it/s]
Epoch 0: |          | 5978/? [46:09<00:00,  2.16it/s]
Epoch 0: |          | 5978/? [46:09<00:00,  2.16it/s]
Epoch 0: |          | 5979/? [46:10<00:00,  2.16it/s]
Epoch 0: |          | 5979/? [46:10<00:00,  2.16it/s]
Epoch 0: |          | 5980/? [46:10<00:00,  2.16it/s]
Epoch 0: |          | 5980/? [46:10<00:00,  2.16it/s]
Epoch 0: |          | 5981/? [46:11<00:00,  2.16it/s]
Epoch 0: |          | 5981/? [46:11<00:00,  2.16it/s]
Epoch 0: |          | 5982/? [46:11<00:00,  2.16it/s]
Epoch 0: |          | 5982/? [46:11<00:00,  2.16it/s]
Epoch 0: |          | 5983/? [46:11<00:00,  2.16it/s]
Epoch 0: |          | 5983/? [46:11<00:00,  2.16it/s]
Epoch 0: |          | 5984/? [46:12<00:00,  2.16it/s]
Epoch 0: |          | 5984/? [46:12<00:00,  2.16it/s]
Epoch 0: |          | 5985/? [46:12<00:00,  2.16it/s]
Epoch 0: |          | 5985/? [46:12<00:00,  2.16it/s]
Epoch 0: |          | 5986/? [46:12<00:00,  2.16it/s]
Epoch 0: |          | 5986/? [46:12<00:00,  2.16it/s]
Epoch 0: |          | 5987/? [46:13<00:00,  2.16it/s]
Epoch 0: |          | 5987/? [46:13<00:00,  2.16it/s]
Epoch 0: |          | 5988/? [46:13<00:00,  2.16it/s]
Epoch 0: |          | 5988/? [46:13<00:00,  2.16it/s]
Epoch 0: |          | 5989/? [46:14<00:00,  2.16it/s]
Epoch 0: |          | 5989/? [46:14<00:00,  2.16it/s]
Epoch 0: |          | 5990/? [46:14<00:00,  2.16it/s]
Epoch 0: |          | 5990/? [46:14<00:00,  2.16it/s]
Epoch 0: |          | 5991/? [46:14<00:00,  2.16it/s]
Epoch 0: |          | 5991/? [46:14<00:00,  2.16it/s]
Epoch 0: |          | 5992/? [46:15<00:00,  2.16it/s]
Epoch 0: |          | 5992/? [46:15<00:00,  2.16it/s]
Epoch 0: |          | 5993/? [46:15<00:00,  2.16it/s]
Epoch 0: |          | 5993/? [46:15<00:00,  2.16it/s]
Epoch 0: |          | 5994/? [46:15<00:00,  2.16it/s]
Epoch 0: |          | 5994/? [46:15<00:00,  2.16it/s]
Epoch 0: |          | 5995/? [46:16<00:00,  2.16it/s]
Epoch 0: |          | 5995/? [46:16<00:00,  2.16it/s]
Epoch 0: |          | 5996/? [46:16<00:00,  2.16it/s]
Epoch 0: |          | 5996/? [46:16<00:00,  2.16it/s]
Epoch 0: |          | 5997/? [46:17<00:00,  2.16it/s]
Epoch 0: |          | 5997/? [46:17<00:00,  2.16it/s]
Epoch 0: |          | 5998/? [46:17<00:00,  2.16it/s]
Epoch 0: |          | 5998/? [46:17<00:00,  2.16it/s]
Epoch 0: |          | 5999/? [46:17<00:00,  2.16it/s]
Epoch 0: |          | 5999/? [46:17<00:00,  2.16it/s]
Epoch 0: |          | 6000/? [46:18<00:00,  2.16it/s]
Epoch 0: |          | 6000/? [46:18<00:00,  2.16it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  9.45it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  7.92it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  7.84it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  7.78it/s][A
[A
Epoch 0: |          | 6000/? [46:18<00:00,  2.16it/s]
Epoch 0: |          | 6001/? [46:19<00:00,  2.16it/s]
Epoch 0: |          | 6001/? [46:19<00:00,  2.16it/s]
Epoch 0: |          | 6002/? [46:19<00:00,  2.16it/s]
Epoch 0: |          | 6002/? [46:19<00:00,  2.16it/s]
Epoch 0: |          | 6003/? [46:20<00:00,  2.16it/s]
Epoch 0: |          | 6003/? [46:20<00:00,  2.16it/s]
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Epoch 0: |          | 6022/? [46:27<00:00,  2.16it/s]
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Epoch 0: |          | 6027/? [46:29<00:00,  2.16it/s]
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Epoch 0: |          | 6028/? [46:29<00:00,  2.16it/s]
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Epoch 0: |          | 6031/? [46:30<00:00,  2.16it/s]
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Epoch 0: |          | 6032/? [46:31<00:00,  2.16it/s]
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Epoch 0: |          | 6033/? [46:31<00:00,  2.16it/s]
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Epoch 0: |          | 6034/? [46:32<00:00,  2.16it/s]
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Epoch 0: |          | 6035/? [46:32<00:00,  2.16it/s]
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Epoch 0: |          | 6036/? [46:32<00:00,  2.16it/s]
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Epoch 0: |          | 6037/? [46:33<00:00,  2.16it/s]
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Epoch 0: |          | 6038/? [46:33<00:00,  2.16it/s]
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Epoch 0: |          | 6039/? [46:34<00:00,  2.16it/s]
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Epoch 0: |          | 6040/? [46:34<00:00,  2.16it/s]
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Epoch 0: |          | 6041/? [46:34<00:00,  2.16it/s]
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Epoch 0: |          | 6042/? [46:35<00:00,  2.16it/s]
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Epoch 0: |          | 6045/? [46:36<00:00,  2.16it/s]
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Epoch 0: |          | 6046/? [46:36<00:00,  2.16it/s]
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Epoch 0: |          | 6047/? [46:37<00:00,  2.16it/s]
Epoch 0: |          | 6047/? [46:37<00:00,  2.16it/s]
Epoch 0: |          | 6048/? [46:37<00:00,  2.16it/s]
Epoch 0: |          | 6048/? [46:37<00:00,  2.16it/s]
Epoch 0: |          | 6049/? [46:37<00:00,  2.16it/s]
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Epoch 0: |          | 6050/? [46:38<00:00,  2.16it/s]
Epoch 0: |          | 6050/? [46:38<00:00,  2.16it/s]
Epoch 0: |          | 6051/? [46:38<00:00,  2.16it/s]
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Epoch 0: |          | 6052/? [46:39<00:00,  2.16it/s]
Epoch 0: |          | 6052/? [46:39<00:00,  2.16it/s]
Epoch 0: |          | 6053/? [46:39<00:00,  2.16it/s]
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Epoch 0: |          | 6054/? [46:39<00:00,  2.16it/s]
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Epoch 0: |          | 6055/? [46:40<00:00,  2.16it/s]
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Epoch 0: |          | 6056/? [46:40<00:00,  2.16it/s]
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Epoch 0: |          | 6064/? [46:43<00:00,  2.16it/s]
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Epoch 0: |          | 6065/? [46:44<00:00,  2.16it/s]
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Epoch 0: |          | 6066/? [46:44<00:00,  2.16it/s]
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Epoch 0: |          | 6067/? [46:44<00:00,  2.16it/s]
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Epoch 0: |          | 6068/? [46:45<00:00,  2.16it/s]
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Epoch 0: |          | 6069/? [46:45<00:00,  2.16it/s]
Epoch 0: |          | 6069/? [46:45<00:00,  2.16it/s]
Epoch 0: |          | 6070/? [46:45<00:00,  2.16it/s]
Epoch 0: |          | 6070/? [46:45<00:00,  2.16it/s]
Epoch 0: |          | 6071/? [46:46<00:00,  2.16it/s]
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Epoch 0: |          | 6072/? [46:46<00:00,  2.16it/s]
Epoch 0: |          | 6072/? [46:46<00:00,  2.16it/s]
Epoch 0: |          | 6073/? [46:47<00:00,  2.16it/s]
Epoch 0: |          | 6073/? [46:47<00:00,  2.16it/s]
Epoch 0: |          | 6074/? [46:47<00:00,  2.16it/s]
Epoch 0: |          | 6074/? [46:47<00:00,  2.16it/s]
Epoch 0: |          | 6075/? [46:47<00:00,  2.16it/s]
Epoch 0: |          | 6075/? [46:47<00:00,  2.16it/s]
Epoch 0: |          | 6076/? [46:48<00:00,  2.16it/s]
Epoch 0: |          | 6076/? [46:48<00:00,  2.16it/s]
Epoch 0: |          | 6077/? [46:48<00:00,  2.16it/s]
Epoch 0: |          | 6077/? [46:48<00:00,  2.16it/s]
Epoch 0: |          | 6078/? [46:48<00:00,  2.16it/s]
Epoch 0: |          | 6078/? [46:48<00:00,  2.16it/s]
Epoch 0: |          | 6079/? [46:49<00:00,  2.16it/s]
Epoch 0: |          | 6079/? [46:49<00:00,  2.16it/s]
Epoch 0: |          | 6080/? [46:49<00:00,  2.16it/s]
Epoch 0: |          | 6080/? [46:49<00:00,  2.16it/s]
Epoch 0: |          | 6081/? [46:50<00:00,  2.16it/s]
Epoch 0: |          | 6081/? [46:50<00:00,  2.16it/s]
Epoch 0: |          | 6082/? [46:50<00:00,  2.16it/s]
Epoch 0: |          | 6082/? [46:50<00:00,  2.16it/s]
Epoch 0: |          | 6083/? [46:50<00:00,  2.16it/s]
Epoch 0: |          | 6083/? [46:50<00:00,  2.16it/s]
Epoch 0: |          | 6084/? [46:51<00:00,  2.16it/s]
Epoch 0: |          | 6084/? [46:51<00:00,  2.16it/s]
Epoch 0: |          | 6085/? [46:51<00:00,  2.16it/s]
Epoch 0: |          | 6085/? [46:51<00:00,  2.16it/s]
Epoch 0: |          | 6086/? [46:51<00:00,  2.16it/s]
Epoch 0: |          | 6086/? [46:51<00:00,  2.16it/s]
Epoch 0: |          | 6087/? [46:52<00:00,  2.16it/s]
Epoch 0: |          | 6087/? [46:52<00:00,  2.16it/s]
Epoch 0: |          | 6088/? [46:52<00:00,  2.16it/s]
Epoch 0: |          | 6088/? [46:52<00:00,  2.16it/s]
Epoch 0: |          | 6089/? [46:53<00:00,  2.16it/s]
Epoch 0: |          | 6089/? [46:53<00:00,  2.16it/s]
Epoch 0: |          | 6090/? [46:53<00:00,  2.16it/s]
Epoch 0: |          | 6090/? [46:53<00:00,  2.16it/s]
Epoch 0: |          | 6091/? [46:53<00:00,  2.16it/s]
Epoch 0: |          | 6091/? [46:53<00:00,  2.16it/s]
Epoch 0: |          | 6092/? [46:54<00:00,  2.16it/s]
Epoch 0: |          | 6092/? [46:54<00:00,  2.16it/s]
Epoch 0: |          | 6093/? [46:54<00:00,  2.16it/s]
Epoch 0: |          | 6093/? [46:54<00:00,  2.16it/s]
Epoch 0: |          | 6094/? [46:55<00:00,  2.16it/s]
Epoch 0: |          | 6094/? [46:55<00:00,  2.16it/s]
Epoch 0: |          | 6095/? [46:55<00:00,  2.16it/s]
Epoch 0: |          | 6095/? [46:55<00:00,  2.16it/s]
Epoch 0: |          | 6096/? [46:55<00:00,  2.16it/s]
Epoch 0: |          | 6096/? [46:55<00:00,  2.16it/s]
Epoch 0: |          | 6097/? [46:56<00:00,  2.16it/s]
Epoch 0: |          | 6097/? [46:56<00:00,  2.16it/s]
Epoch 0: |          | 6098/? [46:56<00:00,  2.17it/s]
Epoch 0: |          | 6098/? [46:56<00:00,  2.17it/s]
Epoch 0: |          | 6099/? [46:57<00:00,  2.17it/s]
Epoch 0: |          | 6099/? [46:57<00:00,  2.17it/s]
Epoch 0: |          | 6100/? [46:57<00:00,  2.17it/s]
Epoch 0: |          | 6100/? [46:57<00:00,  2.17it/s]
Epoch 0: |          | 6101/? [46:57<00:00,  2.17it/s]
Epoch 0: |          | 6101/? [46:57<00:00,  2.17it/s]
Epoch 0: |          | 6102/? [46:58<00:00,  2.17it/s]
Epoch 0: |          | 6102/? [46:58<00:00,  2.17it/s]
Epoch 0: |          | 6103/? [46:58<00:00,  2.17it/s]
Epoch 0: |          | 6103/? [46:58<00:00,  2.17it/s]
Epoch 0: |          | 6104/? [46:58<00:00,  2.17it/s]
Epoch 0: |          | 6104/? [46:58<00:00,  2.17it/s]
Epoch 0: |          | 6105/? [46:59<00:00,  2.17it/s]
Epoch 0: |          | 6105/? [46:59<00:00,  2.17it/s]
Epoch 0: |          | 6106/? [46:59<00:00,  2.17it/s]
Epoch 0: |          | 6106/? [46:59<00:00,  2.17it/s]
Epoch 0: |          | 6107/? [47:00<00:00,  2.17it/s]
Epoch 0: |          | 6107/? [47:00<00:00,  2.17it/s]
Epoch 0: |          | 6108/? [47:00<00:00,  2.17it/s]
Epoch 0: |          | 6108/? [47:00<00:00,  2.17it/s]
Epoch 0: |          | 6109/? [47:00<00:00,  2.17it/s]
Epoch 0: |          | 6109/? [47:00<00:00,  2.17it/s]
Epoch 0: |          | 6110/? [47:01<00:00,  2.17it/s]
Epoch 0: |          | 6110/? [47:01<00:00,  2.17it/s]
Epoch 0: |          | 6111/? [47:01<00:00,  2.17it/s]
Epoch 0: |          | 6111/? [47:01<00:00,  2.17it/s]
Epoch 0: |          | 6112/? [47:01<00:00,  2.17it/s]
Epoch 0: |          | 6112/? [47:01<00:00,  2.17it/s]
Epoch 0: |          | 6113/? [47:02<00:00,  2.17it/s]
Epoch 0: |          | 6113/? [47:02<00:00,  2.17it/s]
Epoch 0: |          | 6114/? [47:02<00:00,  2.17it/s]
Epoch 0: |          | 6114/? [47:02<00:00,  2.17it/s]
Epoch 0: |          | 6115/? [47:03<00:00,  2.17it/s]
Epoch 0: |          | 6115/? [47:03<00:00,  2.17it/s]
Epoch 0: |          | 6116/? [47:03<00:00,  2.17it/s]
Epoch 0: |          | 6116/? [47:03<00:00,  2.17it/s]
Epoch 0: |          | 6117/? [47:03<00:00,  2.17it/s]
Epoch 0: |          | 6117/? [47:03<00:00,  2.17it/s]
Epoch 0: |          | 6118/? [47:04<00:00,  2.17it/s]
Epoch 0: |          | 6118/? [47:04<00:00,  2.17it/s]
Epoch 0: |          | 6119/? [47:04<00:00,  2.17it/s]
Epoch 0: |          | 6119/? [47:04<00:00,  2.17it/s]
Epoch 0: |          | 6120/? [47:04<00:00,  2.17it/s]
Epoch 0: |          | 6120/? [47:04<00:00,  2.17it/s]
Epoch 0: |          | 6121/? [47:05<00:00,  2.17it/s]
Epoch 0: |          | 6121/? [47:05<00:00,  2.17it/s]
Epoch 0: |          | 6122/? [47:05<00:00,  2.17it/s]
Epoch 0: |          | 6122/? [47:05<00:00,  2.17it/s]
Epoch 0: |          | 6123/? [47:06<00:00,  2.17it/s]
Epoch 0: |          | 6123/? [47:06<00:00,  2.17it/s]
Epoch 0: |          | 6124/? [47:06<00:00,  2.17it/s]
Epoch 0: |          | 6124/? [47:06<00:00,  2.17it/s]
Epoch 0: |          | 6125/? [47:06<00:00,  2.17it/s]
Epoch 0: |          | 6125/? [47:06<00:00,  2.17it/s]
Epoch 0: |          | 6126/? [47:07<00:00,  2.17it/s]
Epoch 0: |          | 6126/? [47:07<00:00,  2.17it/s]
Epoch 0: |          | 6127/? [47:07<00:00,  2.17it/s]
Epoch 0: |          | 6127/? [47:07<00:00,  2.17it/s]
Epoch 0: |          | 6128/? [47:08<00:00,  2.17it/s]
Epoch 0: |          | 6128/? [47:08<00:00,  2.17it/s]
Epoch 0: |          | 6129/? [47:08<00:00,  2.17it/s]
Epoch 0: |          | 6129/? [47:08<00:00,  2.17it/s]
Epoch 0: |          | 6130/? [47:08<00:00,  2.17it/s]
Epoch 0: |          | 6130/? [47:08<00:00,  2.17it/s]
Epoch 0: |          | 6131/? [47:09<00:00,  2.17it/s]
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Epoch 0: |          | 6133/? [47:09<00:00,  2.17it/s]
Epoch 0: |          | 6133/? [47:09<00:00,  2.17it/s]
Epoch 0: |          | 6134/? [47:10<00:00,  2.17it/s]
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Epoch 0: |          | 6136/? [47:10<00:00,  2.17it/s]
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Epoch 0: |          | 6137/? [47:11<00:00,  2.17it/s]
Epoch 0: |          | 6137/? [47:11<00:00,  2.17it/s]
Epoch 0: |          | 6138/? [47:11<00:00,  2.17it/s]
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Epoch 0: |          | 6139/? [47:12<00:00,  2.17it/s]
Epoch 0: |          | 6139/? [47:12<00:00,  2.17it/s]
Epoch 0: |          | 6140/? [47:12<00:00,  2.17it/s]
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Epoch 0: |          | 6143/? [47:13<00:00,  2.17it/s]
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Epoch 0: |          | 6194/? [47:33<00:00,  2.17it/s]
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Epoch 0: |          | 6200/? [47:35<00:00,  2.17it/s]
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Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  9.87it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  8.35it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  8.29it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  8.15it/s][A
[A
Epoch 0: |          | 6200/? [47:35<00:00,  2.17it/s]
Epoch 0: |          | 6201/? [47:36<00:00,  2.17it/s]
Epoch 0: |          | 6201/? [47:36<00:00,  2.17it/s]
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Epoch 0: |          | 6210/? [47:39<00:00,  2.17it/s]
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Epoch 0: |          | 6211/? [47:40<00:00,  2.17it/s]
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Epoch 0: |          | 6212/? [47:40<00:00,  2.17it/s]
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Epoch 0: |          | 6213/? [47:40<00:00,  2.17it/s]
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Epoch 0: |          | 6214/? [47:41<00:00,  2.17it/s]
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Epoch 0: |          | 6215/? [47:41<00:00,  2.17it/s]
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Epoch 0: |          | 6221/? [47:43<00:00,  2.17it/s]
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Epoch 0: |          | 6400/? [48:50<00:00,  2.18it/s]
Epoch 0: |          | 6400/? [48:50<00:00,  2.18it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00,  9.92it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  8.38it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  8.39it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  8.28it/s][A
[A
Epoch 0: |          | 6400/? [48:51<00:00,  2.18it/s]
Epoch 0: |          | 6401/? [48:51<00:00,  2.18it/s]
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Epoch 0: |          | 6552/? [49:47<00:00,  2.19it/s]
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Epoch 0: |          | 6553/? [49:47<00:00,  2.19it/s]
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Epoch 0: |          | 6554/? [49:48<00:00,  2.19it/s]
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Epoch 0: |          | 6600/? [50:04<00:00,  2.20it/s]
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Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 10.16it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  8.71it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  8.54it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  8.34it/s][A
[A
Epoch 0: |          | 6600/? [50:05<00:00,  2.20it/s]
Epoch 0: |          | 6601/? [50:05<00:00,  2.20it/s]
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Epoch 0: |          | 6611/? [50:09<00:00,  2.20it/s]
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Epoch 0: |          | 6613/? [50:10<00:00,  2.20it/s]
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Epoch 0: |          | 6614/? [50:10<00:00,  2.20it/s]
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Epoch 0: |          | 6615/? [50:11<00:00,  2.20it/s]
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Epoch 0: |          | 6616/? [50:11<00:00,  2.20it/s]
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Epoch 0: |          | 6617/? [50:11<00:00,  2.20it/s]
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Epoch 0: |          | 6618/? [50:12<00:00,  2.20it/s]
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Epoch 0: |          | 6619/? [50:12<00:00,  2.20it/s]
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Epoch 0: |          | 6620/? [50:12<00:00,  2.20it/s]
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Epoch 0: |          | 6621/? [50:13<00:00,  2.20it/s]
Epoch 0: |          | 6621/? [50:13<00:00,  2.20it/s]
Epoch 0: |          | 6622/? [50:13<00:00,  2.20it/s]
Epoch 0: |          | 6622/? [50:13<00:00,  2.20it/s]
Epoch 0: |          | 6623/? [50:14<00:00,  2.20it/s]
Epoch 0: |          | 6623/? [50:14<00:00,  2.20it/s]
Epoch 0: |          | 6624/? [50:14<00:00,  2.20it/s]
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Epoch 0: |          | 6625/? [50:14<00:00,  2.20it/s]
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Epoch 0: |          | 6626/? [50:15<00:00,  2.20it/s]
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Epoch 0: |          | 6628/? [50:15<00:00,  2.20it/s]
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Epoch 0: |          | 6629/? [50:16<00:00,  2.20it/s]
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Epoch 0: |          | 6630/? [50:16<00:00,  2.20it/s]
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Epoch 0: |          | 6631/? [50:17<00:00,  2.20it/s]
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Epoch 0: |          | 6632/? [50:17<00:00,  2.20it/s]
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Epoch 0: |          | 6633/? [50:17<00:00,  2.20it/s]
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Epoch 0: |          | 6634/? [50:18<00:00,  2.20it/s]
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Epoch 0: |          | 6635/? [50:18<00:00,  2.20it/s]
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Epoch 0: |          | 6636/? [50:18<00:00,  2.20it/s]
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Epoch 0: |          | 6637/? [50:19<00:00,  2.20it/s]
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Epoch 0: |          | 6639/? [50:19<00:00,  2.20it/s]
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Epoch 0: |          | 6640/? [50:20<00:00,  2.20it/s]
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Epoch 0: |          | 6641/? [50:20<00:00,  2.20it/s]
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Epoch 0: |          | 6643/? [50:21<00:00,  2.20it/s]
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Epoch 0: |          | 6648/? [50:23<00:00,  2.20it/s]
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Epoch 0: |          | 6649/? [50:23<00:00,  2.20it/s]
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Epoch 0: |          | 6650/? [50:23<00:00,  2.20it/s]
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Epoch 0: |          | 6651/? [50:24<00:00,  2.20it/s]
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Epoch 0: |          | 6652/? [50:24<00:00,  2.20it/s]
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Epoch 0: |          | 6653/? [50:25<00:00,  2.20it/s]
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Epoch 0: |          | 6654/? [50:25<00:00,  2.20it/s]
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Epoch 0: |          | 6655/? [50:25<00:00,  2.20it/s]
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Epoch 0: |          | 6656/? [50:26<00:00,  2.20it/s]
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Epoch 0: |          | 6657/? [50:26<00:00,  2.20it/s]
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Epoch 0: |          | 6658/? [50:27<00:00,  2.20it/s]
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Epoch 0: |          | 6659/? [50:27<00:00,  2.20it/s]
Epoch 0: |          | 6659/? [50:27<00:00,  2.20it/s]
Epoch 0: |          | 6660/? [50:27<00:00,  2.20it/s]
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Epoch 0: |          | 6661/? [50:28<00:00,  2.20it/s]
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Epoch 0: |          | 6662/? [50:28<00:00,  2.20it/s]
Epoch 0: |          | 6662/? [50:28<00:00,  2.20it/s]
Epoch 0: |          | 6663/? [50:28<00:00,  2.20it/s]
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Epoch 0: |          | 6664/? [50:29<00:00,  2.20it/s]
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Epoch 0: |          | 6665/? [50:29<00:00,  2.20it/s]
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Epoch 0: |          | 6666/? [50:29<00:00,  2.20it/s]
Epoch 0: |          | 6666/? [50:29<00:00,  2.20it/s]
Epoch 0: |          | 6667/? [50:30<00:00,  2.20it/s]
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Epoch 0: |          | 6668/? [50:30<00:00,  2.20it/s]
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Epoch 0: |          | 6669/? [50:30<00:00,  2.20it/s]
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Epoch 0: |          | 6670/? [50:31<00:00,  2.20it/s]
Epoch 0: |          | 6670/? [50:31<00:00,  2.20it/s]
Epoch 0: |          | 6671/? [50:31<00:00,  2.20it/s]
Epoch 0: |          | 6671/? [50:31<00:00,  2.20it/s]
Epoch 0: |          | 6672/? [50:31<00:00,  2.20it/s]
Epoch 0: |          | 6672/? [50:31<00:00,  2.20it/s]
Epoch 0: |          | 6673/? [50:32<00:00,  2.20it/s]
Epoch 0: |          | 6673/? [50:32<00:00,  2.20it/s]
Epoch 0: |          | 6674/? [50:32<00:00,  2.20it/s]
Epoch 0: |          | 6674/? [50:32<00:00,  2.20it/s]
Epoch 0: |          | 6675/? [50:33<00:00,  2.20it/s]
Epoch 0: |          | 6675/? [50:33<00:00,  2.20it/s]
Epoch 0: |          | 6676/? [50:33<00:00,  2.20it/s]
Epoch 0: |          | 6676/? [50:33<00:00,  2.20it/s]
Epoch 0: |          | 6677/? [50:33<00:00,  2.20it/s]
Epoch 0: |          | 6677/? [50:33<00:00,  2.20it/s]
Epoch 0: |          | 6678/? [50:34<00:00,  2.20it/s]
Epoch 0: |          | 6678/? [50:34<00:00,  2.20it/s]
Epoch 0: |          | 6679/? [50:34<00:00,  2.20it/s]
Epoch 0: |          | 6679/? [50:34<00:00,  2.20it/s]
Epoch 0: |          | 6680/? [50:34<00:00,  2.20it/s]
Epoch 0: |          | 6680/? [50:34<00:00,  2.20it/s]
Epoch 0: |          | 6681/? [50:35<00:00,  2.20it/s]
Epoch 0: |          | 6681/? [50:35<00:00,  2.20it/s]
Epoch 0: |          | 6682/? [50:35<00:00,  2.20it/s]
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Epoch 0: |          | 6683/? [50:36<00:00,  2.20it/s]
Epoch 0: |          | 6683/? [50:36<00:00,  2.20it/s]
Epoch 0: |          | 6684/? [50:36<00:00,  2.20it/s]
Epoch 0: |          | 6684/? [50:36<00:00,  2.20it/s]
Epoch 0: |          | 6685/? [50:36<00:00,  2.20it/s]
Epoch 0: |          | 6685/? [50:36<00:00,  2.20it/s]
Epoch 0: |          | 6686/? [50:37<00:00,  2.20it/s]
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Epoch 0: |          | 6687/? [50:37<00:00,  2.20it/s]
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Epoch 0: |          | 6688/? [50:37<00:00,  2.20it/s]
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Epoch 0: |          | 6689/? [50:38<00:00,  2.20it/s]
Epoch 0: |          | 6689/? [50:38<00:00,  2.20it/s]
Epoch 0: |          | 6690/? [50:38<00:00,  2.20it/s]
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Epoch 0: |          | 6712/? [50:46<00:00,  2.20it/s]
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Epoch 0: |          | 6713/? [50:46<00:00,  2.20it/s]
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Epoch 0: |          | 6714/? [50:47<00:00,  2.20it/s]
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Epoch 0: |          | 6715/? [50:47<00:00,  2.20it/s]
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Epoch 0: |          | 6716/? [50:47<00:00,  2.20it/s]
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Epoch 0: |          | 6721/? [50:49<00:00,  2.20it/s]
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Epoch 0: |          | 6731/? [50:53<00:00,  2.20it/s]
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Epoch 0: |          | 6738/? [50:55<00:00,  2.20it/s]
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Epoch 0: |          | 6739/? [50:56<00:00,  2.21it/s]
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Epoch 0: |          | 6740/? [50:56<00:00,  2.21it/s]
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Epoch 0: |          | 6769/? [51:06<00:00,  2.21it/s]
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Epoch 0: |          | 6770/? [51:07<00:00,  2.21it/s]
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Epoch 0: |          | 6771/? [51:07<00:00,  2.21it/s]
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Epoch 0: |          | 6780/? [51:10<00:00,  2.21it/s]
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Epoch 0: |          | 6781/? [51:11<00:00,  2.21it/s]
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Epoch 0: |          | 6782/? [51:11<00:00,  2.21it/s]
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Epoch 0: |          | 6784/? [51:12<00:00,  2.21it/s]
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Epoch 0: |          | 6787/? [51:13<00:00,  2.21it/s]
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Epoch 0: |          | 6789/? [51:14<00:00,  2.21it/s]
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Epoch 0: |          | 6791/? [51:14<00:00,  2.21it/s]
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Epoch 0: |          | 6792/? [51:15<00:00,  2.21it/s]
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Epoch 0: |          | 6794/? [51:15<00:00,  2.21it/s]
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Epoch 0: |          | 6795/? [51:16<00:00,  2.21it/s]
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Epoch 0: |          | 6796/? [51:16<00:00,  2.21it/s]
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Epoch 0: |          | 6800/? [51:17<00:00,  2.21it/s]
Epoch 0: |          | 6800/? [51:17<00:00,  2.21it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 10.38it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  8.90it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  8.71it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  8.52it/s][A
[A
Epoch 0: |          | 6800/? [51:18<00:00,  2.21it/s]
Epoch 0: |          | 6801/? [51:18<00:00,  2.21it/s]
Epoch 0: |          | 6801/? [51:18<00:00,  2.21it/s]
Epoch 0: |          | 6802/? [51:19<00:00,  2.21it/s]
Epoch 0: |          | 6802/? [51:19<00:00,  2.21it/s]
Epoch 0: |          | 6803/? [51:19<00:00,  2.21it/s]
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Epoch 0: |          | 6804/? [51:19<00:00,  2.21it/s]
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Epoch 0: |          | 6805/? [51:20<00:00,  2.21it/s]
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Epoch 0: |          | 6808/? [51:21<00:00,  2.21it/s]
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Epoch 0: |          | 6809/? [51:21<00:00,  2.21it/s]
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Epoch 0: |          | 6810/? [51:21<00:00,  2.21it/s]
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Epoch 0: |          | 6811/? [51:22<00:00,  2.21it/s]
Epoch 0: |          | 6811/? [51:22<00:00,  2.21it/s]
Epoch 0: |          | 6812/? [51:22<00:00,  2.21it/s]
Epoch 0: |          | 6812/? [51:22<00:00,  2.21it/s]
Epoch 0: |          | 6813/? [51:23<00:00,  2.21it/s]
Epoch 0: |          | 6813/? [51:23<00:00,  2.21it/s]
Epoch 0: |          | 6814/? [51:23<00:00,  2.21it/s]
Epoch 0: |          | 6814/? [51:23<00:00,  2.21it/s]
Epoch 0: |          | 6815/? [51:23<00:00,  2.21it/s]
Epoch 0: |          | 6815/? [51:23<00:00,  2.21it/s]
Epoch 0: |          | 6816/? [51:24<00:00,  2.21it/s]
Epoch 0: |          | 6816/? [51:24<00:00,  2.21it/s]
Epoch 0: |          | 6817/? [51:24<00:00,  2.21it/s]
Epoch 0: |          | 6817/? [51:24<00:00,  2.21it/s]
Epoch 0: |          | 6818/? [51:24<00:00,  2.21it/s]
Epoch 0: |          | 6818/? [51:24<00:00,  2.21it/s]
Epoch 0: |          | 6819/? [51:25<00:00,  2.21it/s]
Epoch 0: |          | 6819/? [51:25<00:00,  2.21it/s]
Epoch 0: |          | 6820/? [51:25<00:00,  2.21it/s]
Epoch 0: |          | 6820/? [51:25<00:00,  2.21it/s]
Epoch 0: |          | 6821/? [51:26<00:00,  2.21it/s]
Epoch 0: |          | 6821/? [51:26<00:00,  2.21it/s]
Epoch 0: |          | 6822/? [51:26<00:00,  2.21it/s]
Epoch 0: |          | 6822/? [51:26<00:00,  2.21it/s]
Epoch 0: |          | 6823/? [51:26<00:00,  2.21it/s]
Epoch 0: |          | 6823/? [51:26<00:00,  2.21it/s]
Epoch 0: |          | 6824/? [51:27<00:00,  2.21it/s]
Epoch 0: |          | 6824/? [51:27<00:00,  2.21it/s]
Epoch 0: |          | 6825/? [51:27<00:00,  2.21it/s]
Epoch 0: |          | 6825/? [51:27<00:00,  2.21it/s]
Epoch 0: |          | 6826/? [51:27<00:00,  2.21it/s]
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Epoch 0: |          | 6827/? [51:28<00:00,  2.21it/s]
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Epoch 0: |          | 6828/? [51:28<00:00,  2.21it/s]
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Epoch 0: |          | 6829/? [51:28<00:00,  2.21it/s]
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Epoch 0: |          | 6830/? [51:29<00:00,  2.21it/s]
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Epoch 0: |          | 6831/? [51:29<00:00,  2.21it/s]
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Epoch 0: |          | 6832/? [51:29<00:00,  2.21it/s]
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Epoch 0: |          | 6833/? [51:30<00:00,  2.21it/s]
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Epoch 0: |          | 6834/? [51:30<00:00,  2.21it/s]
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Epoch 0: |          | 6835/? [51:30<00:00,  2.21it/s]
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Epoch 0: |          | 6836/? [51:31<00:00,  2.21it/s]
Epoch 0: |          | 6836/? [51:31<00:00,  2.21it/s]
Epoch 0: |          | 6837/? [51:31<00:00,  2.21it/s]
Epoch 0: |          | 6837/? [51:31<00:00,  2.21it/s]
Epoch 0: |          | 6838/? [51:32<00:00,  2.21it/s]
Epoch 0: |          | 6838/? [51:32<00:00,  2.21it/s]
Epoch 0: |          | 6839/? [51:32<00:00,  2.21it/s]
Epoch 0: |          | 6839/? [51:32<00:00,  2.21it/s]
Epoch 0: |          | 6840/? [51:32<00:00,  2.21it/s]
Epoch 0: |          | 6840/? [51:32<00:00,  2.21it/s]
Epoch 0: |          | 6841/? [51:33<00:00,  2.21it/s]
Epoch 0: |          | 6841/? [51:33<00:00,  2.21it/s]
Epoch 0: |          | 6842/? [51:33<00:00,  2.21it/s]
Epoch 0: |          | 6842/? [51:33<00:00,  2.21it/s]
Epoch 0: |          | 6843/? [51:33<00:00,  2.21it/s]
Epoch 0: |          | 6843/? [51:33<00:00,  2.21it/s]
Epoch 0: |          | 6844/? [51:34<00:00,  2.21it/s]
Epoch 0: |          | 6844/? [51:34<00:00,  2.21it/s]
Epoch 0: |          | 6845/? [51:34<00:00,  2.21it/s]
Epoch 0: |          | 6845/? [51:34<00:00,  2.21it/s]
Epoch 0: |          | 6846/? [51:34<00:00,  2.21it/s]
Epoch 0: |          | 6846/? [51:34<00:00,  2.21it/s]
Epoch 0: |          | 6847/? [51:35<00:00,  2.21it/s]
Epoch 0: |          | 6847/? [51:35<00:00,  2.21it/s]
Epoch 0: |          | 6848/? [51:35<00:00,  2.21it/s]
Epoch 0: |          | 6848/? [51:35<00:00,  2.21it/s]
Epoch 0: |          | 6849/? [51:35<00:00,  2.21it/s]
Epoch 0: |          | 6849/? [51:35<00:00,  2.21it/s]
Epoch 0: |          | 6850/? [51:36<00:00,  2.21it/s]
Epoch 0: |          | 6850/? [51:36<00:00,  2.21it/s]
Epoch 0: |          | 6851/? [51:36<00:00,  2.21it/s]
Epoch 0: |          | 6851/? [51:36<00:00,  2.21it/s]
Epoch 0: |          | 6852/? [51:37<00:00,  2.21it/s]
Epoch 0: |          | 6852/? [51:37<00:00,  2.21it/s]
Epoch 0: |          | 6853/? [51:37<00:00,  2.21it/s]
Epoch 0: |          | 6853/? [51:37<00:00,  2.21it/s]
Epoch 0: |          | 6854/? [51:37<00:00,  2.21it/s]
Epoch 0: |          | 6854/? [51:37<00:00,  2.21it/s]
Epoch 0: |          | 6855/? [51:38<00:00,  2.21it/s]
Epoch 0: |          | 6855/? [51:38<00:00,  2.21it/s]
Epoch 0: |          | 6856/? [51:38<00:00,  2.21it/s]
Epoch 0: |          | 6856/? [51:38<00:00,  2.21it/s]
Epoch 0: |          | 6857/? [51:38<00:00,  2.21it/s]
Epoch 0: |          | 6857/? [51:38<00:00,  2.21it/s]
Epoch 0: |          | 6858/? [51:39<00:00,  2.21it/s]
Epoch 0: |          | 6858/? [51:39<00:00,  2.21it/s]
Epoch 0: |          | 6859/? [51:39<00:00,  2.21it/s]
Epoch 0: |          | 6859/? [51:39<00:00,  2.21it/s]
Epoch 0: |          | 6860/? [51:39<00:00,  2.21it/s]
Epoch 0: |          | 6860/? [51:39<00:00,  2.21it/s]
Epoch 0: |          | 6861/? [51:40<00:00,  2.21it/s]
Epoch 0: |          | 6861/? [51:40<00:00,  2.21it/s]
Epoch 0: |          | 6862/? [51:40<00:00,  2.21it/s]
Epoch 0: |          | 6862/? [51:40<00:00,  2.21it/s]
Epoch 0: |          | 6863/? [51:40<00:00,  2.21it/s]
Epoch 0: |          | 6863/? [51:40<00:00,  2.21it/s]
Epoch 0: |          | 6864/? [51:41<00:00,  2.21it/s]
Epoch 0: |          | 6864/? [51:41<00:00,  2.21it/s]
Epoch 0: |          | 6865/? [51:41<00:00,  2.21it/s]
Epoch 0: |          | 6865/? [51:41<00:00,  2.21it/s]
Epoch 0: |          | 6866/? [51:41<00:00,  2.21it/s]
Epoch 0: |          | 6866/? [51:41<00:00,  2.21it/s]
Epoch 0: |          | 6867/? [51:42<00:00,  2.21it/s]
Epoch 0: |          | 6867/? [51:42<00:00,  2.21it/s]
Epoch 0: |          | 6868/? [51:42<00:00,  2.21it/s]
Epoch 0: |          | 6868/? [51:42<00:00,  2.21it/s]
Epoch 0: |          | 6869/? [51:43<00:00,  2.21it/s]
Epoch 0: |          | 6869/? [51:43<00:00,  2.21it/s]
Epoch 0: |          | 6870/? [51:43<00:00,  2.21it/s]
Epoch 0: |          | 6870/? [51:43<00:00,  2.21it/s]
Epoch 0: |          | 6871/? [51:43<00:00,  2.21it/s]
Epoch 0: |          | 6871/? [51:43<00:00,  2.21it/s]
Epoch 0: |          | 6872/? [51:44<00:00,  2.21it/s]
Epoch 0: |          | 6872/? [51:44<00:00,  2.21it/s]
Epoch 0: |          | 6873/? [51:44<00:00,  2.21it/s]
Epoch 0: |          | 6873/? [51:44<00:00,  2.21it/s]
Epoch 0: |          | 6874/? [51:44<00:00,  2.21it/s]
Epoch 0: |          | 6874/? [51:44<00:00,  2.21it/s]
Epoch 0: |          | 6875/? [51:45<00:00,  2.21it/s]
Epoch 0: |          | 6875/? [51:45<00:00,  2.21it/s]
Epoch 0: |          | 6876/? [51:45<00:00,  2.21it/s]
Epoch 0: |          | 6876/? [51:45<00:00,  2.21it/s]
Epoch 0: |          | 6877/? [51:45<00:00,  2.21it/s]
Epoch 0: |          | 6877/? [51:45<00:00,  2.21it/s]
Epoch 0: |          | 6878/? [51:46<00:00,  2.21it/s]
Epoch 0: |          | 6878/? [51:46<00:00,  2.21it/s]
Epoch 0: |          | 6879/? [51:46<00:00,  2.21it/s]
Epoch 0: |          | 6879/? [51:46<00:00,  2.21it/s]
Epoch 0: |          | 6880/? [51:46<00:00,  2.21it/s]
Epoch 0: |          | 6880/? [51:46<00:00,  2.21it/s]
Epoch 0: |          | 6881/? [51:47<00:00,  2.21it/s]
Epoch 0: |          | 6881/? [51:47<00:00,  2.21it/s]
Epoch 0: |          | 6882/? [51:47<00:00,  2.21it/s]
Epoch 0: |          | 6882/? [51:47<00:00,  2.21it/s]
Epoch 0: |          | 6883/? [51:48<00:00,  2.21it/s]
Epoch 0: |          | 6883/? [51:48<00:00,  2.21it/s]
Epoch 0: |          | 6884/? [51:48<00:00,  2.21it/s]
Epoch 0: |          | 6884/? [51:48<00:00,  2.21it/s]
Epoch 0: |          | 6885/? [51:48<00:00,  2.21it/s]
Epoch 0: |          | 6885/? [51:48<00:00,  2.21it/s]
Epoch 0: |          | 6886/? [51:49<00:00,  2.21it/s]
Epoch 0: |          | 6886/? [51:49<00:00,  2.21it/s]
Epoch 0: |          | 6887/? [51:49<00:00,  2.21it/s]
Epoch 0: |          | 6887/? [51:49<00:00,  2.21it/s]
Epoch 0: |          | 6888/? [51:49<00:00,  2.21it/s]
Epoch 0: |          | 6888/? [51:49<00:00,  2.21it/s]
Epoch 0: |          | 6889/? [51:50<00:00,  2.21it/s]
Epoch 0: |          | 6889/? [51:50<00:00,  2.21it/s]
Epoch 0: |          | 6890/? [51:50<00:00,  2.22it/s]
Epoch 0: |          | 6890/? [51:50<00:00,  2.22it/s]
Epoch 0: |          | 6891/? [51:50<00:00,  2.22it/s]
Epoch 0: |          | 6891/? [51:50<00:00,  2.22it/s]
Epoch 0: |          | 6892/? [51:51<00:00,  2.22it/s]
Epoch 0: |          | 6892/? [51:51<00:00,  2.22it/s]
Epoch 0: |          | 6893/? [51:51<00:00,  2.22it/s]
Epoch 0: |          | 6893/? [51:51<00:00,  2.22it/s]
Epoch 0: |          | 6894/? [51:51<00:00,  2.22it/s]
Epoch 0: |          | 6894/? [51:51<00:00,  2.22it/s]
Epoch 0: |          | 6895/? [51:52<00:00,  2.22it/s]
Epoch 0: |          | 6895/? [51:52<00:00,  2.22it/s]
Epoch 0: |          | 6896/? [51:52<00:00,  2.22it/s]
Epoch 0: |          | 6896/? [51:52<00:00,  2.22it/s]
Epoch 0: |          | 6897/? [51:53<00:00,  2.22it/s]
Epoch 0: |          | 6897/? [51:53<00:00,  2.22it/s]
Epoch 0: |          | 6898/? [51:53<00:00,  2.22it/s]
Epoch 0: |          | 6898/? [51:53<00:00,  2.22it/s]
Epoch 0: |          | 6899/? [51:53<00:00,  2.22it/s]
Epoch 0: |          | 6899/? [51:53<00:00,  2.22it/s]
Epoch 0: |          | 6900/? [51:54<00:00,  2.22it/s]
Epoch 0: |          | 6900/? [51:54<00:00,  2.22it/s]
Epoch 0: |          | 6901/? [51:54<00:00,  2.22it/s]
Epoch 0: |          | 6901/? [51:54<00:00,  2.22it/s]
Epoch 0: |          | 6902/? [51:54<00:00,  2.22it/s]
Epoch 0: |          | 6902/? [51:54<00:00,  2.22it/s]
Epoch 0: |          | 6903/? [51:55<00:00,  2.22it/s]
Epoch 0: |          | 6903/? [51:55<00:00,  2.22it/s]
Epoch 0: |          | 6904/? [51:55<00:00,  2.22it/s]
Epoch 0: |          | 6904/? [51:55<00:00,  2.22it/s]
Epoch 0: |          | 6905/? [51:56<00:00,  2.22it/s]
Epoch 0: |          | 6905/? [51:56<00:00,  2.22it/s]
Epoch 0: |          | 6906/? [51:56<00:00,  2.22it/s]
Epoch 0: |          | 6906/? [51:56<00:00,  2.22it/s]
Epoch 0: |          | 6907/? [51:56<00:00,  2.22it/s]
Epoch 0: |          | 6907/? [51:56<00:00,  2.22it/s]
Epoch 0: |          | 6908/? [51:57<00:00,  2.22it/s]
Epoch 0: |          | 6908/? [51:57<00:00,  2.22it/s]
Epoch 0: |          | 6909/? [51:57<00:00,  2.22it/s]
Epoch 0: |          | 6909/? [51:57<00:00,  2.22it/s]
Epoch 0: |          | 6910/? [51:57<00:00,  2.22it/s]
Epoch 0: |          | 6910/? [51:57<00:00,  2.22it/s]
Epoch 0: |          | 6911/? [51:58<00:00,  2.22it/s]
Epoch 0: |          | 6911/? [51:58<00:00,  2.22it/s]
Epoch 0: |          | 6912/? [51:58<00:00,  2.22it/s]
Epoch 0: |          | 6912/? [51:58<00:00,  2.22it/s]
Epoch 0: |          | 6913/? [51:58<00:00,  2.22it/s]
Epoch 0: |          | 6913/? [51:58<00:00,  2.22it/s]
Epoch 0: |          | 6914/? [51:59<00:00,  2.22it/s]
Epoch 0: |          | 6914/? [51:59<00:00,  2.22it/s]
Epoch 0: |          | 6915/? [51:59<00:00,  2.22it/s]
Epoch 0: |          | 6915/? [51:59<00:00,  2.22it/s]
Epoch 0: |          | 6916/? [51:59<00:00,  2.22it/s]
Epoch 0: |          | 6916/? [51:59<00:00,  2.22it/s]
Epoch 0: |          | 6917/? [52:00<00:00,  2.22it/s]
Epoch 0: |          | 6917/? [52:00<00:00,  2.22it/s]
Epoch 0: |          | 6918/? [52:00<00:00,  2.22it/s]
Epoch 0: |          | 6918/? [52:00<00:00,  2.22it/s]
Epoch 0: |          | 6919/? [52:01<00:00,  2.22it/s]
Epoch 0: |          | 6919/? [52:01<00:00,  2.22it/s]
Epoch 0: |          | 6920/? [52:01<00:00,  2.22it/s]
Epoch 0: |          | 6920/? [52:01<00:00,  2.22it/s]
Epoch 0: |          | 6921/? [52:01<00:00,  2.22it/s]
Epoch 0: |          | 6921/? [52:01<00:00,  2.22it/s]
Epoch 0: |          | 6922/? [52:02<00:00,  2.22it/s]
Epoch 0: |          | 6922/? [52:02<00:00,  2.22it/s]
Epoch 0: |          | 6923/? [52:02<00:00,  2.22it/s]
Epoch 0: |          | 6923/? [52:02<00:00,  2.22it/s]
Epoch 0: |          | 6924/? [52:02<00:00,  2.22it/s]
Epoch 0: |          | 6924/? [52:02<00:00,  2.22it/s]
Epoch 0: |          | 6925/? [52:03<00:00,  2.22it/s]
Epoch 0: |          | 6925/? [52:03<00:00,  2.22it/s]
Epoch 0: |          | 6926/? [52:03<00:00,  2.22it/s]
Epoch 0: |          | 6926/? [52:03<00:00,  2.22it/s]
Epoch 0: |          | 6927/? [52:03<00:00,  2.22it/s]
Epoch 0: |          | 6927/? [52:03<00:00,  2.22it/s]
Epoch 0: |          | 6928/? [52:04<00:00,  2.22it/s]
Epoch 0: |          | 6928/? [52:04<00:00,  2.22it/s]
Epoch 0: |          | 6929/? [52:04<00:00,  2.22it/s]
Epoch 0: |          | 6929/? [52:04<00:00,  2.22it/s]
Epoch 0: |          | 6930/? [52:04<00:00,  2.22it/s]
Epoch 0: |          | 6930/? [52:04<00:00,  2.22it/s]
Epoch 0: |          | 6931/? [52:05<00:00,  2.22it/s]
Epoch 0: |          | 6931/? [52:05<00:00,  2.22it/s]
Epoch 0: |          | 6932/? [52:05<00:00,  2.22it/s]
Epoch 0: |          | 6932/? [52:05<00:00,  2.22it/s]
Epoch 0: |          | 6933/? [52:06<00:00,  2.22it/s]
Epoch 0: |          | 6933/? [52:06<00:00,  2.22it/s]
Epoch 0: |          | 6934/? [52:06<00:00,  2.22it/s]
Epoch 0: |          | 6934/? [52:06<00:00,  2.22it/s]
Epoch 0: |          | 6935/? [52:06<00:00,  2.22it/s]
Epoch 0: |          | 6935/? [52:06<00:00,  2.22it/s]
Epoch 0: |          | 6936/? [52:07<00:00,  2.22it/s]
Epoch 0: |          | 6936/? [52:07<00:00,  2.22it/s]
Epoch 0: |          | 6937/? [52:07<00:00,  2.22it/s]
Epoch 0: |          | 6937/? [52:07<00:00,  2.22it/s]
Epoch 0: |          | 6938/? [52:07<00:00,  2.22it/s]
Epoch 0: |          | 6938/? [52:07<00:00,  2.22it/s]
Epoch 0: |          | 6939/? [52:08<00:00,  2.22it/s]
Epoch 0: |          | 6939/? [52:08<00:00,  2.22it/s]
Epoch 0: |          | 6940/? [52:08<00:00,  2.22it/s]
Epoch 0: |          | 6940/? [52:08<00:00,  2.22it/s]
Epoch 0: |          | 6941/? [52:08<00:00,  2.22it/s]
Epoch 0: |          | 6941/? [52:08<00:00,  2.22it/s]
Epoch 0: |          | 6942/? [52:09<00:00,  2.22it/s]
Epoch 0: |          | 6942/? [52:09<00:00,  2.22it/s]
Epoch 0: |          | 6943/? [52:09<00:00,  2.22it/s]
Epoch 0: |          | 6943/? [52:09<00:00,  2.22it/s]
Epoch 0: |          | 6944/? [52:09<00:00,  2.22it/s]
Epoch 0: |          | 6944/? [52:09<00:00,  2.22it/s]
Epoch 0: |          | 6945/? [52:10<00:00,  2.22it/s]
Epoch 0: |          | 6945/? [52:10<00:00,  2.22it/s]
Epoch 0: |          | 6946/? [52:10<00:00,  2.22it/s]
Epoch 0: |          | 6946/? [52:10<00:00,  2.22it/s]
Epoch 0: |          | 6947/? [52:11<00:00,  2.22it/s]
Epoch 0: |          | 6947/? [52:11<00:00,  2.22it/s]
Epoch 0: |          | 6948/? [52:11<00:00,  2.22it/s]
Epoch 0: |          | 6948/? [52:11<00:00,  2.22it/s]
Epoch 0: |          | 6949/? [52:11<00:00,  2.22it/s]
Epoch 0: |          | 6949/? [52:11<00:00,  2.22it/s]
Epoch 0: |          | 6950/? [52:12<00:00,  2.22it/s]
Epoch 0: |          | 6950/? [52:12<00:00,  2.22it/s]
Epoch 0: |          | 6951/? [52:12<00:00,  2.22it/s]
Epoch 0: |          | 6951/? [52:12<00:00,  2.22it/s]
Epoch 0: |          | 6952/? [52:12<00:00,  2.22it/s]
Epoch 0: |          | 6952/? [52:12<00:00,  2.22it/s]
Epoch 0: |          | 6953/? [52:13<00:00,  2.22it/s]
Epoch 0: |          | 6953/? [52:13<00:00,  2.22it/s]
Epoch 0: |          | 6954/? [52:13<00:00,  2.22it/s]
Epoch 0: |          | 6954/? [52:13<00:00,  2.22it/s]
Epoch 0: |          | 6955/? [52:13<00:00,  2.22it/s]
Epoch 0: |          | 6955/? [52:13<00:00,  2.22it/s]
Epoch 0: |          | 6956/? [52:14<00:00,  2.22it/s]
Epoch 0: |          | 6956/? [52:14<00:00,  2.22it/s]
Epoch 0: |          | 6957/? [52:14<00:00,  2.22it/s]
Epoch 0: |          | 6957/? [52:14<00:00,  2.22it/s]
Epoch 0: |          | 6958/? [52:14<00:00,  2.22it/s]
Epoch 0: |          | 6958/? [52:14<00:00,  2.22it/s]
Epoch 0: |          | 6959/? [52:15<00:00,  2.22it/s]
Epoch 0: |          | 6959/? [52:15<00:00,  2.22it/s]
Epoch 0: |          | 6960/? [52:15<00:00,  2.22it/s]
Epoch 0: |          | 6960/? [52:15<00:00,  2.22it/s]
Epoch 0: |          | 6961/? [52:15<00:00,  2.22it/s]
Epoch 0: |          | 6961/? [52:15<00:00,  2.22it/s]
Epoch 0: |          | 6962/? [52:16<00:00,  2.22it/s]
Epoch 0: |          | 6962/? [52:16<00:00,  2.22it/s]
Epoch 0: |          | 6963/? [52:16<00:00,  2.22it/s]
Epoch 0: |          | 6963/? [52:16<00:00,  2.22it/s]
Epoch 0: |          | 6964/? [52:17<00:00,  2.22it/s]
Epoch 0: |          | 6964/? [52:17<00:00,  2.22it/s]
Epoch 0: |          | 6965/? [52:17<00:00,  2.22it/s]
Epoch 0: |          | 6965/? [52:17<00:00,  2.22it/s]
Epoch 0: |          | 6966/? [52:17<00:00,  2.22it/s]
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Epoch 0: |          | 6967/? [52:18<00:00,  2.22it/s]
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Epoch 0: |          | 6968/? [52:18<00:00,  2.22it/s]
Epoch 0: |          | 6968/? [52:18<00:00,  2.22it/s]
Epoch 0: |          | 6969/? [52:18<00:00,  2.22it/s]
Epoch 0: |          | 6969/? [52:18<00:00,  2.22it/s]
Epoch 0: |          | 6970/? [52:19<00:00,  2.22it/s]
Epoch 0: |          | 6970/? [52:19<00:00,  2.22it/s]
Epoch 0: |          | 6971/? [52:19<00:00,  2.22it/s]
Epoch 0: |          | 6971/? [52:19<00:00,  2.22it/s]
Epoch 0: |          | 6972/? [52:19<00:00,  2.22it/s]
Epoch 0: |          | 6972/? [52:19<00:00,  2.22it/s]
Epoch 0: |          | 6973/? [52:20<00:00,  2.22it/s]
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Epoch 0: |          | 6974/? [52:20<00:00,  2.22it/s]
Epoch 0: |          | 6974/? [52:20<00:00,  2.22it/s]
Epoch 0: |          | 6975/? [52:20<00:00,  2.22it/s]
Epoch 0: |          | 6975/? [52:20<00:00,  2.22it/s]
Epoch 0: |          | 6976/? [52:21<00:00,  2.22it/s]
Epoch 0: |          | 6976/? [52:21<00:00,  2.22it/s]
Epoch 0: |          | 6977/? [52:21<00:00,  2.22it/s]
Epoch 0: |          | 6977/? [52:21<00:00,  2.22it/s]
Epoch 0: |          | 6978/? [52:22<00:00,  2.22it/s]
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Epoch 0: |          | 6979/? [52:22<00:00,  2.22it/s]
Epoch 0: |          | 6979/? [52:22<00:00,  2.22it/s]
Epoch 0: |          | 6980/? [52:22<00:00,  2.22it/s]
Epoch 0: |          | 6980/? [52:22<00:00,  2.22it/s]
Epoch 0: |          | 6981/? [52:23<00:00,  2.22it/s]
Epoch 0: |          | 6981/? [52:23<00:00,  2.22it/s]
Epoch 0: |          | 6982/? [52:23<00:00,  2.22it/s]
Epoch 0: |          | 6982/? [52:23<00:00,  2.22it/s]
Epoch 0: |          | 6983/? [52:23<00:00,  2.22it/s]
Epoch 0: |          | 6983/? [52:23<00:00,  2.22it/s]
Epoch 0: |          | 6984/? [52:24<00:00,  2.22it/s]
Epoch 0: |          | 6984/? [52:24<00:00,  2.22it/s]
Epoch 0: |          | 6985/? [52:24<00:00,  2.22it/s]
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Epoch 0: |          | 6986/? [52:24<00:00,  2.22it/s]
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Epoch 0: |          | 6987/? [52:25<00:00,  2.22it/s]
Epoch 0: |          | 6987/? [52:25<00:00,  2.22it/s]
Epoch 0: |          | 6988/? [52:25<00:00,  2.22it/s]
Epoch 0: |          | 6988/? [52:25<00:00,  2.22it/s]
Epoch 0: |          | 6989/? [52:25<00:00,  2.22it/s]
Epoch 0: |          | 6989/? [52:25<00:00,  2.22it/s]
Epoch 0: |          | 6990/? [52:26<00:00,  2.22it/s]
Epoch 0: |          | 6990/? [52:26<00:00,  2.22it/s]
Epoch 0: |          | 6991/? [52:26<00:00,  2.22it/s]
Epoch 0: |          | 6991/? [52:26<00:00,  2.22it/s]
Epoch 0: |          | 6992/? [52:26<00:00,  2.22it/s]
Epoch 0: |          | 6992/? [52:26<00:00,  2.22it/s]
Epoch 0: |          | 6993/? [52:27<00:00,  2.22it/s]
Epoch 0: |          | 6993/? [52:27<00:00,  2.22it/s]
Epoch 0: |          | 6994/? [52:27<00:00,  2.22it/s]
Epoch 0: |          | 6994/? [52:27<00:00,  2.22it/s]
Epoch 0: |          | 6995/? [52:28<00:00,  2.22it/s]
Epoch 0: |          | 6995/? [52:28<00:00,  2.22it/s]
Epoch 0: |          | 6996/? [52:28<00:00,  2.22it/s]
Epoch 0: |          | 6996/? [52:28<00:00,  2.22it/s]
Epoch 0: |          | 6997/? [52:28<00:00,  2.22it/s]
Epoch 0: |          | 6997/? [52:28<00:00,  2.22it/s]
Epoch 0: |          | 6998/? [52:29<00:00,  2.22it/s]
Epoch 0: |          | 6998/? [52:29<00:00,  2.22it/s]
Epoch 0: |          | 6999/? [52:29<00:00,  2.22it/s]
Epoch 0: |          | 6999/? [52:29<00:00,  2.22it/s]
Epoch 0: |          | 7000/? [52:29<00:00,  2.22it/s]
Epoch 0: |          | 7000/? [52:29<00:00,  2.22it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 10.52it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  8.80it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  8.70it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  8.65it/s][A
[A
Epoch 0: |          | 7000/? [52:30<00:00,  2.22it/s]
Epoch 0: |          | 7001/? [52:30<00:00,  2.22it/s]
Epoch 0: |          | 7001/? [52:30<00:00,  2.22it/s]
Epoch 0: |          | 7002/? [52:30<00:00,  2.22it/s]
Epoch 0: |          | 7002/? [52:31<00:00,  2.22it/s]
Epoch 0: |          | 7003/? [52:31<00:00,  2.22it/s]
Epoch 0: |          | 7003/? [52:31<00:00,  2.22it/s]
Epoch 0: |          | 7004/? [52:31<00:00,  2.22it/s]
Epoch 0: |          | 7004/? [52:31<00:00,  2.22it/s]
Epoch 0: |          | 7005/? [52:32<00:00,  2.22it/s]
Epoch 0: |          | 7005/? [52:32<00:00,  2.22it/s]
Epoch 0: |          | 7006/? [52:32<00:00,  2.22it/s]
Epoch 0: |          | 7006/? [52:32<00:00,  2.22it/s]
Epoch 0: |          | 7007/? [52:32<00:00,  2.22it/s]
Epoch 0: |          | 7007/? [52:32<00:00,  2.22it/s]
Epoch 0: |          | 7008/? [52:33<00:00,  2.22it/s]
Epoch 0: |          | 7008/? [52:33<00:00,  2.22it/s]
Epoch 0: |          | 7009/? [52:33<00:00,  2.22it/s]
Epoch 0: |          | 7009/? [52:33<00:00,  2.22it/s]
Epoch 0: |          | 7010/? [52:33<00:00,  2.22it/s]
Epoch 0: |          | 7010/? [52:33<00:00,  2.22it/s]
Epoch 0: |          | 7011/? [52:34<00:00,  2.22it/s]
Epoch 0: |          | 7011/? [52:34<00:00,  2.22it/s]
Epoch 0: |          | 7012/? [52:34<00:00,  2.22it/s]
Epoch 0: |          | 7012/? [52:34<00:00,  2.22it/s]
Epoch 0: |          | 7013/? [52:34<00:00,  2.22it/s]
Epoch 0: |          | 7013/? [52:34<00:00,  2.22it/s]
Epoch 0: |          | 7014/? [52:35<00:00,  2.22it/s]
Epoch 0: |          | 7014/? [52:35<00:00,  2.22it/s]
Epoch 0: |          | 7015/? [52:35<00:00,  2.22it/s]
Epoch 0: |          | 7015/? [52:35<00:00,  2.22it/s]
Epoch 0: |          | 7016/? [52:35<00:00,  2.22it/s]
Epoch 0: |          | 7016/? [52:35<00:00,  2.22it/s]
Epoch 0: |          | 7017/? [52:36<00:00,  2.22it/s]
Epoch 0: |          | 7017/? [52:36<00:00,  2.22it/s]
Epoch 0: |          | 7018/? [52:36<00:00,  2.22it/s]
Epoch 0: |          | 7018/? [52:36<00:00,  2.22it/s]
Epoch 0: |          | 7019/? [52:36<00:00,  2.22it/s]
Epoch 0: |          | 7019/? [52:36<00:00,  2.22it/s]
Epoch 0: |          | 7020/? [52:37<00:00,  2.22it/s]
Epoch 0: |          | 7020/? [52:37<00:00,  2.22it/s]
Epoch 0: |          | 7021/? [52:37<00:00,  2.22it/s]
Epoch 0: |          | 7021/? [52:37<00:00,  2.22it/s]
Epoch 0: |          | 7022/? [52:38<00:00,  2.22it/s]
Epoch 0: |          | 7022/? [52:38<00:00,  2.22it/s]
Epoch 0: |          | 7023/? [52:38<00:00,  2.22it/s]
Epoch 0: |          | 7023/? [52:38<00:00,  2.22it/s]
Epoch 0: |          | 7024/? [52:38<00:00,  2.22it/s]
Epoch 0: |          | 7024/? [52:38<00:00,  2.22it/s]
Epoch 0: |          | 7025/? [52:39<00:00,  2.22it/s]
Epoch 0: |          | 7025/? [52:39<00:00,  2.22it/s]
Epoch 0: |          | 7026/? [52:39<00:00,  2.22it/s]
Epoch 0: |          | 7026/? [52:39<00:00,  2.22it/s]
Epoch 0: |          | 7027/? [52:39<00:00,  2.22it/s]
Epoch 0: |          | 7027/? [52:39<00:00,  2.22it/s]
Epoch 0: |          | 7028/? [52:40<00:00,  2.22it/s]
Epoch 0: |          | 7028/? [52:40<00:00,  2.22it/s]
Epoch 0: |          | 7029/? [52:40<00:00,  2.22it/s]
Epoch 0: |          | 7029/? [52:40<00:00,  2.22it/s]
Epoch 0: |          | 7030/? [52:40<00:00,  2.22it/s]
Epoch 0: |          | 7030/? [52:40<00:00,  2.22it/s]
Epoch 0: |          | 7031/? [52:41<00:00,  2.22it/s]
Epoch 0: |          | 7031/? [52:41<00:00,  2.22it/s]
Epoch 0: |          | 7032/? [52:41<00:00,  2.22it/s]
Epoch 0: |          | 7032/? [52:41<00:00,  2.22it/s]
Epoch 0: |          | 7033/? [52:41<00:00,  2.22it/s]
Epoch 0: |          | 7033/? [52:41<00:00,  2.22it/s]
Epoch 0: |          | 7034/? [52:42<00:00,  2.22it/s]
Epoch 0: |          | 7034/? [52:42<00:00,  2.22it/s]
Epoch 0: |          | 7035/? [52:42<00:00,  2.22it/s]
Epoch 0: |          | 7035/? [52:42<00:00,  2.22it/s]
Epoch 0: |          | 7036/? [52:42<00:00,  2.22it/s]
Epoch 0: |          | 7036/? [52:42<00:00,  2.22it/s]
Epoch 0: |          | 7037/? [52:43<00:00,  2.22it/s]
Epoch 0: |          | 7037/? [52:43<00:00,  2.22it/s]
Epoch 0: |          | 7038/? [52:43<00:00,  2.22it/s]
Epoch 0: |          | 7038/? [52:43<00:00,  2.22it/s]
Epoch 0: |          | 7039/? [52:43<00:00,  2.22it/s]
Epoch 0: |          | 7039/? [52:43<00:00,  2.22it/s]
Epoch 0: |          | 7040/? [52:44<00:00,  2.22it/s]
Epoch 0: |          | 7040/? [52:44<00:00,  2.22it/s]
Epoch 0: |          | 7041/? [52:44<00:00,  2.22it/s]
Epoch 0: |          | 7041/? [52:44<00:00,  2.22it/s]
Epoch 0: |          | 7042/? [52:45<00:00,  2.22it/s]
Epoch 0: |          | 7042/? [52:45<00:00,  2.22it/s]
Epoch 0: |          | 7043/? [52:45<00:00,  2.22it/s]
Epoch 0: |          | 7043/? [52:45<00:00,  2.22it/s]
Epoch 0: |          | 7044/? [52:45<00:00,  2.23it/s]
Epoch 0: |          | 7044/? [52:45<00:00,  2.23it/s]
Epoch 0: |          | 7045/? [52:46<00:00,  2.23it/s]
Epoch 0: |          | 7045/? [52:46<00:00,  2.23it/s]
Epoch 0: |          | 7046/? [52:46<00:00,  2.23it/s]
Epoch 0: |          | 7046/? [52:46<00:00,  2.23it/s]
Epoch 0: |          | 7047/? [52:46<00:00,  2.23it/s]
Epoch 0: |          | 7047/? [52:46<00:00,  2.23it/s]
Epoch 0: |          | 7048/? [52:47<00:00,  2.23it/s]
Epoch 0: |          | 7048/? [52:47<00:00,  2.23it/s]
Epoch 0: |          | 7049/? [52:47<00:00,  2.23it/s]
Epoch 0: |          | 7049/? [52:47<00:00,  2.23it/s]
Epoch 0: |          | 7050/? [52:47<00:00,  2.23it/s]
Epoch 0: |          | 7050/? [52:47<00:00,  2.23it/s]
Epoch 0: |          | 7051/? [52:48<00:00,  2.23it/s]
Epoch 0: |          | 7051/? [52:48<00:00,  2.23it/s]
Epoch 0: |          | 7052/? [52:48<00:00,  2.23it/s]
Epoch 0: |          | 7052/? [52:48<00:00,  2.23it/s]
Epoch 0: |          | 7053/? [52:48<00:00,  2.23it/s]
Epoch 0: |          | 7053/? [52:48<00:00,  2.23it/s]
Epoch 0: |          | 7054/? [52:49<00:00,  2.23it/s]
Epoch 0: |          | 7054/? [52:49<00:00,  2.23it/s]
Epoch 0: |          | 7055/? [52:49<00:00,  2.23it/s]
Epoch 0: |          | 7055/? [52:49<00:00,  2.23it/s]
Epoch 0: |          | 7056/? [52:49<00:00,  2.23it/s]
Epoch 0: |          | 7056/? [52:49<00:00,  2.23it/s]
Epoch 0: |          | 7057/? [52:50<00:00,  2.23it/s]
Epoch 0: |          | 7057/? [52:50<00:00,  2.23it/s]
Epoch 0: |          | 7058/? [52:50<00:00,  2.23it/s]
Epoch 0: |          | 7058/? [52:50<00:00,  2.23it/s]
Epoch 0: |          | 7059/? [52:51<00:00,  2.23it/s]
Epoch 0: |          | 7059/? [52:51<00:00,  2.23it/s]
Epoch 0: |          | 7060/? [52:51<00:00,  2.23it/s]
Epoch 0: |          | 7060/? [52:51<00:00,  2.23it/s]
Epoch 0: |          | 7061/? [52:51<00:00,  2.23it/s]
Epoch 0: |          | 7061/? [52:51<00:00,  2.23it/s]
Epoch 0: |          | 7062/? [52:52<00:00,  2.23it/s]
Epoch 0: |          | 7062/? [52:52<00:00,  2.23it/s]
Epoch 0: |          | 7063/? [52:52<00:00,  2.23it/s]
Epoch 0: |          | 7063/? [52:52<00:00,  2.23it/s]
Epoch 0: |          | 7064/? [52:52<00:00,  2.23it/s]
Epoch 0: |          | 7064/? [52:52<00:00,  2.23it/s]
Epoch 0: |          | 7065/? [52:53<00:00,  2.23it/s]
Epoch 0: |          | 7065/? [52:53<00:00,  2.23it/s]
Epoch 0: |          | 7066/? [52:53<00:00,  2.23it/s]
Epoch 0: |          | 7066/? [52:53<00:00,  2.23it/s]
Epoch 0: |          | 7067/? [52:53<00:00,  2.23it/s]
Epoch 0: |          | 7067/? [52:53<00:00,  2.23it/s]
Epoch 0: |          | 7068/? [52:54<00:00,  2.23it/s]
Epoch 0: |          | 7068/? [52:54<00:00,  2.23it/s]
Epoch 0: |          | 7069/? [52:54<00:00,  2.23it/s]
Epoch 0: |          | 7069/? [52:54<00:00,  2.23it/s]
Epoch 0: |          | 7070/? [52:54<00:00,  2.23it/s]
Epoch 0: |          | 7070/? [52:54<00:00,  2.23it/s]
Epoch 0: |          | 7071/? [52:55<00:00,  2.23it/s]
Epoch 0: |          | 7071/? [52:55<00:00,  2.23it/s]
Epoch 0: |          | 7072/? [52:55<00:00,  2.23it/s]
Epoch 0: |          | 7072/? [52:55<00:00,  2.23it/s]
Epoch 0: |          | 7073/? [52:56<00:00,  2.23it/s]
Epoch 0: |          | 7073/? [52:56<00:00,  2.23it/s]
Epoch 0: |          | 7074/? [52:56<00:00,  2.23it/s]
Epoch 0: |          | 7074/? [52:56<00:00,  2.23it/s]
Epoch 0: |          | 7075/? [52:56<00:00,  2.23it/s]
Epoch 0: |          | 7075/? [52:56<00:00,  2.23it/s]
Epoch 0: |          | 7076/? [52:57<00:00,  2.23it/s]
Epoch 0: |          | 7076/? [52:57<00:00,  2.23it/s]
Epoch 0: |          | 7077/? [52:57<00:00,  2.23it/s]
Epoch 0: |          | 7077/? [52:57<00:00,  2.23it/s]
Epoch 0: |          | 7078/? [52:57<00:00,  2.23it/s]
Epoch 0: |          | 7078/? [52:57<00:00,  2.23it/s]
Epoch 0: |          | 7079/? [52:58<00:00,  2.23it/s]
Epoch 0: |          | 7079/? [52:58<00:00,  2.23it/s]
Epoch 0: |          | 7080/? [52:58<00:00,  2.23it/s]
Epoch 0: |          | 7080/? [52:58<00:00,  2.23it/s]
Epoch 0: |          | 7081/? [52:58<00:00,  2.23it/s]
Epoch 0: |          | 7081/? [52:58<00:00,  2.23it/s]
Epoch 0: |          | 7082/? [52:59<00:00,  2.23it/s]
Epoch 0: |          | 7082/? [52:59<00:00,  2.23it/s]
Epoch 0: |          | 7083/? [52:59<00:00,  2.23it/s]
Epoch 0: |          | 7083/? [52:59<00:00,  2.23it/s]
Epoch 0: |          | 7084/? [52:59<00:00,  2.23it/s]
Epoch 0: |          | 7084/? [52:59<00:00,  2.23it/s]
Epoch 0: |          | 7085/? [53:00<00:00,  2.23it/s]
Epoch 0: |          | 7085/? [53:00<00:00,  2.23it/s]
Epoch 0: |          | 7086/? [53:00<00:00,  2.23it/s]
Epoch 0: |          | 7086/? [53:00<00:00,  2.23it/s]
Epoch 0: |          | 7087/? [53:01<00:00,  2.23it/s]
Epoch 0: |          | 7087/? [53:01<00:00,  2.23it/s]
Epoch 0: |          | 7088/? [53:01<00:00,  2.23it/s]
Epoch 0: |          | 7088/? [53:01<00:00,  2.23it/s]
Epoch 0: |          | 7089/? [53:01<00:00,  2.23it/s]
Epoch 0: |          | 7089/? [53:01<00:00,  2.23it/s]
Epoch 0: |          | 7090/? [53:02<00:00,  2.23it/s]
Epoch 0: |          | 7090/? [53:02<00:00,  2.23it/s]
Epoch 0: |          | 7091/? [53:02<00:00,  2.23it/s]
Epoch 0: |          | 7091/? [53:02<00:00,  2.23it/s]
Epoch 0: |          | 7092/? [53:02<00:00,  2.23it/s]
Epoch 0: |          | 7092/? [53:02<00:00,  2.23it/s]
Epoch 0: |          | 7093/? [53:03<00:00,  2.23it/s]
Epoch 0: |          | 7093/? [53:03<00:00,  2.23it/s]
Epoch 0: |          | 7094/? [53:03<00:00,  2.23it/s]
Epoch 0: |          | 7094/? [53:03<00:00,  2.23it/s]
Epoch 0: |          | 7095/? [53:03<00:00,  2.23it/s]
Epoch 0: |          | 7095/? [53:03<00:00,  2.23it/s]
Epoch 0: |          | 7096/? [53:04<00:00,  2.23it/s]
Epoch 0: |          | 7096/? [53:04<00:00,  2.23it/s]
Epoch 0: |          | 7097/? [53:04<00:00,  2.23it/s]
Epoch 0: |          | 7097/? [53:04<00:00,  2.23it/s]
Epoch 0: |          | 7098/? [53:04<00:00,  2.23it/s]
Epoch 0: |          | 7098/? [53:04<00:00,  2.23it/s]
Epoch 0: |          | 7099/? [53:05<00:00,  2.23it/s]
Epoch 0: |          | 7099/? [53:05<00:00,  2.23it/s]
Epoch 0: |          | 7100/? [53:05<00:00,  2.23it/s]
Epoch 0: |          | 7100/? [53:05<00:00,  2.23it/s]
Epoch 0: |          | 7101/? [53:06<00:00,  2.23it/s]
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Epoch 0: |          | 7110/? [53:09<00:00,  2.23it/s]
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Epoch 0: |          | 7111/? [53:09<00:00,  2.23it/s]
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Epoch 0: |          | 7112/? [53:09<00:00,  2.23it/s]
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Epoch 0: |          | 7113/? [53:10<00:00,  2.23it/s]
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Epoch 0: |          | 7116/? [53:11<00:00,  2.23it/s]
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Epoch 0: |          | 7119/? [53:12<00:00,  2.23it/s]
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Epoch 0: |          | 7121/? [53:13<00:00,  2.23it/s]
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Epoch 0: |          | 7130/? [53:16<00:00,  2.23it/s]
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Epoch 0: |          | 7138/? [53:19<00:00,  2.23it/s]
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Epoch 0: |          | 7141/? [53:20<00:00,  2.23it/s]
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Epoch 0: |          | 7144/? [53:21<00:00,  2.23it/s]
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Epoch 0: |          | 7150/? [53:23<00:00,  2.23it/s]
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Epoch 0: |          | 7152/? [53:24<00:00,  2.23it/s]
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Epoch 0: |          | 7155/? [53:25<00:00,  2.23it/s]
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Epoch 0: |          | 7158/? [53:26<00:00,  2.23it/s]
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Epoch 0: |          | 7159/? [53:26<00:00,  2.23it/s]
Epoch 0: |          | 7159/? [53:26<00:00,  2.23it/s]
Epoch 0: |          | 7160/? [53:26<00:00,  2.23it/s]
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Epoch 0: |          | 7161/? [53:27<00:00,  2.23it/s]
Epoch 0: |          | 7161/? [53:27<00:00,  2.23it/s]
Epoch 0: |          | 7162/? [53:27<00:00,  2.23it/s]
Epoch 0: |          | 7162/? [53:27<00:00,  2.23it/s]
Epoch 0: |          | 7163/? [53:27<00:00,  2.23it/s]
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Epoch 0: |          | 7164/? [53:28<00:00,  2.23it/s]
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Epoch 0: |          | 7165/? [53:28<00:00,  2.23it/s]
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Epoch 0: |          | 7166/? [53:28<00:00,  2.23it/s]
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Epoch 0: |          | 7167/? [53:29<00:00,  2.23it/s]
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Epoch 0: |          | 7170/? [53:30<00:00,  2.23it/s]
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Epoch 0: |          | 7171/? [53:30<00:00,  2.23it/s]
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Epoch 0: |          | 7172/? [53:31<00:00,  2.23it/s]
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Epoch 0: |          | 7173/? [53:31<00:00,  2.23it/s]
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Epoch 0: |          | 7174/? [53:31<00:00,  2.23it/s]
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Epoch 0: |          | 7175/? [53:32<00:00,  2.23it/s]
Epoch 0: |          | 7175/? [53:32<00:00,  2.23it/s]
Epoch 0: |          | 7176/? [53:32<00:00,  2.23it/s]
Epoch 0: |          | 7176/? [53:32<00:00,  2.23it/s]
Epoch 0: |          | 7177/? [53:32<00:00,  2.23it/s]
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Epoch 0: |          | 7178/? [53:33<00:00,  2.23it/s]
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Epoch 0: |          | 7179/? [53:33<00:00,  2.23it/s]
Epoch 0: |          | 7179/? [53:33<00:00,  2.23it/s]
Epoch 0: |          | 7180/? [53:33<00:00,  2.23it/s]
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Epoch 0: |          | 7181/? [53:34<00:00,  2.23it/s]
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Epoch 0: |          | 7182/? [53:34<00:00,  2.23it/s]
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Epoch 0: |          | 7183/? [53:34<00:00,  2.23it/s]
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Epoch 0: |          | 7184/? [53:35<00:00,  2.23it/s]
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Epoch 0: |          | 7185/? [53:35<00:00,  2.23it/s]
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Epoch 0: |          | 7186/? [53:35<00:00,  2.23it/s]
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Epoch 0: |          | 7188/? [53:36<00:00,  2.23it/s]
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Epoch 0: |          | 7189/? [53:37<00:00,  2.23it/s]
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Epoch 0: |          | 7190/? [53:37<00:00,  2.23it/s]
Epoch 0: |          | 7190/? [53:37<00:00,  2.23it/s]
Epoch 0: |          | 7191/? [53:37<00:00,  2.23it/s]
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Epoch 0: |          | 7192/? [53:38<00:00,  2.23it/s]
Epoch 0: |          | 7192/? [53:38<00:00,  2.23it/s]
Epoch 0: |          | 7193/? [53:38<00:00,  2.23it/s]
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Epoch 0: |          | 7194/? [53:38<00:00,  2.24it/s]
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Epoch 0: |          | 7197/? [53:39<00:00,  2.24it/s]
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Epoch 0: |          | 7198/? [53:40<00:00,  2.24it/s]
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Epoch 0: |          | 7199/? [53:40<00:00,  2.24it/s]
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Epoch 0: |          | 7200/? [53:40<00:00,  2.24it/s]
Epoch 0: |          | 7200/? [53:40<00:00,  2.24it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 10.73it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.22it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.02it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  8.83it/s][A
[A
Epoch 0: |          | 7200/? [53:41<00:00,  2.24it/s]
Epoch 0: |          | 7201/? [53:41<00:00,  2.24it/s]
Epoch 0: |          | 7201/? [53:41<00:00,  2.24it/s]
Epoch 0: |          | 7202/? [53:42<00:00,  2.24it/s]
Epoch 0: |          | 7202/? [53:42<00:00,  2.24it/s]
Epoch 0: |          | 7203/? [53:42<00:00,  2.24it/s]
Epoch 0: |          | 7203/? [53:42<00:00,  2.24it/s]
Epoch 0: |          | 7204/? [53:42<00:00,  2.24it/s]
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Epoch 0: |          | 7205/? [53:43<00:00,  2.24it/s]
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Epoch 0: |          | 7206/? [53:43<00:00,  2.24it/s]
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Epoch 0: |          | 7207/? [53:43<00:00,  2.24it/s]
Epoch 0: |          | 7207/? [53:43<00:00,  2.24it/s]
Epoch 0: |          | 7208/? [53:44<00:00,  2.24it/s]
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Epoch 0: |          | 7209/? [53:44<00:00,  2.24it/s]
Epoch 0: |          | 7209/? [53:44<00:00,  2.24it/s]
Epoch 0: |          | 7210/? [53:44<00:00,  2.24it/s]
Epoch 0: |          | 7210/? [53:44<00:00,  2.24it/s]
Epoch 0: |          | 7211/? [53:45<00:00,  2.24it/s]
Epoch 0: |          | 7211/? [53:45<00:00,  2.24it/s]
Epoch 0: |          | 7212/? [53:45<00:00,  2.24it/s]
Epoch 0: |          | 7212/? [53:45<00:00,  2.24it/s]
Epoch 0: |          | 7213/? [53:45<00:00,  2.24it/s]
Epoch 0: |          | 7213/? [53:45<00:00,  2.24it/s]
Epoch 0: |          | 7214/? [53:46<00:00,  2.24it/s]
Epoch 0: |          | 7214/? [53:46<00:00,  2.24it/s]
Epoch 0: |          | 7215/? [53:46<00:00,  2.24it/s]
Epoch 0: |          | 7215/? [53:46<00:00,  2.24it/s]
Epoch 0: |          | 7216/? [53:46<00:00,  2.24it/s]
Epoch 0: |          | 7216/? [53:46<00:00,  2.24it/s]
Epoch 0: |          | 7217/? [53:47<00:00,  2.24it/s]
Epoch 0: |          | 7217/? [53:47<00:00,  2.24it/s]
Epoch 0: |          | 7218/? [53:47<00:00,  2.24it/s]
Epoch 0: |          | 7218/? [53:47<00:00,  2.24it/s]
Epoch 0: |          | 7219/? [53:47<00:00,  2.24it/s]
Epoch 0: |          | 7219/? [53:47<00:00,  2.24it/s]
Epoch 0: |          | 7220/? [53:48<00:00,  2.24it/s]
Epoch 0: |          | 7220/? [53:48<00:00,  2.24it/s]
Epoch 0: |          | 7221/? [53:48<00:00,  2.24it/s]
Epoch 0: |          | 7221/? [53:48<00:00,  2.24it/s]
Epoch 0: |          | 7222/? [53:48<00:00,  2.24it/s]
Epoch 0: |          | 7222/? [53:48<00:00,  2.24it/s]
Epoch 0: |          | 7223/? [53:49<00:00,  2.24it/s]
Epoch 0: |          | 7223/? [53:49<00:00,  2.24it/s]
Epoch 0: |          | 7224/? [53:49<00:00,  2.24it/s]
Epoch 0: |          | 7224/? [53:49<00:00,  2.24it/s]
Epoch 0: |          | 7225/? [53:49<00:00,  2.24it/s]
Epoch 0: |          | 7225/? [53:49<00:00,  2.24it/s]
Epoch 0: |          | 7226/? [53:50<00:00,  2.24it/s]
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Epoch 0: |          | 7227/? [53:50<00:00,  2.24it/s]
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Epoch 0: |          | 7228/? [53:51<00:00,  2.24it/s]
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Epoch 0: |          | 7229/? [53:51<00:00,  2.24it/s]
Epoch 0: |          | 7229/? [53:51<00:00,  2.24it/s]
Epoch 0: |          | 7230/? [53:51<00:00,  2.24it/s]
Epoch 0: |          | 7230/? [53:51<00:00,  2.24it/s]
Epoch 0: |          | 7231/? [53:52<00:00,  2.24it/s]
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Epoch 0: |          | 7232/? [53:52<00:00,  2.24it/s]
Epoch 0: |          | 7232/? [53:52<00:00,  2.24it/s]
Epoch 0: |          | 7233/? [53:52<00:00,  2.24it/s]
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Epoch 0: |          | 7234/? [53:53<00:00,  2.24it/s]
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Epoch 0: |          | 7235/? [53:53<00:00,  2.24it/s]
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Epoch 0: |          | 7236/? [53:53<00:00,  2.24it/s]
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Epoch 0: |          | 7269/? [54:05<00:00,  2.24it/s]
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Epoch 0: |          | 7270/? [54:05<00:00,  2.24it/s]
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Epoch 0: |          | 7271/? [54:06<00:00,  2.24it/s]
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Epoch 0: |          | 7272/? [54:06<00:00,  2.24it/s]
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Epoch 0: |          | 7274/? [54:07<00:00,  2.24it/s]
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Epoch 0: |          | 7275/? [54:07<00:00,  2.24it/s]
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Epoch 0: |          | 7276/? [54:07<00:00,  2.24it/s]
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Epoch 0: |          | 7277/? [54:08<00:00,  2.24it/s]
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Epoch 0: |          | 7278/? [54:08<00:00,  2.24it/s]
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Epoch 0: |          | 7279/? [54:08<00:00,  2.24it/s]
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Epoch 0: |          | 7280/? [54:09<00:00,  2.24it/s]
Epoch 0: |          | 7280/? [54:09<00:00,  2.24it/s]
Epoch 0: |          | 7281/? [54:09<00:00,  2.24it/s]
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Epoch 0: |          | 7282/? [54:10<00:00,  2.24it/s]
Epoch 0: |          | 7282/? [54:10<00:00,  2.24it/s]
Epoch 0: |          | 7283/? [54:10<00:00,  2.24it/s]
Epoch 0: |          | 7283/? [54:10<00:00,  2.24it/s]
Epoch 0: |          | 7284/? [54:10<00:00,  2.24it/s]
Epoch 0: |          | 7284/? [54:10<00:00,  2.24it/s]
Epoch 0: |          | 7285/? [54:11<00:00,  2.24it/s]
Epoch 0: |          | 7285/? [54:11<00:00,  2.24it/s]
Epoch 0: |          | 7286/? [54:11<00:00,  2.24it/s]
Epoch 0: |          | 7286/? [54:11<00:00,  2.24it/s]
Epoch 0: |          | 7287/? [54:11<00:00,  2.24it/s]
Epoch 0: |          | 7287/? [54:11<00:00,  2.24it/s]
Epoch 0: |          | 7288/? [54:12<00:00,  2.24it/s]
Epoch 0: |          | 7288/? [54:12<00:00,  2.24it/s]
Epoch 0: |          | 7289/? [54:12<00:00,  2.24it/s]
Epoch 0: |          | 7289/? [54:12<00:00,  2.24it/s]
Epoch 0: |          | 7290/? [54:12<00:00,  2.24it/s]
Epoch 0: |          | 7290/? [54:12<00:00,  2.24it/s]
Epoch 0: |          | 7291/? [54:13<00:00,  2.24it/s]
Epoch 0: |          | 7291/? [54:13<00:00,  2.24it/s]
Epoch 0: |          | 7292/? [54:13<00:00,  2.24it/s]
Epoch 0: |          | 7292/? [54:13<00:00,  2.24it/s]
Epoch 0: |          | 7293/? [54:13<00:00,  2.24it/s]
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Epoch 0: |          | 7294/? [54:14<00:00,  2.24it/s]
Epoch 0: |          | 7294/? [54:14<00:00,  2.24it/s]
Epoch 0: |          | 7295/? [54:14<00:00,  2.24it/s]
Epoch 0: |          | 7295/? [54:14<00:00,  2.24it/s]
Epoch 0: |          | 7296/? [54:14<00:00,  2.24it/s]
Epoch 0: |          | 7296/? [54:14<00:00,  2.24it/s]
Epoch 0: |          | 7297/? [54:15<00:00,  2.24it/s]
Epoch 0: |          | 7297/? [54:15<00:00,  2.24it/s]
Epoch 0: |          | 7298/? [54:15<00:00,  2.24it/s]
Epoch 0: |          | 7298/? [54:15<00:00,  2.24it/s]
Epoch 0: |          | 7299/? [54:15<00:00,  2.24it/s]
Epoch 0: |          | 7299/? [54:15<00:00,  2.24it/s]
Epoch 0: |          | 7300/? [54:16<00:00,  2.24it/s]
Epoch 0: |          | 7300/? [54:16<00:00,  2.24it/s]
Epoch 0: |          | 7301/? [54:16<00:00,  2.24it/s]
Epoch 0: |          | 7301/? [54:16<00:00,  2.24it/s]
Epoch 0: |          | 7302/? [54:17<00:00,  2.24it/s]
Epoch 0: |          | 7302/? [54:17<00:00,  2.24it/s]
Epoch 0: |          | 7303/? [54:17<00:00,  2.24it/s]
Epoch 0: |          | 7303/? [54:17<00:00,  2.24it/s]
Epoch 0: |          | 7304/? [54:17<00:00,  2.24it/s]
Epoch 0: |          | 7304/? [54:17<00:00,  2.24it/s]
Epoch 0: |          | 7305/? [54:18<00:00,  2.24it/s]
Epoch 0: |          | 7305/? [54:18<00:00,  2.24it/s]
Epoch 0: |          | 7306/? [54:18<00:00,  2.24it/s]
Epoch 0: |          | 7306/? [54:18<00:00,  2.24it/s]
Epoch 0: |          | 7307/? [54:18<00:00,  2.24it/s]
Epoch 0: |          | 7307/? [54:18<00:00,  2.24it/s]
Epoch 0: |          | 7308/? [54:19<00:00,  2.24it/s]
Epoch 0: |          | 7308/? [54:19<00:00,  2.24it/s]
Epoch 0: |          | 7309/? [54:19<00:00,  2.24it/s]
Epoch 0: |          | 7309/? [54:19<00:00,  2.24it/s]
Epoch 0: |          | 7310/? [54:19<00:00,  2.24it/s]
Epoch 0: |          | 7310/? [54:19<00:00,  2.24it/s]
Epoch 0: |          | 7311/? [54:20<00:00,  2.24it/s]
Epoch 0: |          | 7311/? [54:20<00:00,  2.24it/s]
Epoch 0: |          | 7312/? [54:20<00:00,  2.24it/s]
Epoch 0: |          | 7312/? [54:20<00:00,  2.24it/s]
Epoch 0: |          | 7313/? [54:20<00:00,  2.24it/s]
Epoch 0: |          | 7313/? [54:20<00:00,  2.24it/s]
Epoch 0: |          | 7314/? [54:21<00:00,  2.24it/s]
Epoch 0: |          | 7314/? [54:21<00:00,  2.24it/s]
Epoch 0: |          | 7315/? [54:21<00:00,  2.24it/s]
Epoch 0: |          | 7315/? [54:21<00:00,  2.24it/s]
Epoch 0: |          | 7316/? [54:21<00:00,  2.24it/s]
Epoch 0: |          | 7316/? [54:21<00:00,  2.24it/s]
Epoch 0: |          | 7317/? [54:22<00:00,  2.24it/s]
Epoch 0: |          | 7317/? [54:22<00:00,  2.24it/s]
Epoch 0: |          | 7318/? [54:22<00:00,  2.24it/s]
Epoch 0: |          | 7318/? [54:22<00:00,  2.24it/s]
Epoch 0: |          | 7319/? [54:22<00:00,  2.24it/s]
Epoch 0: |          | 7319/? [54:22<00:00,  2.24it/s]
Epoch 0: |          | 7320/? [54:23<00:00,  2.24it/s]
Epoch 0: |          | 7320/? [54:23<00:00,  2.24it/s]
Epoch 0: |          | 7321/? [54:23<00:00,  2.24it/s]
Epoch 0: |          | 7321/? [54:23<00:00,  2.24it/s]
Epoch 0: |          | 7322/? [54:23<00:00,  2.24it/s]
Epoch 0: |          | 7322/? [54:23<00:00,  2.24it/s]
Epoch 0: |          | 7323/? [54:24<00:00,  2.24it/s]
Epoch 0: |          | 7323/? [54:24<00:00,  2.24it/s]
Epoch 0: |          | 7324/? [54:24<00:00,  2.24it/s]
Epoch 0: |          | 7324/? [54:24<00:00,  2.24it/s]
Epoch 0: |          | 7325/? [54:24<00:00,  2.24it/s]
Epoch 0: |          | 7325/? [54:24<00:00,  2.24it/s]
Epoch 0: |          | 7326/? [54:25<00:00,  2.24it/s]
Epoch 0: |          | 7326/? [54:25<00:00,  2.24it/s]
Epoch 0: |          | 7327/? [54:25<00:00,  2.24it/s]
Epoch 0: |          | 7327/? [54:25<00:00,  2.24it/s]
Epoch 0: |          | 7328/? [54:25<00:00,  2.24it/s]
Epoch 0: |          | 7328/? [54:25<00:00,  2.24it/s]
Epoch 0: |          | 7329/? [54:26<00:00,  2.24it/s]
Epoch 0: |          | 7329/? [54:26<00:00,  2.24it/s]
Epoch 0: |          | 7330/? [54:26<00:00,  2.24it/s]
Epoch 0: |          | 7330/? [54:26<00:00,  2.24it/s]
Epoch 0: |          | 7331/? [54:26<00:00,  2.24it/s]
Epoch 0: |          | 7331/? [54:26<00:00,  2.24it/s]
Epoch 0: |          | 7332/? [54:27<00:00,  2.24it/s]
Epoch 0: |          | 7332/? [54:27<00:00,  2.24it/s]
Epoch 0: |          | 7333/? [54:27<00:00,  2.24it/s]
Epoch 0: |          | 7333/? [54:27<00:00,  2.24it/s]
Epoch 0: |          | 7334/? [54:28<00:00,  2.24it/s]
Epoch 0: |          | 7334/? [54:28<00:00,  2.24it/s]
Epoch 0: |          | 7335/? [54:28<00:00,  2.24it/s]
Epoch 0: |          | 7335/? [54:28<00:00,  2.24it/s]
Epoch 0: |          | 7336/? [54:28<00:00,  2.24it/s]
Epoch 0: |          | 7336/? [54:28<00:00,  2.24it/s]
Epoch 0: |          | 7337/? [54:29<00:00,  2.24it/s]
Epoch 0: |          | 7337/? [54:29<00:00,  2.24it/s]
Epoch 0: |          | 7338/? [54:29<00:00,  2.24it/s]
Epoch 0: |          | 7338/? [54:29<00:00,  2.24it/s]
Epoch 0: |          | 7339/? [54:29<00:00,  2.24it/s]
Epoch 0: |          | 7339/? [54:29<00:00,  2.24it/s]
Epoch 0: |          | 7340/? [54:30<00:00,  2.24it/s]
Epoch 0: |          | 7340/? [54:30<00:00,  2.24it/s]
Epoch 0: |          | 7341/? [54:30<00:00,  2.24it/s]
Epoch 0: |          | 7341/? [54:30<00:00,  2.24it/s]
Epoch 0: |          | 7342/? [54:30<00:00,  2.24it/s]
Epoch 0: |          | 7342/? [54:30<00:00,  2.24it/s]
Epoch 0: |          | 7343/? [54:31<00:00,  2.24it/s]
Epoch 0: |          | 7343/? [54:31<00:00,  2.24it/s]
Epoch 0: |          | 7344/? [54:31<00:00,  2.24it/s]
Epoch 0: |          | 7344/? [54:31<00:00,  2.24it/s]
Epoch 0: |          | 7345/? [54:31<00:00,  2.24it/s]
Epoch 0: |          | 7345/? [54:31<00:00,  2.24it/s]
Epoch 0: |          | 7346/? [54:32<00:00,  2.24it/s]
Epoch 0: |          | 7346/? [54:32<00:00,  2.24it/s]
Epoch 0: |          | 7347/? [54:32<00:00,  2.25it/s]
Epoch 0: |          | 7347/? [54:32<00:00,  2.25it/s]
Epoch 0: |          | 7348/? [54:32<00:00,  2.25it/s]
Epoch 0: |          | 7348/? [54:32<00:00,  2.25it/s]
Epoch 0: |          | 7349/? [54:33<00:00,  2.25it/s]
Epoch 0: |          | 7349/? [54:33<00:00,  2.25it/s]
Epoch 0: |          | 7350/? [54:33<00:00,  2.25it/s]
Epoch 0: |          | 7350/? [54:33<00:00,  2.25it/s]
Epoch 0: |          | 7351/? [54:33<00:00,  2.25it/s]
Epoch 0: |          | 7351/? [54:33<00:00,  2.25it/s]
Epoch 0: |          | 7352/? [54:34<00:00,  2.25it/s]
Epoch 0: |          | 7352/? [54:34<00:00,  2.25it/s]
Epoch 0: |          | 7353/? [54:34<00:00,  2.25it/s]
Epoch 0: |          | 7353/? [54:34<00:00,  2.25it/s]
Epoch 0: |          | 7354/? [54:34<00:00,  2.25it/s]
Epoch 0: |          | 7354/? [54:34<00:00,  2.25it/s]
Epoch 0: |          | 7355/? [54:35<00:00,  2.25it/s]
Epoch 0: |          | 7355/? [54:35<00:00,  2.25it/s]
Epoch 0: |          | 7356/? [54:35<00:00,  2.25it/s]
Epoch 0: |          | 7356/? [54:35<00:00,  2.25it/s]
Epoch 0: |          | 7357/? [54:36<00:00,  2.25it/s]
Epoch 0: |          | 7357/? [54:36<00:00,  2.25it/s]
Epoch 0: |          | 7358/? [54:36<00:00,  2.25it/s]
Epoch 0: |          | 7358/? [54:36<00:00,  2.25it/s]
Epoch 0: |          | 7359/? [54:36<00:00,  2.25it/s]
Epoch 0: |          | 7359/? [54:36<00:00,  2.25it/s]
Epoch 0: |          | 7360/? [54:37<00:00,  2.25it/s]
Epoch 0: |          | 7360/? [54:37<00:00,  2.25it/s]
Epoch 0: |          | 7361/? [54:37<00:00,  2.25it/s]
Epoch 0: |          | 7361/? [54:37<00:00,  2.25it/s]
Epoch 0: |          | 7362/? [54:37<00:00,  2.25it/s]
Epoch 0: |          | 7362/? [54:37<00:00,  2.25it/s]
Epoch 0: |          | 7363/? [54:38<00:00,  2.25it/s]
Epoch 0: |          | 7363/? [54:38<00:00,  2.25it/s]
Epoch 0: |          | 7364/? [54:38<00:00,  2.25it/s]
Epoch 0: |          | 7364/? [54:38<00:00,  2.25it/s]
Epoch 0: |          | 7365/? [54:38<00:00,  2.25it/s]
Epoch 0: |          | 7365/? [54:38<00:00,  2.25it/s]
Epoch 0: |          | 7366/? [54:39<00:00,  2.25it/s]
Epoch 0: |          | 7366/? [54:39<00:00,  2.25it/s]
Epoch 0: |          | 7367/? [54:39<00:00,  2.25it/s]
Epoch 0: |          | 7367/? [54:39<00:00,  2.25it/s]
Epoch 0: |          | 7368/? [54:39<00:00,  2.25it/s]
Epoch 0: |          | 7368/? [54:39<00:00,  2.25it/s]
Epoch 0: |          | 7369/? [54:40<00:00,  2.25it/s]
Epoch 0: |          | 7369/? [54:40<00:00,  2.25it/s]
Epoch 0: |          | 7370/? [54:40<00:00,  2.25it/s]
Epoch 0: |          | 7370/? [54:40<00:00,  2.25it/s]
Epoch 0: |          | 7371/? [54:41<00:00,  2.25it/s]
Epoch 0: |          | 7371/? [54:41<00:00,  2.25it/s]
Epoch 0: |          | 7372/? [54:41<00:00,  2.25it/s]
Epoch 0: |          | 7372/? [54:41<00:00,  2.25it/s]
Epoch 0: |          | 7373/? [54:41<00:00,  2.25it/s]
Epoch 0: |          | 7373/? [54:41<00:00,  2.25it/s]
Epoch 0: |          | 7374/? [54:42<00:00,  2.25it/s]
Epoch 0: |          | 7374/? [54:42<00:00,  2.25it/s]
Epoch 0: |          | 7375/? [54:42<00:00,  2.25it/s]
Epoch 0: |          | 7375/? [54:42<00:00,  2.25it/s]
Epoch 0: |          | 7376/? [54:42<00:00,  2.25it/s]
Epoch 0: |          | 7376/? [54:42<00:00,  2.25it/s]
Epoch 0: |          | 7377/? [54:43<00:00,  2.25it/s]
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Epoch 0: |          | 7378/? [54:43<00:00,  2.25it/s]
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Epoch 0: |          | 7379/? [54:43<00:00,  2.25it/s]
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Epoch 0: |          | 7380/? [54:44<00:00,  2.25it/s]
Epoch 0: |          | 7380/? [54:44<00:00,  2.25it/s]
Epoch 0: |          | 7381/? [54:44<00:00,  2.25it/s]
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Epoch 0: |          | 7382/? [54:45<00:00,  2.25it/s]
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Epoch 0: |          | 7383/? [54:45<00:00,  2.25it/s]
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Epoch 0: |          | 7384/? [54:45<00:00,  2.25it/s]
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Epoch 0: |          | 7388/? [54:47<00:00,  2.25it/s]
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Epoch 0: |          | 7389/? [54:47<00:00,  2.25it/s]
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Epoch 0: |          | 7390/? [54:47<00:00,  2.25it/s]
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Epoch 0: |          | 7391/? [54:48<00:00,  2.25it/s]
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Epoch 0: |          | 7392/? [54:48<00:00,  2.25it/s]
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Epoch 0: |          | 7393/? [54:48<00:00,  2.25it/s]
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Epoch 0: |          | 7394/? [54:49<00:00,  2.25it/s]
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Epoch 0: |          | 7395/? [54:49<00:00,  2.25it/s]
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Epoch 0: |          | 7396/? [54:49<00:00,  2.25it/s]
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Epoch 0: |          | 7397/? [54:50<00:00,  2.25it/s]
Epoch 0: |          | 7397/? [54:50<00:00,  2.25it/s]
Epoch 0: |          | 7398/? [54:50<00:00,  2.25it/s]
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Epoch 0: |          | 7399/? [54:51<00:00,  2.25it/s]
Epoch 0: |          | 7399/? [54:51<00:00,  2.25it/s]
Epoch 0: |          | 7400/? [54:51<00:00,  2.25it/s]
Epoch 0: |          | 7400/? [54:51<00:00,  2.25it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 10.80it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.28it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.13it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.05it/s][A
[A
Epoch 0: |          | 7400/? [54:51<00:00,  2.25it/s]
Epoch 0: |          | 7401/? [54:52<00:00,  2.25it/s]
Epoch 0: |          | 7401/? [54:52<00:00,  2.25it/s]
Epoch 0: |          | 7402/? [54:52<00:00,  2.25it/s]
Epoch 0: |          | 7402/? [54:52<00:00,  2.25it/s]
Epoch 0: |          | 7403/? [54:52<00:00,  2.25it/s]
Epoch 0: |          | 7403/? [54:52<00:00,  2.25it/s]
Epoch 0: |          | 7404/? [54:53<00:00,  2.25it/s]
Epoch 0: |          | 7404/? [54:53<00:00,  2.25it/s]
Epoch 0: |          | 7405/? [54:53<00:00,  2.25it/s]
Epoch 0: |          | 7405/? [54:53<00:00,  2.25it/s]
Epoch 0: |          | 7406/? [54:53<00:00,  2.25it/s]
Epoch 0: |          | 7406/? [54:53<00:00,  2.25it/s]
Epoch 0: |          | 7407/? [54:54<00:00,  2.25it/s]
Epoch 0: |          | 7407/? [54:54<00:00,  2.25it/s]
Epoch 0: |          | 7408/? [54:54<00:00,  2.25it/s]
Epoch 0: |          | 7408/? [54:54<00:00,  2.25it/s]
Epoch 0: |          | 7409/? [54:55<00:00,  2.25it/s]
Epoch 0: |          | 7409/? [54:55<00:00,  2.25it/s]
Epoch 0: |          | 7410/? [54:55<00:00,  2.25it/s]
Epoch 0: |          | 7410/? [54:55<00:00,  2.25it/s]
Epoch 0: |          | 7411/? [54:55<00:00,  2.25it/s]
Epoch 0: |          | 7411/? [54:55<00:00,  2.25it/s]
Epoch 0: |          | 7412/? [54:56<00:00,  2.25it/s]
Epoch 0: |          | 7412/? [54:56<00:00,  2.25it/s]
Epoch 0: |          | 7413/? [54:56<00:00,  2.25it/s]
Epoch 0: |          | 7413/? [54:56<00:00,  2.25it/s]
Epoch 0: |          | 7414/? [54:56<00:00,  2.25it/s]
Epoch 0: |          | 7414/? [54:56<00:00,  2.25it/s]
Epoch 0: |          | 7415/? [54:57<00:00,  2.25it/s]
Epoch 0: |          | 7415/? [54:57<00:00,  2.25it/s]
Epoch 0: |          | 7416/? [54:57<00:00,  2.25it/s]
Epoch 0: |          | 7416/? [54:57<00:00,  2.25it/s]
Epoch 0: |          | 7417/? [54:57<00:00,  2.25it/s]
Epoch 0: |          | 7417/? [54:57<00:00,  2.25it/s]
Epoch 0: |          | 7418/? [54:58<00:00,  2.25it/s]
Epoch 0: |          | 7418/? [54:58<00:00,  2.25it/s]
Epoch 0: |          | 7419/? [54:58<00:00,  2.25it/s]
Epoch 0: |          | 7419/? [54:58<00:00,  2.25it/s]
Epoch 0: |          | 7420/? [54:58<00:00,  2.25it/s]
Epoch 0: |          | 7420/? [54:58<00:00,  2.25it/s]
Epoch 0: |          | 7421/? [54:59<00:00,  2.25it/s]
Epoch 0: |          | 7421/? [54:59<00:00,  2.25it/s]
Epoch 0: |          | 7422/? [54:59<00:00,  2.25it/s]
Epoch 0: |          | 7422/? [54:59<00:00,  2.25it/s]
Epoch 0: |          | 7423/? [54:59<00:00,  2.25it/s]
Epoch 0: |          | 7423/? [54:59<00:00,  2.25it/s]
Epoch 0: |          | 7424/? [55:00<00:00,  2.25it/s]
Epoch 0: |          | 7424/? [55:00<00:00,  2.25it/s]
Epoch 0: |          | 7425/? [55:00<00:00,  2.25it/s]
Epoch 0: |          | 7425/? [55:00<00:00,  2.25it/s]
Epoch 0: |          | 7426/? [55:00<00:00,  2.25it/s]
Epoch 0: |          | 7426/? [55:00<00:00,  2.25it/s]
Epoch 0: |          | 7427/? [55:01<00:00,  2.25it/s]
Epoch 0: |          | 7427/? [55:01<00:00,  2.25it/s]
Epoch 0: |          | 7428/? [55:01<00:00,  2.25it/s]
Epoch 0: |          | 7428/? [55:01<00:00,  2.25it/s]
Epoch 0: |          | 7429/? [55:01<00:00,  2.25it/s]
Epoch 0: |          | 7429/? [55:01<00:00,  2.25it/s]
Epoch 0: |          | 7430/? [55:02<00:00,  2.25it/s]
Epoch 0: |          | 7430/? [55:02<00:00,  2.25it/s]
Epoch 0: |          | 7431/? [55:02<00:00,  2.25it/s]
Epoch 0: |          | 7431/? [55:02<00:00,  2.25it/s]
Epoch 0: |          | 7432/? [55:02<00:00,  2.25it/s]
Epoch 0: |          | 7432/? [55:02<00:00,  2.25it/s]
Epoch 0: |          | 7433/? [55:03<00:00,  2.25it/s]
Epoch 0: |          | 7433/? [55:03<00:00,  2.25it/s]
Epoch 0: |          | 7434/? [55:03<00:00,  2.25it/s]
Epoch 0: |          | 7434/? [55:03<00:00,  2.25it/s]
Epoch 0: |          | 7435/? [55:04<00:00,  2.25it/s]
Epoch 0: |          | 7435/? [55:04<00:00,  2.25it/s]
Epoch 0: |          | 7436/? [55:04<00:00,  2.25it/s]
Epoch 0: |          | 7436/? [55:04<00:00,  2.25it/s]
Epoch 0: |          | 7437/? [55:04<00:00,  2.25it/s]
Epoch 0: |          | 7437/? [55:04<00:00,  2.25it/s]
Epoch 0: |          | 7438/? [55:05<00:00,  2.25it/s]
Epoch 0: |          | 7438/? [55:05<00:00,  2.25it/s]
Epoch 0: |          | 7439/? [55:05<00:00,  2.25it/s]
Epoch 0: |          | 7439/? [55:05<00:00,  2.25it/s]
Epoch 0: |          | 7440/? [55:05<00:00,  2.25it/s]
Epoch 0: |          | 7440/? [55:05<00:00,  2.25it/s]
Epoch 0: |          | 7441/? [55:06<00:00,  2.25it/s]
Epoch 0: |          | 7441/? [55:06<00:00,  2.25it/s]
Epoch 0: |          | 7442/? [55:06<00:00,  2.25it/s]
Epoch 0: |          | 7442/? [55:06<00:00,  2.25it/s]
Epoch 0: |          | 7443/? [55:06<00:00,  2.25it/s]
Epoch 0: |          | 7443/? [55:06<00:00,  2.25it/s]
Epoch 0: |          | 7444/? [55:07<00:00,  2.25it/s]
Epoch 0: |          | 7444/? [55:07<00:00,  2.25it/s]
Epoch 0: |          | 7445/? [55:07<00:00,  2.25it/s]
Epoch 0: |          | 7445/? [55:07<00:00,  2.25it/s]
Epoch 0: |          | 7446/? [55:07<00:00,  2.25it/s]
Epoch 0: |          | 7446/? [55:07<00:00,  2.25it/s]
Epoch 0: |          | 7447/? [55:08<00:00,  2.25it/s]
Epoch 0: |          | 7447/? [55:08<00:00,  2.25it/s]
Epoch 0: |          | 7448/? [55:08<00:00,  2.25it/s]
Epoch 0: |          | 7448/? [55:08<00:00,  2.25it/s]
Epoch 0: |          | 7449/? [55:08<00:00,  2.25it/s]
Epoch 0: |          | 7449/? [55:08<00:00,  2.25it/s]
Epoch 0: |          | 7450/? [55:09<00:00,  2.25it/s]
Epoch 0: |          | 7450/? [55:09<00:00,  2.25it/s]
Epoch 0: |          | 7451/? [55:09<00:00,  2.25it/s]
Epoch 0: |          | 7451/? [55:09<00:00,  2.25it/s]
Epoch 0: |          | 7452/? [55:09<00:00,  2.25it/s]
Epoch 0: |          | 7452/? [55:09<00:00,  2.25it/s]
Epoch 0: |          | 7453/? [55:10<00:00,  2.25it/s]
Epoch 0: |          | 7453/? [55:10<00:00,  2.25it/s]
Epoch 0: |          | 7454/? [55:10<00:00,  2.25it/s]
Epoch 0: |          | 7454/? [55:10<00:00,  2.25it/s]
Epoch 0: |          | 7455/? [55:10<00:00,  2.25it/s]
Epoch 0: |          | 7455/? [55:10<00:00,  2.25it/s]
Epoch 0: |          | 7456/? [55:11<00:00,  2.25it/s]
Epoch 0: |          | 7456/? [55:11<00:00,  2.25it/s]
Epoch 0: |          | 7457/? [55:11<00:00,  2.25it/s]
Epoch 0: |          | 7457/? [55:11<00:00,  2.25it/s]
Epoch 0: |          | 7458/? [55:11<00:00,  2.25it/s]
Epoch 0: |          | 7458/? [55:11<00:00,  2.25it/s]
Epoch 0: |          | 7459/? [55:12<00:00,  2.25it/s]
Epoch 0: |          | 7459/? [55:12<00:00,  2.25it/s]
Epoch 0: |          | 7460/? [55:12<00:00,  2.25it/s]
Epoch 0: |          | 7460/? [55:12<00:00,  2.25it/s]
Epoch 0: |          | 7461/? [55:12<00:00,  2.25it/s]
Epoch 0: |          | 7461/? [55:12<00:00,  2.25it/s]
Epoch 0: |          | 7462/? [55:13<00:00,  2.25it/s]
Epoch 0: |          | 7462/? [55:13<00:00,  2.25it/s]
Epoch 0: |          | 7463/? [55:13<00:00,  2.25it/s]
Epoch 0: |          | 7463/? [55:13<00:00,  2.25it/s]
Epoch 0: |          | 7464/? [55:13<00:00,  2.25it/s]
Epoch 0: |          | 7464/? [55:13<00:00,  2.25it/s]
Epoch 0: |          | 7465/? [55:14<00:00,  2.25it/s]
Epoch 0: |          | 7465/? [55:14<00:00,  2.25it/s]
Epoch 0: |          | 7466/? [55:14<00:00,  2.25it/s]
Epoch 0: |          | 7466/? [55:14<00:00,  2.25it/s]
Epoch 0: |          | 7467/? [55:14<00:00,  2.25it/s]
Epoch 0: |          | 7467/? [55:14<00:00,  2.25it/s]
Epoch 0: |          | 7468/? [55:15<00:00,  2.25it/s]
Epoch 0: |          | 7468/? [55:15<00:00,  2.25it/s]
Epoch 0: |          | 7469/? [55:15<00:00,  2.25it/s]
Epoch 0: |          | 7469/? [55:15<00:00,  2.25it/s]
Epoch 0: |          | 7470/? [55:16<00:00,  2.25it/s]
Epoch 0: |          | 7470/? [55:16<00:00,  2.25it/s]
Epoch 0: |          | 7471/? [55:16<00:00,  2.25it/s]
Epoch 0: |          | 7471/? [55:16<00:00,  2.25it/s]
Epoch 0: |          | 7472/? [55:16<00:00,  2.25it/s]
Epoch 0: |          | 7472/? [55:16<00:00,  2.25it/s]
Epoch 0: |          | 7473/? [55:17<00:00,  2.25it/s]
Epoch 0: |          | 7473/? [55:17<00:00,  2.25it/s]
Epoch 0: |          | 7474/? [55:17<00:00,  2.25it/s]
Epoch 0: |          | 7474/? [55:17<00:00,  2.25it/s]
Epoch 0: |          | 7475/? [55:17<00:00,  2.25it/s]
Epoch 0: |          | 7475/? [55:17<00:00,  2.25it/s]
Epoch 0: |          | 7476/? [55:18<00:00,  2.25it/s]
Epoch 0: |          | 7476/? [55:18<00:00,  2.25it/s]
Epoch 0: |          | 7477/? [55:18<00:00,  2.25it/s]
Epoch 0: |          | 7477/? [55:18<00:00,  2.25it/s]
Epoch 0: |          | 7478/? [55:18<00:00,  2.25it/s]
Epoch 0: |          | 7478/? [55:18<00:00,  2.25it/s]
Epoch 0: |          | 7479/? [55:19<00:00,  2.25it/s]
Epoch 0: |          | 7479/? [55:19<00:00,  2.25it/s]
Epoch 0: |          | 7480/? [55:19<00:00,  2.25it/s]
Epoch 0: |          | 7480/? [55:19<00:00,  2.25it/s]
Epoch 0: |          | 7481/? [55:19<00:00,  2.25it/s]
Epoch 0: |          | 7481/? [55:19<00:00,  2.25it/s]
Epoch 0: |          | 7482/? [55:20<00:00,  2.25it/s]
Epoch 0: |          | 7482/? [55:20<00:00,  2.25it/s]
Epoch 0: |          | 7483/? [55:20<00:00,  2.25it/s]
Epoch 0: |          | 7483/? [55:20<00:00,  2.25it/s]
Epoch 0: |          | 7484/? [55:20<00:00,  2.25it/s]
Epoch 0: |          | 7484/? [55:20<00:00,  2.25it/s]
Epoch 0: |          | 7485/? [55:21<00:00,  2.25it/s]
Epoch 0: |          | 7485/? [55:21<00:00,  2.25it/s]
Epoch 0: |          | 7486/? [55:21<00:00,  2.25it/s]
Epoch 0: |          | 7486/? [55:21<00:00,  2.25it/s]
Epoch 0: |          | 7487/? [55:21<00:00,  2.25it/s]
Epoch 0: |          | 7487/? [55:21<00:00,  2.25it/s]
Epoch 0: |          | 7488/? [55:22<00:00,  2.25it/s]
Epoch 0: |          | 7488/? [55:22<00:00,  2.25it/s]
Epoch 0: |          | 7489/? [55:22<00:00,  2.25it/s]
Epoch 0: |          | 7489/? [55:22<00:00,  2.25it/s]
Epoch 0: |          | 7490/? [55:22<00:00,  2.25it/s]
Epoch 0: |          | 7490/? [55:22<00:00,  2.25it/s]
Epoch 0: |          | 7491/? [55:23<00:00,  2.25it/s]
Epoch 0: |          | 7491/? [55:23<00:00,  2.25it/s]
Epoch 0: |          | 7492/? [55:23<00:00,  2.25it/s]
Epoch 0: |          | 7492/? [55:23<00:00,  2.25it/s]
Epoch 0: |          | 7493/? [55:23<00:00,  2.25it/s]
Epoch 0: |          | 7493/? [55:23<00:00,  2.25it/s]
Epoch 0: |          | 7494/? [55:24<00:00,  2.25it/s]
Epoch 0: |          | 7494/? [55:24<00:00,  2.25it/s]
Epoch 0: |          | 7495/? [55:24<00:00,  2.25it/s]
Epoch 0: |          | 7495/? [55:24<00:00,  2.25it/s]
Epoch 0: |          | 7496/? [55:24<00:00,  2.25it/s]
Epoch 0: |          | 7496/? [55:24<00:00,  2.25it/s]
Epoch 0: |          | 7497/? [55:25<00:00,  2.25it/s]
Epoch 0: |          | 7497/? [55:25<00:00,  2.25it/s]
Epoch 0: |          | 7498/? [55:25<00:00,  2.25it/s]
Epoch 0: |          | 7498/? [55:25<00:00,  2.25it/s]
Epoch 0: |          | 7499/? [55:25<00:00,  2.25it/s]
Epoch 0: |          | 7499/? [55:25<00:00,  2.25it/s]
Epoch 0: |          | 7500/? [55:26<00:00,  2.25it/s]
Epoch 0: |          | 7500/? [55:26<00:00,  2.25it/s]
Epoch 0: |          | 7501/? [55:26<00:00,  2.25it/s]
Epoch 0: |          | 7501/? [55:26<00:00,  2.25it/s]
Epoch 0: |          | 7502/? [55:27<00:00,  2.25it/s]
Epoch 0: |          | 7502/? [55:27<00:00,  2.25it/s]
Epoch 0: |          | 7503/? [55:27<00:00,  2.25it/s]
Epoch 0: |          | 7503/? [55:27<00:00,  2.25it/s]
Epoch 0: |          | 7504/? [55:27<00:00,  2.26it/s]
Epoch 0: |          | 7504/? [55:27<00:00,  2.26it/s]
Epoch 0: |          | 7505/? [55:28<00:00,  2.26it/s]
Epoch 0: |          | 7505/? [55:28<00:00,  2.26it/s]
Epoch 0: |          | 7506/? [55:28<00:00,  2.26it/s]
Epoch 0: |          | 7506/? [55:28<00:00,  2.26it/s]
Epoch 0: |          | 7507/? [55:28<00:00,  2.26it/s]
Epoch 0: |          | 7507/? [55:28<00:00,  2.26it/s]
Epoch 0: |          | 7508/? [55:29<00:00,  2.26it/s]
Epoch 0: |          | 7508/? [55:29<00:00,  2.26it/s]
Epoch 0: |          | 7509/? [55:29<00:00,  2.26it/s]
Epoch 0: |          | 7509/? [55:29<00:00,  2.26it/s]
Epoch 0: |          | 7510/? [55:29<00:00,  2.26it/s]
Epoch 0: |          | 7510/? [55:29<00:00,  2.26it/s]
Epoch 0: |          | 7511/? [55:30<00:00,  2.26it/s]
Epoch 0: |          | 7511/? [55:30<00:00,  2.26it/s]
Epoch 0: |          | 7512/? [55:30<00:00,  2.26it/s]
Epoch 0: |          | 7512/? [55:30<00:00,  2.26it/s]
Epoch 0: |          | 7513/? [55:30<00:00,  2.26it/s]
Epoch 0: |          | 7513/? [55:30<00:00,  2.26it/s]
Epoch 0: |          | 7514/? [55:31<00:00,  2.26it/s]
Epoch 0: |          | 7514/? [55:31<00:00,  2.26it/s]
Epoch 0: |          | 7515/? [55:31<00:00,  2.26it/s]
Epoch 0: |          | 7515/? [55:31<00:00,  2.26it/s]
Epoch 0: |          | 7516/? [55:31<00:00,  2.26it/s]
Epoch 0: |          | 7516/? [55:31<00:00,  2.26it/s]
Epoch 0: |          | 7517/? [55:32<00:00,  2.26it/s]
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Epoch 0: |          | 7518/? [55:32<00:00,  2.26it/s]
Epoch 0: |          | 7518/? [55:32<00:00,  2.26it/s]
Epoch 0: |          | 7519/? [55:32<00:00,  2.26it/s]
Epoch 0: |          | 7519/? [55:32<00:00,  2.26it/s]
Epoch 0: |          | 7520/? [55:33<00:00,  2.26it/s]
Epoch 0: |          | 7520/? [55:33<00:00,  2.26it/s]
Epoch 0: |          | 7521/? [55:33<00:00,  2.26it/s]
Epoch 0: |          | 7521/? [55:33<00:00,  2.26it/s]
Epoch 0: |          | 7522/? [55:33<00:00,  2.26it/s]
Epoch 0: |          | 7522/? [55:33<00:00,  2.26it/s]
Epoch 0: |          | 7523/? [55:34<00:00,  2.26it/s]
Epoch 0: |          | 7523/? [55:34<00:00,  2.26it/s]
Epoch 0: |          | 7524/? [55:34<00:00,  2.26it/s]
Epoch 0: |          | 7524/? [55:34<00:00,  2.26it/s]
Epoch 0: |          | 7525/? [55:34<00:00,  2.26it/s]
Epoch 0: |          | 7525/? [55:34<00:00,  2.26it/s]
Epoch 0: |          | 7526/? [55:35<00:00,  2.26it/s]
Epoch 0: |          | 7526/? [55:35<00:00,  2.26it/s]
Epoch 0: |          | 7527/? [55:35<00:00,  2.26it/s]
Epoch 0: |          | 7527/? [55:35<00:00,  2.26it/s]
Epoch 0: |          | 7528/? [55:35<00:00,  2.26it/s]
Epoch 0: |          | 7528/? [55:35<00:00,  2.26it/s]
Epoch 0: |          | 7529/? [55:36<00:00,  2.26it/s]
Epoch 0: |          | 7529/? [55:36<00:00,  2.26it/s]
Epoch 0: |          | 7530/? [55:36<00:00,  2.26it/s]
Epoch 0: |          | 7530/? [55:36<00:00,  2.26it/s]
Epoch 0: |          | 7531/? [55:36<00:00,  2.26it/s]
Epoch 0: |          | 7531/? [55:36<00:00,  2.26it/s]
Epoch 0: |          | 7532/? [55:37<00:00,  2.26it/s]
Epoch 0: |          | 7532/? [55:37<00:00,  2.26it/s]
Epoch 0: |          | 7533/? [55:37<00:00,  2.26it/s]
Epoch 0: |          | 7533/? [55:37<00:00,  2.26it/s]
Epoch 0: |          | 7534/? [55:37<00:00,  2.26it/s]
Epoch 0: |          | 7534/? [55:37<00:00,  2.26it/s]
Epoch 0: |          | 7535/? [55:38<00:00,  2.26it/s]
Epoch 0: |          | 7535/? [55:38<00:00,  2.26it/s]
Epoch 0: |          | 7536/? [55:38<00:00,  2.26it/s]
Epoch 0: |          | 7536/? [55:38<00:00,  2.26it/s]
Epoch 0: |          | 7537/? [55:39<00:00,  2.26it/s]
Epoch 0: |          | 7537/? [55:39<00:00,  2.26it/s]
Epoch 0: |          | 7538/? [55:39<00:00,  2.26it/s]
Epoch 0: |          | 7538/? [55:39<00:00,  2.26it/s]
Epoch 0: |          | 7539/? [55:39<00:00,  2.26it/s]
Epoch 0: |          | 7539/? [55:39<00:00,  2.26it/s]
Epoch 0: |          | 7540/? [55:40<00:00,  2.26it/s]
Epoch 0: |          | 7540/? [55:40<00:00,  2.26it/s]
Epoch 0: |          | 7541/? [55:40<00:00,  2.26it/s]
Epoch 0: |          | 7541/? [55:40<00:00,  2.26it/s]
Epoch 0: |          | 7542/? [55:40<00:00,  2.26it/s]
Epoch 0: |          | 7542/? [55:40<00:00,  2.26it/s]
Epoch 0: |          | 7543/? [55:41<00:00,  2.26it/s]
Epoch 0: |          | 7543/? [55:41<00:00,  2.26it/s]
Epoch 0: |          | 7544/? [55:41<00:00,  2.26it/s]
Epoch 0: |          | 7544/? [55:41<00:00,  2.26it/s]
Epoch 0: |          | 7545/? [55:41<00:00,  2.26it/s]
Epoch 0: |          | 7545/? [55:41<00:00,  2.26it/s]
Epoch 0: |          | 7546/? [55:42<00:00,  2.26it/s]
Epoch 0: |          | 7546/? [55:42<00:00,  2.26it/s]
Epoch 0: |          | 7547/? [55:42<00:00,  2.26it/s]
Epoch 0: |          | 7547/? [55:42<00:00,  2.26it/s]
Epoch 0: |          | 7548/? [55:42<00:00,  2.26it/s]
Epoch 0: |          | 7548/? [55:42<00:00,  2.26it/s]
Epoch 0: |          | 7549/? [55:43<00:00,  2.26it/s]
Epoch 0: |          | 7549/? [55:43<00:00,  2.26it/s]
Epoch 0: |          | 7550/? [55:43<00:00,  2.26it/s]
Epoch 0: |          | 7550/? [55:43<00:00,  2.26it/s]
Epoch 0: |          | 7551/? [55:43<00:00,  2.26it/s]
Epoch 0: |          | 7551/? [55:43<00:00,  2.26it/s]
Epoch 0: |          | 7552/? [55:44<00:00,  2.26it/s]
Epoch 0: |          | 7552/? [55:44<00:00,  2.26it/s]
Epoch 0: |          | 7553/? [55:44<00:00,  2.26it/s]
Epoch 0: |          | 7553/? [55:44<00:00,  2.26it/s]
Epoch 0: |          | 7554/? [55:44<00:00,  2.26it/s]
Epoch 0: |          | 7554/? [55:44<00:00,  2.26it/s]
Epoch 0: |          | 7555/? [55:45<00:00,  2.26it/s]
Epoch 0: |          | 7555/? [55:45<00:00,  2.26it/s]
Epoch 0: |          | 7556/? [55:45<00:00,  2.26it/s]
Epoch 0: |          | 7556/? [55:45<00:00,  2.26it/s]
Epoch 0: |          | 7557/? [55:45<00:00,  2.26it/s]
Epoch 0: |          | 7557/? [55:45<00:00,  2.26it/s]
Epoch 0: |          | 7558/? [55:46<00:00,  2.26it/s]
Epoch 0: |          | 7558/? [55:46<00:00,  2.26it/s]
Epoch 0: |          | 7559/? [55:46<00:00,  2.26it/s]
Epoch 0: |          | 7559/? [55:46<00:00,  2.26it/s]
Epoch 0: |          | 7560/? [55:47<00:00,  2.26it/s]
Epoch 0: |          | 7560/? [55:47<00:00,  2.26it/s]
Epoch 0: |          | 7561/? [55:47<00:00,  2.26it/s]
Epoch 0: |          | 7561/? [55:47<00:00,  2.26it/s]
Epoch 0: |          | 7562/? [55:47<00:00,  2.26it/s]
Epoch 0: |          | 7562/? [55:47<00:00,  2.26it/s]
Epoch 0: |          | 7563/? [55:48<00:00,  2.26it/s]
Epoch 0: |          | 7563/? [55:48<00:00,  2.26it/s]
Epoch 0: |          | 7564/? [55:48<00:00,  2.26it/s]
Epoch 0: |          | 7564/? [55:48<00:00,  2.26it/s]
Epoch 0: |          | 7565/? [55:48<00:00,  2.26it/s]
Epoch 0: |          | 7565/? [55:48<00:00,  2.26it/s]
Epoch 0: |          | 7566/? [55:49<00:00,  2.26it/s]
Epoch 0: |          | 7566/? [55:49<00:00,  2.26it/s]
Epoch 0: |          | 7567/? [55:49<00:00,  2.26it/s]
Epoch 0: |          | 7567/? [55:49<00:00,  2.26it/s]
Epoch 0: |          | 7568/? [55:49<00:00,  2.26it/s]
Epoch 0: |          | 7568/? [55:49<00:00,  2.26it/s]
Epoch 0: |          | 7569/? [55:50<00:00,  2.26it/s]
Epoch 0: |          | 7569/? [55:50<00:00,  2.26it/s]
Epoch 0: |          | 7570/? [55:50<00:00,  2.26it/s]
Epoch 0: |          | 7570/? [55:50<00:00,  2.26it/s]
Epoch 0: |          | 7571/? [55:50<00:00,  2.26it/s]
Epoch 0: |          | 7571/? [55:50<00:00,  2.26it/s]
Epoch 0: |          | 7572/? [55:51<00:00,  2.26it/s]
Epoch 0: |          | 7572/? [55:51<00:00,  2.26it/s]
Epoch 0: |          | 7573/? [55:51<00:00,  2.26it/s]
Epoch 0: |          | 7573/? [55:51<00:00,  2.26it/s]
Epoch 0: |          | 7574/? [55:51<00:00,  2.26it/s]
Epoch 0: |          | 7574/? [55:51<00:00,  2.26it/s]
Epoch 0: |          | 7575/? [55:52<00:00,  2.26it/s]
Epoch 0: |          | 7575/? [55:52<00:00,  2.26it/s]
Epoch 0: |          | 7576/? [55:52<00:00,  2.26it/s]
Epoch 0: |          | 7576/? [55:52<00:00,  2.26it/s]
Epoch 0: |          | 7577/? [55:52<00:00,  2.26it/s]
Epoch 0: |          | 7577/? [55:52<00:00,  2.26it/s]
Epoch 0: |          | 7578/? [55:53<00:00,  2.26it/s]
Epoch 0: |          | 7578/? [55:53<00:00,  2.26it/s]
Epoch 0: |          | 7579/? [55:53<00:00,  2.26it/s]
Epoch 0: |          | 7579/? [55:53<00:00,  2.26it/s]
Epoch 0: |          | 7580/? [55:53<00:00,  2.26it/s]
Epoch 0: |          | 7580/? [55:53<00:00,  2.26it/s]
Epoch 0: |          | 7581/? [55:54<00:00,  2.26it/s]
Epoch 0: |          | 7581/? [55:54<00:00,  2.26it/s]
Epoch 0: |          | 7582/? [55:54<00:00,  2.26it/s]
Epoch 0: |          | 7582/? [55:54<00:00,  2.26it/s]
Epoch 0: |          | 7583/? [55:54<00:00,  2.26it/s]
Epoch 0: |          | 7583/? [55:54<00:00,  2.26it/s]
Epoch 0: |          | 7584/? [55:55<00:00,  2.26it/s]
Epoch 0: |          | 7584/? [55:55<00:00,  2.26it/s]
Epoch 0: |          | 7585/? [55:55<00:00,  2.26it/s]
Epoch 0: |          | 7585/? [55:55<00:00,  2.26it/s]
Epoch 0: |          | 7586/? [55:55<00:00,  2.26it/s]
Epoch 0: |          | 7586/? [55:55<00:00,  2.26it/s]
Epoch 0: |          | 7587/? [55:56<00:00,  2.26it/s]
Epoch 0: |          | 7587/? [55:56<00:00,  2.26it/s]
Epoch 0: |          | 7588/? [55:56<00:00,  2.26it/s]
Epoch 0: |          | 7588/? [55:56<00:00,  2.26it/s]
Epoch 0: |          | 7589/? [55:57<00:00,  2.26it/s]
Epoch 0: |          | 7589/? [55:57<00:00,  2.26it/s]
Epoch 0: |          | 7590/? [55:57<00:00,  2.26it/s]
Epoch 0: |          | 7590/? [55:57<00:00,  2.26it/s]
Epoch 0: |          | 7591/? [55:57<00:00,  2.26it/s]
Epoch 0: |          | 7591/? [55:57<00:00,  2.26it/s]
Epoch 0: |          | 7592/? [55:58<00:00,  2.26it/s]
Epoch 0: |          | 7592/? [55:58<00:00,  2.26it/s]
Epoch 0: |          | 7593/? [55:58<00:00,  2.26it/s]
Epoch 0: |          | 7593/? [55:58<00:00,  2.26it/s]
Epoch 0: |          | 7594/? [55:58<00:00,  2.26it/s]
Epoch 0: |          | 7594/? [55:58<00:00,  2.26it/s]
Epoch 0: |          | 7595/? [55:59<00:00,  2.26it/s]
Epoch 0: |          | 7595/? [55:59<00:00,  2.26it/s]
Epoch 0: |          | 7596/? [55:59<00:00,  2.26it/s]
Epoch 0: |          | 7596/? [55:59<00:00,  2.26it/s]
Epoch 0: |          | 7597/? [55:59<00:00,  2.26it/s]
Epoch 0: |          | 7597/? [55:59<00:00,  2.26it/s]
Epoch 0: |          | 7598/? [56:00<00:00,  2.26it/s]
Epoch 0: |          | 7598/? [56:00<00:00,  2.26it/s]
Epoch 0: |          | 7599/? [56:00<00:00,  2.26it/s]
Epoch 0: |          | 7599/? [56:00<00:00,  2.26it/s]
Epoch 0: |          | 7600/? [56:00<00:00,  2.26it/s]
Epoch 0: |          | 7600/? [56:00<00:00,  2.26it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 10.95it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.24it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.13it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.10it/s][A
[A
Epoch 0: |          | 7600/? [56:01<00:00,  2.26it/s]
Epoch 0: |          | 7601/? [56:01<00:00,  2.26it/s]
Epoch 0: |          | 7601/? [56:01<00:00,  2.26it/s]
Epoch 0: |          | 7602/? [56:01<00:00,  2.26it/s]
Epoch 0: |          | 7602/? [56:01<00:00,  2.26it/s]
Epoch 0: |          | 7603/? [56:02<00:00,  2.26it/s]
Epoch 0: |          | 7603/? [56:02<00:00,  2.26it/s]
Epoch 0: |          | 7604/? [56:02<00:00,  2.26it/s]
Epoch 0: |          | 7604/? [56:02<00:00,  2.26it/s]
Epoch 0: |          | 7605/? [56:02<00:00,  2.26it/s]
Epoch 0: |          | 7605/? [56:02<00:00,  2.26it/s]
Epoch 0: |          | 7606/? [56:03<00:00,  2.26it/s]
Epoch 0: |          | 7606/? [56:03<00:00,  2.26it/s]
Epoch 0: |          | 7607/? [56:03<00:00,  2.26it/s]
Epoch 0: |          | 7607/? [56:03<00:00,  2.26it/s]
Epoch 0: |          | 7608/? [56:04<00:00,  2.26it/s]
Epoch 0: |          | 7608/? [56:04<00:00,  2.26it/s]
Epoch 0: |          | 7609/? [56:04<00:00,  2.26it/s]
Epoch 0: |          | 7609/? [56:04<00:00,  2.26it/s]
Epoch 0: |          | 7610/? [56:04<00:00,  2.26it/s]
Epoch 0: |          | 7610/? [56:04<00:00,  2.26it/s]
Epoch 0: |          | 7611/? [56:05<00:00,  2.26it/s]
Epoch 0: |          | 7611/? [56:05<00:00,  2.26it/s]
Epoch 0: |          | 7612/? [56:05<00:00,  2.26it/s]
Epoch 0: |          | 7612/? [56:05<00:00,  2.26it/s]
Epoch 0: |          | 7613/? [56:05<00:00,  2.26it/s]
Epoch 0: |          | 7613/? [56:05<00:00,  2.26it/s]
Epoch 0: |          | 7614/? [56:06<00:00,  2.26it/s]
Epoch 0: |          | 7614/? [56:06<00:00,  2.26it/s]
Epoch 0: |          | 7615/? [56:06<00:00,  2.26it/s]
Epoch 0: |          | 7615/? [56:06<00:00,  2.26it/s]
Epoch 0: |          | 7616/? [56:06<00:00,  2.26it/s]
Epoch 0: |          | 7616/? [56:06<00:00,  2.26it/s]
Epoch 0: |          | 7617/? [56:07<00:00,  2.26it/s]
Epoch 0: |          | 7617/? [56:07<00:00,  2.26it/s]
Epoch 0: |          | 7618/? [56:07<00:00,  2.26it/s]
Epoch 0: |          | 7618/? [56:07<00:00,  2.26it/s]
Epoch 0: |          | 7619/? [56:07<00:00,  2.26it/s]
Epoch 0: |          | 7619/? [56:07<00:00,  2.26it/s]
Epoch 0: |          | 7620/? [56:08<00:00,  2.26it/s]
Epoch 0: |          | 7620/? [56:08<00:00,  2.26it/s]
Epoch 0: |          | 7621/? [56:08<00:00,  2.26it/s]
Epoch 0: |          | 7621/? [56:08<00:00,  2.26it/s]
Epoch 0: |          | 7622/? [56:08<00:00,  2.26it/s]
Epoch 0: |          | 7622/? [56:08<00:00,  2.26it/s]
Epoch 0: |          | 7623/? [56:09<00:00,  2.26it/s]
Epoch 0: |          | 7623/? [56:09<00:00,  2.26it/s]
Epoch 0: |          | 7624/? [56:09<00:00,  2.26it/s]
Epoch 0: |          | 7624/? [56:09<00:00,  2.26it/s]
Epoch 0: |          | 7625/? [56:09<00:00,  2.26it/s]
Epoch 0: |          | 7625/? [56:09<00:00,  2.26it/s]
Epoch 0: |          | 7626/? [56:10<00:00,  2.26it/s]
Epoch 0: |          | 7626/? [56:10<00:00,  2.26it/s]
Epoch 0: |          | 7627/? [56:10<00:00,  2.26it/s]
Epoch 0: |          | 7627/? [56:10<00:00,  2.26it/s]
Epoch 0: |          | 7628/? [56:10<00:00,  2.26it/s]
Epoch 0: |          | 7628/? [56:10<00:00,  2.26it/s]
Epoch 0: |          | 7629/? [56:11<00:00,  2.26it/s]
Epoch 0: |          | 7629/? [56:11<00:00,  2.26it/s]
Epoch 0: |          | 7630/? [56:11<00:00,  2.26it/s]
Epoch 0: |          | 7630/? [56:11<00:00,  2.26it/s]
Epoch 0: |          | 7631/? [56:11<00:00,  2.26it/s]
Epoch 0: |          | 7631/? [56:11<00:00,  2.26it/s]
Epoch 0: |          | 7632/? [56:12<00:00,  2.26it/s]
Epoch 0: |          | 7632/? [56:12<00:00,  2.26it/s]
Epoch 0: |          | 7633/? [56:12<00:00,  2.26it/s]
Epoch 0: |          | 7633/? [56:12<00:00,  2.26it/s]
Epoch 0: |          | 7634/? [56:12<00:00,  2.26it/s]
Epoch 0: |          | 7634/? [56:12<00:00,  2.26it/s]
Epoch 0: |          | 7635/? [56:13<00:00,  2.26it/s]
Epoch 0: |          | 7635/? [56:13<00:00,  2.26it/s]
Epoch 0: |          | 7636/? [56:13<00:00,  2.26it/s]
Epoch 0: |          | 7636/? [56:13<00:00,  2.26it/s]
Epoch 0: |          | 7637/? [56:13<00:00,  2.26it/s]
Epoch 0: |          | 7637/? [56:13<00:00,  2.26it/s]
Epoch 0: |          | 7638/? [56:14<00:00,  2.26it/s]
Epoch 0: |          | 7638/? [56:14<00:00,  2.26it/s]
Epoch 0: |          | 7639/? [56:14<00:00,  2.26it/s]
Epoch 0: |          | 7639/? [56:14<00:00,  2.26it/s]
Epoch 0: |          | 7640/? [56:14<00:00,  2.26it/s]
Epoch 0: |          | 7640/? [56:14<00:00,  2.26it/s]
Epoch 0: |          | 7641/? [56:15<00:00,  2.26it/s]
Epoch 0: |          | 7641/? [56:15<00:00,  2.26it/s]
Epoch 0: |          | 7642/? [56:15<00:00,  2.26it/s]
Epoch 0: |          | 7642/? [56:15<00:00,  2.26it/s]
Epoch 0: |          | 7643/? [56:15<00:00,  2.26it/s]
Epoch 0: |          | 7643/? [56:15<00:00,  2.26it/s]
Epoch 0: |          | 7644/? [56:16<00:00,  2.26it/s]
Epoch 0: |          | 7644/? [56:16<00:00,  2.26it/s]
Epoch 0: |          | 7645/? [56:16<00:00,  2.26it/s]
Epoch 0: |          | 7645/? [56:16<00:00,  2.26it/s]
Epoch 0: |          | 7646/? [56:17<00:00,  2.26it/s]
Epoch 0: |          | 7646/? [56:17<00:00,  2.26it/s]
Epoch 0: |          | 7647/? [56:17<00:00,  2.26it/s]
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Epoch 0: |          | 7689/? [56:31<00:00,  2.27it/s]
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Epoch 0: |          | 7691/? [56:32<00:00,  2.27it/s]
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Epoch 0: |          | 7694/? [56:33<00:00,  2.27it/s]
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Epoch 0: |          | 7695/? [56:33<00:00,  2.27it/s]
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Epoch 0: |          | 7697/? [56:34<00:00,  2.27it/s]
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Epoch 0: |          | 7698/? [56:35<00:00,  2.27it/s]
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Epoch 0: |          | 7708/? [56:38<00:00,  2.27it/s]
Epoch 0: |          | 7709/? [56:38<00:00,  2.27it/s]
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Epoch 0: |          | 7711/? [56:39<00:00,  2.27it/s]
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Epoch 0: |          | 7712/? [56:39<00:00,  2.27it/s]
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Epoch 0: |          | 7713/? [56:40<00:00,  2.27it/s]
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Epoch 0: |          | 7714/? [56:40<00:00,  2.27it/s]
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Epoch 0: |          | 7715/? [56:40<00:00,  2.27it/s]
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Epoch 0: |          | 7716/? [56:41<00:00,  2.27it/s]
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Epoch 0: |          | 7717/? [56:41<00:00,  2.27it/s]
Epoch 0: |          | 7717/? [56:41<00:00,  2.27it/s]
Epoch 0: |          | 7718/? [56:41<00:00,  2.27it/s]
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Epoch 0: |          | 7719/? [56:42<00:00,  2.27it/s]
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Epoch 0: |          | 7720/? [56:42<00:00,  2.27it/s]
Epoch 0: |          | 7720/? [56:42<00:00,  2.27it/s]
Epoch 0: |          | 7721/? [56:42<00:00,  2.27it/s]
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Epoch 0: |          | 7722/? [56:43<00:00,  2.27it/s]
Epoch 0: |          | 7722/? [56:43<00:00,  2.27it/s]
Epoch 0: |          | 7723/? [56:43<00:00,  2.27it/s]
Epoch 0: |          | 7723/? [56:43<00:00,  2.27it/s]
Epoch 0: |          | 7724/? [56:43<00:00,  2.27it/s]
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Epoch 0: |          | 7725/? [56:44<00:00,  2.27it/s]
Epoch 0: |          | 7725/? [56:44<00:00,  2.27it/s]
Epoch 0: |          | 7726/? [56:44<00:00,  2.27it/s]
Epoch 0: |          | 7726/? [56:44<00:00,  2.27it/s]
Epoch 0: |          | 7727/? [56:44<00:00,  2.27it/s]
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Epoch 0: |          | 7728/? [56:45<00:00,  2.27it/s]
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Epoch 0: |          | 7729/? [56:45<00:00,  2.27it/s]
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Epoch 0: |          | 7730/? [56:45<00:00,  2.27it/s]
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Epoch 0: |          | 7731/? [56:46<00:00,  2.27it/s]
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Epoch 0: |          | 7732/? [56:46<00:00,  2.27it/s]
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Epoch 0: |          | 7733/? [56:46<00:00,  2.27it/s]
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Epoch 0: |          | 7734/? [56:47<00:00,  2.27it/s]
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Epoch 0: |          | 7735/? [56:47<00:00,  2.27it/s]
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Epoch 0: |          | 7736/? [56:47<00:00,  2.27it/s]
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Epoch 0: |          | 7737/? [56:48<00:00,  2.27it/s]
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Epoch 0: |          | 7738/? [56:48<00:00,  2.27it/s]
Epoch 0: |          | 7738/? [56:48<00:00,  2.27it/s]
Epoch 0: |          | 7739/? [56:48<00:00,  2.27it/s]
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Epoch 0: |          | 7740/? [56:49<00:00,  2.27it/s]
Epoch 0: |          | 7740/? [56:49<00:00,  2.27it/s]
Epoch 0: |          | 7741/? [56:49<00:00,  2.27it/s]
Epoch 0: |          | 7741/? [56:49<00:00,  2.27it/s]
Epoch 0: |          | 7742/? [56:49<00:00,  2.27it/s]
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Epoch 0: |          | 7743/? [56:50<00:00,  2.27it/s]
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Epoch 0: |          | 7744/? [56:50<00:00,  2.27it/s]
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Epoch 0: |          | 7745/? [56:50<00:00,  2.27it/s]
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Epoch 0: |          | 7746/? [56:51<00:00,  2.27it/s]
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Epoch 0: |          | 7747/? [56:51<00:00,  2.27it/s]
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Epoch 0: |          | 7748/? [56:51<00:00,  2.27it/s]
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Epoch 0: |          | 7749/? [56:52<00:00,  2.27it/s]
Epoch 0: |          | 7749/? [56:52<00:00,  2.27it/s]
Epoch 0: |          | 7750/? [56:52<00:00,  2.27it/s]
Epoch 0: |          | 7750/? [56:52<00:00,  2.27it/s]
Epoch 0: |          | 7751/? [56:52<00:00,  2.27it/s]
Epoch 0: |          | 7751/? [56:52<00:00,  2.27it/s]
Epoch 0: |          | 7752/? [56:53<00:00,  2.27it/s]
Epoch 0: |          | 7752/? [56:53<00:00,  2.27it/s]
Epoch 0: |          | 7753/? [56:53<00:00,  2.27it/s]
Epoch 0: |          | 7753/? [56:53<00:00,  2.27it/s]
Epoch 0: |          | 7754/? [56:53<00:00,  2.27it/s]
Epoch 0: |          | 7754/? [56:53<00:00,  2.27it/s]
Epoch 0: |          | 7755/? [56:54<00:00,  2.27it/s]
Epoch 0: |          | 7755/? [56:54<00:00,  2.27it/s]
Epoch 0: |          | 7756/? [56:54<00:00,  2.27it/s]
Epoch 0: |          | 7756/? [56:54<00:00,  2.27it/s]
Epoch 0: |          | 7757/? [56:54<00:00,  2.27it/s]
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Epoch 0: |          | 7758/? [56:55<00:00,  2.27it/s]
Epoch 0: |          | 7758/? [56:55<00:00,  2.27it/s]
Epoch 0: |          | 7759/? [56:55<00:00,  2.27it/s]
Epoch 0: |          | 7759/? [56:55<00:00,  2.27it/s]
Epoch 0: |          | 7760/? [56:55<00:00,  2.27it/s]
Epoch 0: |          | 7760/? [56:55<00:00,  2.27it/s]
Epoch 0: |          | 7761/? [56:56<00:00,  2.27it/s]
Epoch 0: |          | 7761/? [56:56<00:00,  2.27it/s]
Epoch 0: |          | 7762/? [56:56<00:00,  2.27it/s]
Epoch 0: |          | 7762/? [56:56<00:00,  2.27it/s]
Epoch 0: |          | 7763/? [56:57<00:00,  2.27it/s]
Epoch 0: |          | 7763/? [56:57<00:00,  2.27it/s]
Epoch 0: |          | 7764/? [56:57<00:00,  2.27it/s]
Epoch 0: |          | 7764/? [56:57<00:00,  2.27it/s]
Epoch 0: |          | 7765/? [56:57<00:00,  2.27it/s]
Epoch 0: |          | 7765/? [56:57<00:00,  2.27it/s]
Epoch 0: |          | 7766/? [56:58<00:00,  2.27it/s]
Epoch 0: |          | 7766/? [56:58<00:00,  2.27it/s]
Epoch 0: |          | 7767/? [56:58<00:00,  2.27it/s]
Epoch 0: |          | 7767/? [56:58<00:00,  2.27it/s]
Epoch 0: |          | 7768/? [56:58<00:00,  2.27it/s]
Epoch 0: |          | 7768/? [56:58<00:00,  2.27it/s]
Epoch 0: |          | 7769/? [56:59<00:00,  2.27it/s]
Epoch 0: |          | 7769/? [56:59<00:00,  2.27it/s]
Epoch 0: |          | 7770/? [56:59<00:00,  2.27it/s]
Epoch 0: |          | 7770/? [56:59<00:00,  2.27it/s]
Epoch 0: |          | 7771/? [56:59<00:00,  2.27it/s]
Epoch 0: |          | 7771/? [56:59<00:00,  2.27it/s]
Epoch 0: |          | 7772/? [57:00<00:00,  2.27it/s]
Epoch 0: |          | 7772/? [57:00<00:00,  2.27it/s]
Epoch 0: |          | 7773/? [57:00<00:00,  2.27it/s]
Epoch 0: |          | 7773/? [57:00<00:00,  2.27it/s]
Epoch 0: |          | 7774/? [57:00<00:00,  2.27it/s]
Epoch 0: |          | 7774/? [57:00<00:00,  2.27it/s]
Epoch 0: |          | 7775/? [57:01<00:00,  2.27it/s]
Epoch 0: |          | 7775/? [57:01<00:00,  2.27it/s]
Epoch 0: |          | 7776/? [57:01<00:00,  2.27it/s]
Epoch 0: |          | 7776/? [57:01<00:00,  2.27it/s]
Epoch 0: |          | 7777/? [57:01<00:00,  2.27it/s]
Epoch 0: |          | 7777/? [57:01<00:00,  2.27it/s]
Epoch 0: |          | 7778/? [57:02<00:00,  2.27it/s]
Epoch 0: |          | 7778/? [57:02<00:00,  2.27it/s]
Epoch 0: |          | 7779/? [57:02<00:00,  2.27it/s]
Epoch 0: |          | 7779/? [57:02<00:00,  2.27it/s]
Epoch 0: |          | 7780/? [57:02<00:00,  2.27it/s]
Epoch 0: |          | 7780/? [57:02<00:00,  2.27it/s]
Epoch 0: |          | 7781/? [57:03<00:00,  2.27it/s]
Epoch 0: |          | 7781/? [57:03<00:00,  2.27it/s]
Epoch 0: |          | 7782/? [57:03<00:00,  2.27it/s]
Epoch 0: |          | 7782/? [57:03<00:00,  2.27it/s]
Epoch 0: |          | 7783/? [57:03<00:00,  2.27it/s]
Epoch 0: |          | 7783/? [57:03<00:00,  2.27it/s]
Epoch 0: |          | 7784/? [57:04<00:00,  2.27it/s]
Epoch 0: |          | 7784/? [57:04<00:00,  2.27it/s]
Epoch 0: |          | 7785/? [57:04<00:00,  2.27it/s]
Epoch 0: |          | 7785/? [57:04<00:00,  2.27it/s]
Epoch 0: |          | 7786/? [57:04<00:00,  2.27it/s]
Epoch 0: |          | 7786/? [57:04<00:00,  2.27it/s]
Epoch 0: |          | 7787/? [57:05<00:00,  2.27it/s]
Epoch 0: |          | 7787/? [57:05<00:00,  2.27it/s]
Epoch 0: |          | 7788/? [57:05<00:00,  2.27it/s]
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Epoch 0: |          | 7789/? [57:05<00:00,  2.27it/s]
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Epoch 0: |          | 7790/? [57:06<00:00,  2.27it/s]
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Epoch 0: |          | 7791/? [57:06<00:00,  2.27it/s]
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Epoch 0: |          | 7792/? [57:06<00:00,  2.27it/s]
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Epoch 0: |          | 7794/? [57:07<00:00,  2.27it/s]
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Epoch 0: |          | 7795/? [57:07<00:00,  2.27it/s]
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Epoch 0: |          | 7796/? [57:08<00:00,  2.27it/s]
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Epoch 0: |          | 7797/? [57:08<00:00,  2.27it/s]
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Epoch 0: |          | 7798/? [57:08<00:00,  2.27it/s]
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Epoch 0: |          | 7799/? [57:09<00:00,  2.27it/s]
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Epoch 0: |          | 7800/? [57:09<00:00,  2.27it/s]
Epoch 0: |          | 7800/? [57:09<00:00,  2.27it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.12it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.51it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.34it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.21it/s][A
[A
Epoch 0: |          | 7800/? [57:10<00:00,  2.27it/s]
Epoch 0: |          | 7801/? [57:10<00:00,  2.27it/s]
Epoch 0: |          | 7801/? [57:10<00:00,  2.27it/s]
Epoch 0: |          | 7802/? [57:10<00:00,  2.27it/s]
Epoch 0: |          | 7802/? [57:10<00:00,  2.27it/s]
Epoch 0: |          | 7803/? [57:11<00:00,  2.27it/s]
Epoch 0: |          | 7803/? [57:11<00:00,  2.27it/s]
Epoch 0: |          | 7804/? [57:11<00:00,  2.27it/s]
Epoch 0: |          | 7804/? [57:11<00:00,  2.27it/s]
Epoch 0: |          | 7805/? [57:11<00:00,  2.27it/s]
Epoch 0: |          | 7805/? [57:11<00:00,  2.27it/s]
Epoch 0: |          | 7806/? [57:11<00:00,  2.27it/s]
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Epoch 0: |          | 7807/? [57:12<00:00,  2.27it/s]
Epoch 0: |          | 7807/? [57:12<00:00,  2.27it/s]
Epoch 0: |          | 7808/? [57:12<00:00,  2.27it/s]
Epoch 0: |          | 7808/? [57:12<00:00,  2.27it/s]
Epoch 0: |          | 7809/? [57:12<00:00,  2.27it/s]
Epoch 0: |          | 7809/? [57:12<00:00,  2.27it/s]
Epoch 0: |          | 7810/? [57:13<00:00,  2.27it/s]
Epoch 0: |          | 7810/? [57:13<00:00,  2.27it/s]
Epoch 0: |          | 7811/? [57:13<00:00,  2.27it/s]
Epoch 0: |          | 7811/? [57:13<00:00,  2.27it/s]
Epoch 0: |          | 7812/? [57:14<00:00,  2.27it/s]
Epoch 0: |          | 7812/? [57:14<00:00,  2.27it/s]
Epoch 0: |          | 7813/? [57:14<00:00,  2.27it/s]
Epoch 0: |          | 7813/? [57:14<00:00,  2.27it/s]
Epoch 0: |          | 7814/? [57:14<00:00,  2.28it/s]
Epoch 0: |          | 7814/? [57:14<00:00,  2.28it/s]
Epoch 0: |          | 7815/? [57:15<00:00,  2.28it/s]
Epoch 0: |          | 7815/? [57:15<00:00,  2.28it/s]
Epoch 0: |          | 7816/? [57:15<00:00,  2.28it/s]
Epoch 0: |          | 7816/? [57:15<00:00,  2.28it/s]
Epoch 0: |          | 7817/? [57:15<00:00,  2.28it/s]
Epoch 0: |          | 7817/? [57:15<00:00,  2.28it/s]
Epoch 0: |          | 7818/? [57:16<00:00,  2.28it/s]
Epoch 0: |          | 7818/? [57:16<00:00,  2.28it/s]
Epoch 0: |          | 7819/? [57:16<00:00,  2.28it/s]
Epoch 0: |          | 7819/? [57:16<00:00,  2.28it/s]
Epoch 0: |          | 7820/? [57:16<00:00,  2.28it/s]
Epoch 0: |          | 7820/? [57:16<00:00,  2.28it/s]
Epoch 0: |          | 7821/? [57:17<00:00,  2.28it/s]
Epoch 0: |          | 7821/? [57:17<00:00,  2.28it/s]
Epoch 0: |          | 7822/? [57:17<00:00,  2.28it/s]
Epoch 0: |          | 7822/? [57:17<00:00,  2.28it/s]
Epoch 0: |          | 7823/? [57:17<00:00,  2.28it/s]
Epoch 0: |          | 7823/? [57:17<00:00,  2.28it/s]
Epoch 0: |          | 7824/? [57:18<00:00,  2.28it/s]
Epoch 0: |          | 7824/? [57:18<00:00,  2.28it/s]
Epoch 0: |          | 7825/? [57:18<00:00,  2.28it/s]
Epoch 0: |          | 7825/? [57:18<00:00,  2.28it/s]
Epoch 0: |          | 7826/? [57:18<00:00,  2.28it/s]
Epoch 0: |          | 7826/? [57:18<00:00,  2.28it/s]
Epoch 0: |          | 7827/? [57:19<00:00,  2.28it/s]
Epoch 0: |          | 7827/? [57:19<00:00,  2.28it/s]
Epoch 0: |          | 7828/? [57:19<00:00,  2.28it/s]
Epoch 0: |          | 7828/? [57:19<00:00,  2.28it/s]
Epoch 0: |          | 7829/? [57:19<00:00,  2.28it/s]
Epoch 0: |          | 7829/? [57:19<00:00,  2.28it/s]
Epoch 0: |          | 7830/? [57:20<00:00,  2.28it/s]
Epoch 0: |          | 7830/? [57:20<00:00,  2.28it/s]
Epoch 0: |          | 7831/? [57:20<00:00,  2.28it/s]
Epoch 0: |          | 7831/? [57:20<00:00,  2.28it/s]
Epoch 0: |          | 7832/? [57:20<00:00,  2.28it/s]
Epoch 0: |          | 7832/? [57:20<00:00,  2.28it/s]
Epoch 0: |          | 7833/? [57:21<00:00,  2.28it/s]
Epoch 0: |          | 7833/? [57:21<00:00,  2.28it/s]
Epoch 0: |          | 7834/? [57:21<00:00,  2.28it/s]
Epoch 0: |          | 7834/? [57:21<00:00,  2.28it/s]
Epoch 0: |          | 7835/? [57:21<00:00,  2.28it/s]
Epoch 0: |          | 7835/? [57:21<00:00,  2.28it/s]
Epoch 0: |          | 7836/? [57:22<00:00,  2.28it/s]
Epoch 0: |          | 7836/? [57:22<00:00,  2.28it/s]
Epoch 0: |          | 7837/? [57:22<00:00,  2.28it/s]
Epoch 0: |          | 7837/? [57:22<00:00,  2.28it/s]
Epoch 0: |          | 7838/? [57:22<00:00,  2.28it/s]
Epoch 0: |          | 7838/? [57:22<00:00,  2.28it/s]
Epoch 0: |          | 7839/? [57:23<00:00,  2.28it/s]
Epoch 0: |          | 7839/? [57:23<00:00,  2.28it/s]
Epoch 0: |          | 7840/? [57:23<00:00,  2.28it/s]
Epoch 0: |          | 7840/? [57:23<00:00,  2.28it/s]
Epoch 0: |          | 7841/? [57:23<00:00,  2.28it/s]
Epoch 0: |          | 7841/? [57:23<00:00,  2.28it/s]
Epoch 0: |          | 7842/? [57:24<00:00,  2.28it/s]
Epoch 0: |          | 7842/? [57:24<00:00,  2.28it/s]
Epoch 0: |          | 7843/? [57:24<00:00,  2.28it/s]
Epoch 0: |          | 7843/? [57:24<00:00,  2.28it/s]
Epoch 0: |          | 7844/? [57:24<00:00,  2.28it/s]
Epoch 0: |          | 7844/? [57:24<00:00,  2.28it/s]
Epoch 0: |          | 7845/? [57:25<00:00,  2.28it/s]
Epoch 0: |          | 7845/? [57:25<00:00,  2.28it/s]
Epoch 0: |          | 7846/? [57:25<00:00,  2.28it/s]
Epoch 0: |          | 7846/? [57:25<00:00,  2.28it/s]
Epoch 0: |          | 7847/? [57:25<00:00,  2.28it/s]
Epoch 0: |          | 7847/? [57:25<00:00,  2.28it/s]
Epoch 0: |          | 7848/? [57:26<00:00,  2.28it/s]
Epoch 0: |          | 7848/? [57:26<00:00,  2.28it/s]
Epoch 0: |          | 7849/? [57:26<00:00,  2.28it/s]
Epoch 0: |          | 7849/? [57:26<00:00,  2.28it/s]
Epoch 0: |          | 7850/? [57:26<00:00,  2.28it/s]
Epoch 0: |          | 7850/? [57:26<00:00,  2.28it/s]
Epoch 0: |          | 7851/? [57:27<00:00,  2.28it/s]
Epoch 0: |          | 7851/? [57:27<00:00,  2.28it/s]
Epoch 0: |          | 7852/? [57:27<00:00,  2.28it/s]
Epoch 0: |          | 7852/? [57:27<00:00,  2.28it/s]
Epoch 0: |          | 7853/? [57:27<00:00,  2.28it/s]
Epoch 0: |          | 7853/? [57:27<00:00,  2.28it/s]
Epoch 0: |          | 7854/? [57:28<00:00,  2.28it/s]
Epoch 0: |          | 7854/? [57:28<00:00,  2.28it/s]
Epoch 0: |          | 7855/? [57:28<00:00,  2.28it/s]
Epoch 0: |          | 7855/? [57:28<00:00,  2.28it/s]
Epoch 0: |          | 7856/? [57:28<00:00,  2.28it/s]
Epoch 0: |          | 7856/? [57:28<00:00,  2.28it/s]
Epoch 0: |          | 7857/? [57:29<00:00,  2.28it/s]
Epoch 0: |          | 7857/? [57:29<00:00,  2.28it/s]
Epoch 0: |          | 7858/? [57:29<00:00,  2.28it/s]
Epoch 0: |          | 7858/? [57:29<00:00,  2.28it/s]
Epoch 0: |          | 7859/? [57:30<00:00,  2.28it/s]
Epoch 0: |          | 7859/? [57:30<00:00,  2.28it/s]
Epoch 0: |          | 7860/? [57:30<00:00,  2.28it/s]
Epoch 0: |          | 7860/? [57:30<00:00,  2.28it/s]
Epoch 0: |          | 7861/? [57:30<00:00,  2.28it/s]
Epoch 0: |          | 7861/? [57:30<00:00,  2.28it/s]
Epoch 0: |          | 7862/? [57:31<00:00,  2.28it/s]
Epoch 0: |          | 7862/? [57:31<00:00,  2.28it/s]
Epoch 0: |          | 7863/? [57:31<00:00,  2.28it/s]
Epoch 0: |          | 7863/? [57:31<00:00,  2.28it/s]
Epoch 0: |          | 7864/? [57:31<00:00,  2.28it/s]
Epoch 0: |          | 7864/? [57:31<00:00,  2.28it/s]
Epoch 0: |          | 7865/? [57:32<00:00,  2.28it/s]
Epoch 0: |          | 7865/? [57:32<00:00,  2.28it/s]
Epoch 0: |          | 7866/? [57:32<00:00,  2.28it/s]
Epoch 0: |          | 7866/? [57:32<00:00,  2.28it/s]
Epoch 0: |          | 7867/? [57:32<00:00,  2.28it/s]
Epoch 0: |          | 7867/? [57:32<00:00,  2.28it/s]
Epoch 0: |          | 7868/? [57:33<00:00,  2.28it/s]
Epoch 0: |          | 7868/? [57:33<00:00,  2.28it/s]
Epoch 0: |          | 7869/? [57:33<00:00,  2.28it/s]
Epoch 0: |          | 7869/? [57:33<00:00,  2.28it/s]
Epoch 0: |          | 7870/? [57:33<00:00,  2.28it/s]
Epoch 0: |          | 7870/? [57:33<00:00,  2.28it/s]
Epoch 0: |          | 7871/? [57:34<00:00,  2.28it/s]
Epoch 0: |          | 7871/? [57:34<00:00,  2.28it/s]
Epoch 0: |          | 7872/? [57:34<00:00,  2.28it/s]
Epoch 0: |          | 7872/? [57:34<00:00,  2.28it/s]
Epoch 0: |          | 7873/? [57:34<00:00,  2.28it/s]
Epoch 0: |          | 7873/? [57:34<00:00,  2.28it/s]
Epoch 0: |          | 7874/? [57:35<00:00,  2.28it/s]
Epoch 0: |          | 7874/? [57:35<00:00,  2.28it/s]
Epoch 0: |          | 7875/? [57:35<00:00,  2.28it/s]
Epoch 0: |          | 7875/? [57:35<00:00,  2.28it/s]
Epoch 0: |          | 7876/? [57:35<00:00,  2.28it/s]
Epoch 0: |          | 7876/? [57:35<00:00,  2.28it/s]
Epoch 0: |          | 7877/? [57:36<00:00,  2.28it/s]
Epoch 0: |          | 7877/? [57:36<00:00,  2.28it/s]
Epoch 0: |          | 7878/? [57:36<00:00,  2.28it/s]
Epoch 0: |          | 7878/? [57:36<00:00,  2.28it/s]
Epoch 0: |          | 7879/? [57:36<00:00,  2.28it/s]
Epoch 0: |          | 7879/? [57:36<00:00,  2.28it/s]
Epoch 0: |          | 7880/? [57:37<00:00,  2.28it/s]
Epoch 0: |          | 7880/? [57:37<00:00,  2.28it/s]
Epoch 0: |          | 7881/? [57:37<00:00,  2.28it/s]
Epoch 0: |          | 7881/? [57:37<00:00,  2.28it/s]
Epoch 0: |          | 7882/? [57:37<00:00,  2.28it/s]
Epoch 0: |          | 7882/? [57:37<00:00,  2.28it/s]
Epoch 0: |          | 7883/? [57:38<00:00,  2.28it/s]
Epoch 0: |          | 7883/? [57:38<00:00,  2.28it/s]
Epoch 0: |          | 7884/? [57:38<00:00,  2.28it/s]
Epoch 0: |          | 7884/? [57:38<00:00,  2.28it/s]
Epoch 0: |          | 7885/? [57:38<00:00,  2.28it/s]
Epoch 0: |          | 7885/? [57:38<00:00,  2.28it/s]
Epoch 0: |          | 7886/? [57:39<00:00,  2.28it/s]
Epoch 0: |          | 7886/? [57:39<00:00,  2.28it/s]
Epoch 0: |          | 7887/? [57:39<00:00,  2.28it/s]
Epoch 0: |          | 7887/? [57:39<00:00,  2.28it/s]
Epoch 0: |          | 7888/? [57:39<00:00,  2.28it/s]
Epoch 0: |          | 7888/? [57:39<00:00,  2.28it/s]
Epoch 0: |          | 7889/? [57:40<00:00,  2.28it/s]
Epoch 0: |          | 7889/? [57:40<00:00,  2.28it/s]
Epoch 0: |          | 7890/? [57:40<00:00,  2.28it/s]
Epoch 0: |          | 7890/? [57:40<00:00,  2.28it/s]
Epoch 0: |          | 7891/? [57:40<00:00,  2.28it/s]
Epoch 0: |          | 7891/? [57:40<00:00,  2.28it/s]
Epoch 0: |          | 7892/? [57:41<00:00,  2.28it/s]
Epoch 0: |          | 7892/? [57:41<00:00,  2.28it/s]
Epoch 0: |          | 7893/? [57:41<00:00,  2.28it/s]
Epoch 0: |          | 7893/? [57:41<00:00,  2.28it/s]
Epoch 0: |          | 7894/? [57:41<00:00,  2.28it/s]
Epoch 0: |          | 7894/? [57:41<00:00,  2.28it/s]
Epoch 0: |          | 7895/? [57:42<00:00,  2.28it/s]
Epoch 0: |          | 7895/? [57:42<00:00,  2.28it/s]
Epoch 0: |          | 7896/? [57:42<00:00,  2.28it/s]
Epoch 0: |          | 7896/? [57:42<00:00,  2.28it/s]
Epoch 0: |          | 7897/? [57:42<00:00,  2.28it/s]
Epoch 0: |          | 7897/? [57:42<00:00,  2.28it/s]
Epoch 0: |          | 7898/? [57:43<00:00,  2.28it/s]
Epoch 0: |          | 7898/? [57:43<00:00,  2.28it/s]
Epoch 0: |          | 7899/? [57:43<00:00,  2.28it/s]
Epoch 0: |          | 7899/? [57:43<00:00,  2.28it/s]
Epoch 0: |          | 7900/? [57:43<00:00,  2.28it/s]
Epoch 0: |          | 7900/? [57:43<00:00,  2.28it/s]
Epoch 0: |          | 7901/? [57:44<00:00,  2.28it/s]
Epoch 0: |          | 7901/? [57:44<00:00,  2.28it/s]
Epoch 0: |          | 7902/? [57:44<00:00,  2.28it/s]
Epoch 0: |          | 7902/? [57:44<00:00,  2.28it/s]
Epoch 0: |          | 7903/? [57:44<00:00,  2.28it/s]
Epoch 0: |          | 7903/? [57:44<00:00,  2.28it/s]
Epoch 0: |          | 7904/? [57:45<00:00,  2.28it/s]
Epoch 0: |          | 7904/? [57:45<00:00,  2.28it/s]
Epoch 0: |          | 7905/? [57:45<00:00,  2.28it/s]
Epoch 0: |          | 7905/? [57:45<00:00,  2.28it/s]
Epoch 0: |          | 7906/? [57:45<00:00,  2.28it/s]
Epoch 0: |          | 7906/? [57:45<00:00,  2.28it/s]
Epoch 0: |          | 7907/? [57:46<00:00,  2.28it/s]
Epoch 0: |          | 7907/? [57:46<00:00,  2.28it/s]
Epoch 0: |          | 7908/? [57:46<00:00,  2.28it/s]
Epoch 0: |          | 7908/? [57:46<00:00,  2.28it/s]
Epoch 0: |          | 7909/? [57:46<00:00,  2.28it/s]
Epoch 0: |          | 7909/? [57:46<00:00,  2.28it/s]
Epoch 0: |          | 7910/? [57:47<00:00,  2.28it/s]
Epoch 0: |          | 7910/? [57:47<00:00,  2.28it/s]
Epoch 0: |          | 7911/? [57:47<00:00,  2.28it/s]
Epoch 0: |          | 7911/? [57:47<00:00,  2.28it/s]
Epoch 0: |          | 7912/? [57:47<00:00,  2.28it/s]
Epoch 0: |          | 7912/? [57:47<00:00,  2.28it/s]
Epoch 0: |          | 7913/? [57:48<00:00,  2.28it/s]
Epoch 0: |          | 7913/? [57:48<00:00,  2.28it/s]
Epoch 0: |          | 7914/? [57:48<00:00,  2.28it/s]
Epoch 0: |          | 7914/? [57:48<00:00,  2.28it/s]
Epoch 0: |          | 7915/? [57:48<00:00,  2.28it/s]
Epoch 0: |          | 7915/? [57:48<00:00,  2.28it/s]
Epoch 0: |          | 7916/? [57:49<00:00,  2.28it/s]
Epoch 0: |          | 7916/? [57:49<00:00,  2.28it/s]
Epoch 0: |          | 7917/? [57:49<00:00,  2.28it/s]
Epoch 0: |          | 7917/? [57:49<00:00,  2.28it/s]
Epoch 0: |          | 7918/? [57:49<00:00,  2.28it/s]
Epoch 0: |          | 7918/? [57:49<00:00,  2.28it/s]
Epoch 0: |          | 7919/? [57:50<00:00,  2.28it/s]
Epoch 0: |          | 7919/? [57:50<00:00,  2.28it/s]
Epoch 0: |          | 7920/? [57:50<00:00,  2.28it/s]
Epoch 0: |          | 7920/? [57:50<00:00,  2.28it/s]
Epoch 0: |          | 7921/? [57:50<00:00,  2.28it/s]
Epoch 0: |          | 7921/? [57:50<00:00,  2.28it/s]
Epoch 0: |          | 7922/? [57:51<00:00,  2.28it/s]
Epoch 0: |          | 7922/? [57:51<00:00,  2.28it/s]
Epoch 0: |          | 7923/? [57:51<00:00,  2.28it/s]
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Epoch 0: |          | 7927/? [57:53<00:00,  2.28it/s]
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Epoch 0: |          | 7928/? [57:53<00:00,  2.28it/s]
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Epoch 0: |          | 7929/? [57:53<00:00,  2.28it/s]
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Epoch 0: |          | 7930/? [57:54<00:00,  2.28it/s]
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Epoch 0: |          | 7931/? [57:54<00:00,  2.28it/s]
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Epoch 0: |          | 7932/? [57:54<00:00,  2.28it/s]
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Epoch 0: |          | 7933/? [57:55<00:00,  2.28it/s]
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Epoch 0: |          | 7934/? [57:55<00:00,  2.28it/s]
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Epoch 0: |          | 7935/? [57:55<00:00,  2.28it/s]
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Epoch 0: |          | 7936/? [57:56<00:00,  2.28it/s]
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Epoch 0: |          | 7937/? [57:56<00:00,  2.28it/s]
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Epoch 0: |          | 7938/? [57:56<00:00,  2.28it/s]
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Epoch 0: |          | 7940/? [57:57<00:00,  2.28it/s]
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Epoch 0: |          | 7941/? [57:57<00:00,  2.28it/s]
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Epoch 0: |          | 7952/? [58:01<00:00,  2.28it/s]
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Epoch 0: |          | 7953/? [58:01<00:00,  2.28it/s]
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Epoch 0: |          | 7955/? [58:02<00:00,  2.28it/s]
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Epoch 0: |          | 7956/? [58:03<00:00,  2.28it/s]
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Epoch 0: |          | 7959/? [58:03<00:00,  2.28it/s]
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Epoch 0: |          | 7960/? [58:04<00:00,  2.28it/s]
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Epoch 0: |          | 7961/? [58:04<00:00,  2.28it/s]
Epoch 0: |          | 7961/? [58:04<00:00,  2.28it/s]
Epoch 0: |          | 7962/? [58:04<00:00,  2.28it/s]
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Epoch 0: |          | 7963/? [58:05<00:00,  2.28it/s]
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Epoch 0: |          | 7964/? [58:05<00:00,  2.28it/s]
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Epoch 0: |          | 7965/? [58:05<00:00,  2.28it/s]
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Epoch 0: |          | 7966/? [58:06<00:00,  2.29it/s]
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Epoch 0: |          | 7967/? [58:06<00:00,  2.29it/s]
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Epoch 0: |          | 7968/? [58:06<00:00,  2.29it/s]
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Epoch 0: |          | 7969/? [58:07<00:00,  2.29it/s]
Epoch 0: |          | 7969/? [58:07<00:00,  2.29it/s]
Epoch 0: |          | 7970/? [58:07<00:00,  2.29it/s]
Epoch 0: |          | 7970/? [58:07<00:00,  2.29it/s]
Epoch 0: |          | 7971/? [58:07<00:00,  2.29it/s]
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Epoch 0: |          | 7972/? [58:08<00:00,  2.29it/s]
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Epoch 0: |          | 7973/? [58:08<00:00,  2.29it/s]
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Epoch 0: |          | 7974/? [58:08<00:00,  2.29it/s]
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Epoch 0: |          | 7975/? [58:09<00:00,  2.29it/s]
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Epoch 0: |          | 7976/? [58:09<00:00,  2.29it/s]
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Epoch 0: |          | 7977/? [58:09<00:00,  2.29it/s]
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Epoch 0: |          | 7978/? [58:10<00:00,  2.29it/s]
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Epoch 0: |          | 7979/? [58:10<00:00,  2.29it/s]
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Epoch 0: |          | 7980/? [58:10<00:00,  2.29it/s]
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Epoch 0: |          | 7981/? [58:11<00:00,  2.29it/s]
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Epoch 0: |          | 7982/? [58:11<00:00,  2.29it/s]
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Epoch 0: |          | 7983/? [58:11<00:00,  2.29it/s]
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Epoch 0: |          | 7984/? [58:12<00:00,  2.29it/s]
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Epoch 0: |          | 7985/? [58:12<00:00,  2.29it/s]
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Epoch 0: |          | 7986/? [58:12<00:00,  2.29it/s]
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Epoch 0: |          | 7987/? [58:13<00:00,  2.29it/s]
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Epoch 0: |          | 7988/? [58:13<00:00,  2.29it/s]
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Epoch 0: |          | 7989/? [58:13<00:00,  2.29it/s]
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Epoch 0: |          | 7990/? [58:14<00:00,  2.29it/s]
Epoch 0: |          | 7990/? [58:14<00:00,  2.29it/s]
Epoch 0: |          | 7991/? [58:14<00:00,  2.29it/s]
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Epoch 0: |          | 7992/? [58:14<00:00,  2.29it/s]
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Epoch 0: |          | 7993/? [58:15<00:00,  2.29it/s]
Epoch 0: |          | 7993/? [58:15<00:00,  2.29it/s]
Epoch 0: |          | 7994/? [58:15<00:00,  2.29it/s]
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Epoch 0: |          | 7996/? [58:16<00:00,  2.29it/s]
Epoch 0: |          | 7996/? [58:16<00:00,  2.29it/s]
Epoch 0: |          | 7997/? [58:16<00:00,  2.29it/s]
Epoch 0: |          | 7997/? [58:16<00:00,  2.29it/s]
Epoch 0: |          | 7998/? [58:16<00:00,  2.29it/s]
Epoch 0: |          | 7998/? [58:16<00:00,  2.29it/s]
Epoch 0: |          | 7999/? [58:17<00:00,  2.29it/s]
Epoch 0: |          | 7999/? [58:17<00:00,  2.29it/s]
Epoch 0: |          | 8000/? [58:17<00:00,  2.29it/s]
Epoch 0: |          | 8000/? [58:17<00:00,  2.29it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.10it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.58it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.42it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.36it/s][A
[A
Epoch 0: |          | 8000/? [58:18<00:00,  2.29it/s]
Epoch 0: |          | 8001/? [58:18<00:00,  2.29it/s]
Epoch 0: |          | 8001/? [58:18<00:00,  2.29it/s]
Epoch 0: |          | 8002/? [58:18<00:00,  2.29it/s]
Epoch 0: |          | 8002/? [58:18<00:00,  2.29it/s]
Epoch 0: |          | 8003/? [58:19<00:00,  2.29it/s]
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Epoch 0: |          | 8004/? [58:19<00:00,  2.29it/s]
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Epoch 0: |          | 8005/? [58:19<00:00,  2.29it/s]
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Epoch 0: |          | 8008/? [58:20<00:00,  2.29it/s]
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Epoch 0: |          | 8009/? [58:21<00:00,  2.29it/s]
Epoch 0: |          | 8009/? [58:21<00:00,  2.29it/s]
Epoch 0: |          | 8010/? [58:21<00:00,  2.29it/s]
Epoch 0: |          | 8010/? [58:21<00:00,  2.29it/s]
Epoch 0: |          | 8011/? [58:21<00:00,  2.29it/s]
Epoch 0: |          | 8011/? [58:21<00:00,  2.29it/s]
Epoch 0: |          | 8012/? [58:22<00:00,  2.29it/s]
Epoch 0: |          | 8012/? [58:22<00:00,  2.29it/s]
Epoch 0: |          | 8013/? [58:22<00:00,  2.29it/s]
Epoch 0: |          | 8013/? [58:22<00:00,  2.29it/s]
Epoch 0: |          | 8014/? [58:22<00:00,  2.29it/s]
Epoch 0: |          | 8014/? [58:22<00:00,  2.29it/s]
Epoch 0: |          | 8015/? [58:23<00:00,  2.29it/s]
Epoch 0: |          | 8015/? [58:23<00:00,  2.29it/s]
Epoch 0: |          | 8016/? [58:23<00:00,  2.29it/s]
Epoch 0: |          | 8016/? [58:23<00:00,  2.29it/s]
Epoch 0: |          | 8017/? [58:23<00:00,  2.29it/s]
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Epoch 0: |          | 8018/? [58:24<00:00,  2.29it/s]
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Epoch 0: |          | 8019/? [58:24<00:00,  2.29it/s]
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Epoch 0: |          | 8020/? [58:24<00:00,  2.29it/s]
Epoch 0: |          | 8020/? [58:24<00:00,  2.29it/s]
Epoch 0: |          | 8021/? [58:25<00:00,  2.29it/s]
Epoch 0: |          | 8021/? [58:25<00:00,  2.29it/s]
Epoch 0: |          | 8022/? [58:25<00:00,  2.29it/s]
Epoch 0: |          | 8022/? [58:25<00:00,  2.29it/s]
Epoch 0: |          | 8023/? [58:25<00:00,  2.29it/s]
Epoch 0: |          | 8023/? [58:25<00:00,  2.29it/s]
Epoch 0: |          | 8024/? [58:26<00:00,  2.29it/s]
Epoch 0: |          | 8024/? [58:26<00:00,  2.29it/s]
Epoch 0: |          | 8025/? [58:26<00:00,  2.29it/s]
Epoch 0: |          | 8025/? [58:26<00:00,  2.29it/s]
Epoch 0: |          | 8026/? [58:26<00:00,  2.29it/s]
Epoch 0: |          | 8026/? [58:26<00:00,  2.29it/s]
Epoch 0: |          | 8027/? [58:27<00:00,  2.29it/s]
Epoch 0: |          | 8027/? [58:27<00:00,  2.29it/s]
Epoch 0: |          | 8028/? [58:27<00:00,  2.29it/s]
Epoch 0: |          | 8028/? [58:27<00:00,  2.29it/s]
Epoch 0: |          | 8029/? [58:27<00:00,  2.29it/s]
Epoch 0: |          | 8029/? [58:27<00:00,  2.29it/s]
Epoch 0: |          | 8030/? [58:28<00:00,  2.29it/s]
Epoch 0: |          | 8030/? [58:28<00:00,  2.29it/s]
Epoch 0: |          | 8031/? [58:28<00:00,  2.29it/s]
Epoch 0: |          | 8031/? [58:28<00:00,  2.29it/s]
Epoch 0: |          | 8032/? [58:28<00:00,  2.29it/s]
Epoch 0: |          | 8032/? [58:28<00:00,  2.29it/s]
Epoch 0: |          | 8033/? [58:29<00:00,  2.29it/s]
Epoch 0: |          | 8033/? [58:29<00:00,  2.29it/s]
Epoch 0: |          | 8034/? [58:29<00:00,  2.29it/s]
Epoch 0: |          | 8034/? [58:29<00:00,  2.29it/s]
Epoch 0: |          | 8035/? [58:29<00:00,  2.29it/s]
Epoch 0: |          | 8035/? [58:29<00:00,  2.29it/s]
Epoch 0: |          | 8036/? [58:30<00:00,  2.29it/s]
Epoch 0: |          | 8036/? [58:30<00:00,  2.29it/s]
Epoch 0: |          | 8037/? [58:30<00:00,  2.29it/s]
Epoch 0: |          | 8037/? [58:30<00:00,  2.29it/s]
Epoch 0: |          | 8038/? [58:30<00:00,  2.29it/s]
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Epoch 0: |          | 8039/? [58:31<00:00,  2.29it/s]
Epoch 0: |          | 8039/? [58:31<00:00,  2.29it/s]
Epoch 0: |          | 8040/? [58:31<00:00,  2.29it/s]
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Epoch 0: |          | 8041/? [58:32<00:00,  2.29it/s]
Epoch 0: |          | 8041/? [58:32<00:00,  2.29it/s]
Epoch 0: |          | 8042/? [58:32<00:00,  2.29it/s]
Epoch 0: |          | 8042/? [58:32<00:00,  2.29it/s]
Epoch 0: |          | 8043/? [58:32<00:00,  2.29it/s]
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Epoch 0: |          | 8044/? [58:33<00:00,  2.29it/s]
Epoch 0: |          | 8044/? [58:33<00:00,  2.29it/s]
Epoch 0: |          | 8045/? [58:33<00:00,  2.29it/s]
Epoch 0: |          | 8045/? [58:33<00:00,  2.29it/s]
Epoch 0: |          | 8046/? [58:33<00:00,  2.29it/s]
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Epoch 0: |          | 8047/? [58:34<00:00,  2.29it/s]
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Epoch 0: |          | 8048/? [58:34<00:00,  2.29it/s]
Epoch 0: |          | 8048/? [58:34<00:00,  2.29it/s]
Epoch 0: |          | 8049/? [58:34<00:00,  2.29it/s]
Epoch 0: |          | 8049/? [58:34<00:00,  2.29it/s]
Epoch 0: |          | 8050/? [58:35<00:00,  2.29it/s]
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Epoch 0: |          | 8051/? [58:35<00:00,  2.29it/s]
Epoch 0: |          | 8051/? [58:35<00:00,  2.29it/s]
Epoch 0: |          | 8052/? [58:35<00:00,  2.29it/s]
Epoch 0: |          | 8052/? [58:35<00:00,  2.29it/s]
Epoch 0: |          | 8053/? [58:36<00:00,  2.29it/s]
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Epoch 0: |          | 8054/? [58:36<00:00,  2.29it/s]
Epoch 0: |          | 8054/? [58:36<00:00,  2.29it/s]
Epoch 0: |          | 8055/? [58:36<00:00,  2.29it/s]
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Epoch 0: |          | 8056/? [58:37<00:00,  2.29it/s]
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Epoch 0: |          | 8057/? [58:37<00:00,  2.29it/s]
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Epoch 0: |          | 8058/? [58:37<00:00,  2.29it/s]
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Epoch 0: |          | 8126/? [59:00<00:00,  2.30it/s]
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Epoch 0: |          | 8127/? [59:01<00:00,  2.30it/s]
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Epoch 0: |          | 8128/? [59:01<00:00,  2.30it/s]
Epoch 0: |          | 8128/? [59:01<00:00,  2.30it/s]
Epoch 0: |          | 8129/? [59:01<00:00,  2.30it/s]
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Epoch 0: |          | 8130/? [59:02<00:00,  2.30it/s]
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Epoch 0: |          | 8131/? [59:02<00:00,  2.30it/s]
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Epoch 0: |          | 8133/? [59:03<00:00,  2.30it/s]
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Epoch 0: |          | 8134/? [59:03<00:00,  2.30it/s]
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Epoch 0: |          | 8137/? [59:04<00:00,  2.30it/s]
Epoch 0: |          | 8137/? [59:04<00:00,  2.30it/s]
Epoch 0: |          | 8138/? [59:04<00:00,  2.30it/s]
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Epoch 0: |          | 8139/? [59:04<00:00,  2.30it/s]
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Epoch 0: |          | 8140/? [59:05<00:00,  2.30it/s]
Epoch 0: |          | 8140/? [59:05<00:00,  2.30it/s]
Epoch 0: |          | 8141/? [59:05<00:00,  2.30it/s]
Epoch 0: |          | 8141/? [59:05<00:00,  2.30it/s]
Epoch 0: |          | 8142/? [59:05<00:00,  2.30it/s]
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Epoch 0: |          | 8147/? [59:07<00:00,  2.30it/s]
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Epoch 0: |          | 8148/? [59:07<00:00,  2.30it/s]
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Epoch 0: |          | 8150/? [59:08<00:00,  2.30it/s]
Epoch 0: |          | 8151/? [59:08<00:00,  2.30it/s]
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Epoch 0: |          | 8156/? [59:10<00:00,  2.30it/s]
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Epoch 0: |          | 8157/? [59:10<00:00,  2.30it/s]
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Epoch 0: |          | 8158/? [59:11<00:00,  2.30it/s]
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Epoch 0: |          | 8159/? [59:11<00:00,  2.30it/s]
Epoch 0: |          | 8159/? [59:11<00:00,  2.30it/s]
Epoch 0: |          | 8160/? [59:11<00:00,  2.30it/s]
Epoch 0: |          | 8160/? [59:11<00:00,  2.30it/s]
Epoch 0: |          | 8161/? [59:12<00:00,  2.30it/s]
Epoch 0: |          | 8161/? [59:12<00:00,  2.30it/s]
Epoch 0: |          | 8162/? [59:12<00:00,  2.30it/s]
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Epoch 0: |          | 8163/? [59:13<00:00,  2.30it/s]
Epoch 0: |          | 8163/? [59:13<00:00,  2.30it/s]
Epoch 0: |          | 8164/? [59:13<00:00,  2.30it/s]
Epoch 0: |          | 8164/? [59:13<00:00,  2.30it/s]
Epoch 0: |          | 8165/? [59:13<00:00,  2.30it/s]
Epoch 0: |          | 8165/? [59:13<00:00,  2.30it/s]
Epoch 0: |          | 8166/? [59:13<00:00,  2.30it/s]
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Epoch 0: |          | 8167/? [59:14<00:00,  2.30it/s]
Epoch 0: |          | 8167/? [59:14<00:00,  2.30it/s]
Epoch 0: |          | 8168/? [59:14<00:00,  2.30it/s]
Epoch 0: |          | 8168/? [59:14<00:00,  2.30it/s]
Epoch 0: |          | 8169/? [59:14<00:00,  2.30it/s]
Epoch 0: |          | 8169/? [59:14<00:00,  2.30it/s]
Epoch 0: |          | 8170/? [59:15<00:00,  2.30it/s]
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Epoch 0: |          | 8171/? [59:15<00:00,  2.30it/s]
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Epoch 0: |          | 8172/? [59:15<00:00,  2.30it/s]
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Epoch 0: |          | 8173/? [59:16<00:00,  2.30it/s]
Epoch 0: |          | 8173/? [59:16<00:00,  2.30it/s]
Epoch 0: |          | 8174/? [59:16<00:00,  2.30it/s]
Epoch 0: |          | 8174/? [59:16<00:00,  2.30it/s]
Epoch 0: |          | 8175/? [59:17<00:00,  2.30it/s]
Epoch 0: |          | 8175/? [59:17<00:00,  2.30it/s]
Epoch 0: |          | 8176/? [59:17<00:00,  2.30it/s]
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Epoch 0: |          | 8177/? [59:17<00:00,  2.30it/s]
Epoch 0: |          | 8177/? [59:17<00:00,  2.30it/s]
Epoch 0: |          | 8178/? [59:17<00:00,  2.30it/s]
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Epoch 0: |          | 8179/? [59:18<00:00,  2.30it/s]
Epoch 0: |          | 8179/? [59:18<00:00,  2.30it/s]
Epoch 0: |          | 8180/? [59:18<00:00,  2.30it/s]
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Epoch 0: |          | 8181/? [59:19<00:00,  2.30it/s]
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Epoch 0: |          | 8183/? [59:19<00:00,  2.30it/s]
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Epoch 0: |          | 8198/? [59:24<00:00,  2.30it/s]
Epoch 0: |          | 8198/? [59:24<00:00,  2.30it/s]
Epoch 0: |          | 8199/? [59:25<00:00,  2.30it/s]
Epoch 0: |          | 8199/? [59:25<00:00,  2.30it/s]
Epoch 0: |          | 8200/? [59:25<00:00,  2.30it/s]
Epoch 0: |          | 8200/? [59:25<00:00,  2.30it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.12it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.56it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.33it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.32it/s][A
[A
Epoch 0: |          | 8200/? [59:25<00:00,  2.30it/s]
Epoch 0: |          | 8201/? [59:26<00:00,  2.30it/s]
Epoch 0: |          | 8201/? [59:26<00:00,  2.30it/s]
Epoch 0: |          | 8202/? [59:26<00:00,  2.30it/s]
Epoch 0: |          | 8202/? [59:26<00:00,  2.30it/s]
Epoch 0: |          | 8203/? [59:26<00:00,  2.30it/s]
Epoch 0: |          | 8203/? [59:26<00:00,  2.30it/s]
Epoch 0: |          | 8204/? [59:27<00:00,  2.30it/s]
Epoch 0: |          | 8204/? [59:27<00:00,  2.30it/s]
Epoch 0: |          | 8205/? [59:27<00:00,  2.30it/s]
Epoch 0: |          | 8205/? [59:27<00:00,  2.30it/s]
Epoch 0: |          | 8206/? [59:27<00:00,  2.30it/s]
Epoch 0: |          | 8206/? [59:27<00:00,  2.30it/s]
Epoch 0: |          | 8207/? [59:28<00:00,  2.30it/s]
Epoch 0: |          | 8207/? [59:28<00:00,  2.30it/s]
Epoch 0: |          | 8208/? [59:28<00:00,  2.30it/s]
Epoch 0: |          | 8208/? [59:28<00:00,  2.30it/s]
Epoch 0: |          | 8209/? [59:28<00:00,  2.30it/s]
Epoch 0: |          | 8209/? [59:28<00:00,  2.30it/s]
Epoch 0: |          | 8210/? [59:29<00:00,  2.30it/s]
Epoch 0: |          | 8210/? [59:29<00:00,  2.30it/s]
Epoch 0: |          | 8211/? [59:29<00:00,  2.30it/s]
Epoch 0: |          | 8211/? [59:29<00:00,  2.30it/s]
Epoch 0: |          | 8212/? [59:29<00:00,  2.30it/s]
Epoch 0: |          | 8212/? [59:29<00:00,  2.30it/s]
Epoch 0: |          | 8213/? [59:30<00:00,  2.30it/s]
Epoch 0: |          | 8213/? [59:30<00:00,  2.30it/s]
Epoch 0: |          | 8214/? [59:30<00:00,  2.30it/s]
Epoch 0: |          | 8214/? [59:30<00:00,  2.30it/s]
Epoch 0: |          | 8215/? [59:30<00:00,  2.30it/s]
Epoch 0: |          | 8215/? [59:30<00:00,  2.30it/s]
Epoch 0: |          | 8216/? [59:31<00:00,  2.30it/s]
Epoch 0: |          | 8216/? [59:31<00:00,  2.30it/s]
Epoch 0: |          | 8217/? [59:31<00:00,  2.30it/s]
Epoch 0: |          | 8217/? [59:31<00:00,  2.30it/s]
Epoch 0: |          | 8218/? [59:31<00:00,  2.30it/s]
Epoch 0: |          | 8218/? [59:31<00:00,  2.30it/s]
Epoch 0: |          | 8219/? [59:32<00:00,  2.30it/s]
Epoch 0: |          | 8219/? [59:32<00:00,  2.30it/s]
Epoch 0: |          | 8220/? [59:32<00:00,  2.30it/s]
Epoch 0: |          | 8220/? [59:32<00:00,  2.30it/s]
Epoch 0: |          | 8221/? [59:32<00:00,  2.30it/s]
Epoch 0: |          | 8221/? [59:32<00:00,  2.30it/s]
Epoch 0: |          | 8222/? [59:33<00:00,  2.30it/s]
Epoch 0: |          | 8222/? [59:33<00:00,  2.30it/s]
Epoch 0: |          | 8223/? [59:33<00:00,  2.30it/s]
Epoch 0: |          | 8223/? [59:33<00:00,  2.30it/s]
Epoch 0: |          | 8224/? [59:33<00:00,  2.30it/s]
Epoch 0: |          | 8224/? [59:33<00:00,  2.30it/s]
Epoch 0: |          | 8225/? [59:34<00:00,  2.30it/s]
Epoch 0: |          | 8225/? [59:34<00:00,  2.30it/s]
Epoch 0: |          | 8226/? [59:34<00:00,  2.30it/s]
Epoch 0: |          | 8226/? [59:34<00:00,  2.30it/s]
Epoch 0: |          | 8227/? [59:34<00:00,  2.30it/s]
Epoch 0: |          | 8227/? [59:34<00:00,  2.30it/s]
Epoch 0: |          | 8228/? [59:35<00:00,  2.30it/s]
Epoch 0: |          | 8228/? [59:35<00:00,  2.30it/s]
Epoch 0: |          | 8229/? [59:35<00:00,  2.30it/s]
Epoch 0: |          | 8229/? [59:35<00:00,  2.30it/s]
Epoch 0: |          | 8230/? [59:35<00:00,  2.30it/s]
Epoch 0: |          | 8230/? [59:35<00:00,  2.30it/s]
Epoch 0: |          | 8231/? [59:36<00:00,  2.30it/s]
Epoch 0: |          | 8231/? [59:36<00:00,  2.30it/s]
Epoch 0: |          | 8232/? [59:36<00:00,  2.30it/s]
Epoch 0: |          | 8232/? [59:36<00:00,  2.30it/s]
Epoch 0: |          | 8233/? [59:36<00:00,  2.30it/s]
Epoch 0: |          | 8233/? [59:36<00:00,  2.30it/s]
Epoch 0: |          | 8234/? [59:37<00:00,  2.30it/s]
Epoch 0: |          | 8234/? [59:37<00:00,  2.30it/s]
Epoch 0: |          | 8235/? [59:37<00:00,  2.30it/s]
Epoch 0: |          | 8235/? [59:37<00:00,  2.30it/s]
Epoch 0: |          | 8236/? [59:37<00:00,  2.30it/s]
Epoch 0: |          | 8236/? [59:37<00:00,  2.30it/s]
Epoch 0: |          | 8237/? [59:38<00:00,  2.30it/s]
Epoch 0: |          | 8237/? [59:38<00:00,  2.30it/s]
Epoch 0: |          | 8238/? [59:38<00:00,  2.30it/s]
Epoch 0: |          | 8238/? [59:38<00:00,  2.30it/s]
Epoch 0: |          | 8239/? [59:38<00:00,  2.30it/s]
Epoch 0: |          | 8239/? [59:38<00:00,  2.30it/s]
Epoch 0: |          | 8240/? [59:39<00:00,  2.30it/s]
Epoch 0: |          | 8240/? [59:39<00:00,  2.30it/s]
Epoch 0: |          | 8241/? [59:39<00:00,  2.30it/s]
Epoch 0: |          | 8241/? [59:39<00:00,  2.30it/s]
Epoch 0: |          | 8242/? [59:39<00:00,  2.30it/s]
Epoch 0: |          | 8242/? [59:39<00:00,  2.30it/s]
Epoch 0: |          | 8243/? [59:40<00:00,  2.30it/s]
Epoch 0: |          | 8243/? [59:40<00:00,  2.30it/s]
Epoch 0: |          | 8244/? [59:40<00:00,  2.30it/s]
Epoch 0: |          | 8244/? [59:40<00:00,  2.30it/s]
Epoch 0: |          | 8245/? [59:40<00:00,  2.30it/s]
Epoch 0: |          | 8245/? [59:40<00:00,  2.30it/s]
Epoch 0: |          | 8246/? [59:41<00:00,  2.30it/s]
Epoch 0: |          | 8246/? [59:41<00:00,  2.30it/s]
Epoch 0: |          | 8247/? [59:41<00:00,  2.30it/s]
Epoch 0: |          | 8247/? [59:41<00:00,  2.30it/s]
Epoch 0: |          | 8248/? [59:41<00:00,  2.30it/s]
Epoch 0: |          | 8248/? [59:41<00:00,  2.30it/s]
Epoch 0: |          | 8249/? [59:42<00:00,  2.30it/s]
Epoch 0: |          | 8249/? [59:42<00:00,  2.30it/s]
Epoch 0: |          | 8250/? [59:42<00:00,  2.30it/s]
Epoch 0: |          | 8250/? [59:42<00:00,  2.30it/s]
Epoch 0: |          | 8251/? [59:42<00:00,  2.30it/s]
Epoch 0: |          | 8251/? [59:42<00:00,  2.30it/s]
Epoch 0: |          | 8252/? [59:43<00:00,  2.30it/s]
Epoch 0: |          | 8252/? [59:43<00:00,  2.30it/s]
Epoch 0: |          | 8253/? [59:43<00:00,  2.30it/s]
Epoch 0: |          | 8253/? [59:43<00:00,  2.30it/s]
Epoch 0: |          | 8254/? [59:43<00:00,  2.30it/s]
Epoch 0: |          | 8254/? [59:43<00:00,  2.30it/s]
Epoch 0: |          | 8255/? [59:44<00:00,  2.30it/s]
Epoch 0: |          | 8255/? [59:44<00:00,  2.30it/s]
Epoch 0: |          | 8256/? [59:44<00:00,  2.30it/s]
Epoch 0: |          | 8256/? [59:44<00:00,  2.30it/s]
Epoch 0: |          | 8257/? [59:44<00:00,  2.30it/s]
Epoch 0: |          | 8257/? [59:44<00:00,  2.30it/s]
Epoch 0: |          | 8258/? [59:45<00:00,  2.30it/s]
Epoch 0: |          | 8258/? [59:45<00:00,  2.30it/s]
Epoch 0: |          | 8259/? [59:45<00:00,  2.30it/s]
Epoch 0: |          | 8259/? [59:45<00:00,  2.30it/s]
Epoch 0: |          | 8260/? [59:45<00:00,  2.30it/s]
Epoch 0: |          | 8260/? [59:45<00:00,  2.30it/s]
Epoch 0: |          | 8261/? [59:46<00:00,  2.30it/s]
Epoch 0: |          | 8261/? [59:46<00:00,  2.30it/s]
Epoch 0: |          | 8262/? [59:46<00:00,  2.30it/s]
Epoch 0: |          | 8262/? [59:46<00:00,  2.30it/s]
Epoch 0: |          | 8263/? [59:46<00:00,  2.30it/s]
Epoch 0: |          | 8263/? [59:46<00:00,  2.30it/s]
Epoch 0: |          | 8264/? [59:47<00:00,  2.30it/s]
Epoch 0: |          | 8264/? [59:47<00:00,  2.30it/s]
Epoch 0: |          | 8265/? [59:47<00:00,  2.30it/s]
Epoch 0: |          | 8265/? [59:47<00:00,  2.30it/s]
Epoch 0: |          | 8266/? [59:47<00:00,  2.30it/s]
Epoch 0: |          | 8266/? [59:47<00:00,  2.30it/s]
Epoch 0: |          | 8267/? [59:48<00:00,  2.30it/s]
Epoch 0: |          | 8267/? [59:48<00:00,  2.30it/s]
Epoch 0: |          | 8268/? [59:48<00:00,  2.30it/s]
Epoch 0: |          | 8268/? [59:48<00:00,  2.30it/s]
Epoch 0: |          | 8269/? [59:48<00:00,  2.30it/s]
Epoch 0: |          | 8269/? [59:48<00:00,  2.30it/s]
Epoch 0: |          | 8270/? [59:49<00:00,  2.30it/s]
Epoch 0: |          | 8270/? [59:49<00:00,  2.30it/s]
Epoch 0: |          | 8271/? [59:49<00:00,  2.30it/s]
Epoch 0: |          | 8271/? [59:49<00:00,  2.30it/s]
Epoch 0: |          | 8272/? [59:49<00:00,  2.30it/s]
Epoch 0: |          | 8272/? [59:49<00:00,  2.30it/s]
Epoch 0: |          | 8273/? [59:50<00:00,  2.30it/s]
Epoch 0: |          | 8273/? [59:50<00:00,  2.30it/s]
Epoch 0: |          | 8274/? [59:50<00:00,  2.30it/s]
Epoch 0: |          | 8274/? [59:50<00:00,  2.30it/s]
Epoch 0: |          | 8275/? [59:50<00:00,  2.30it/s]
Epoch 0: |          | 8275/? [59:50<00:00,  2.30it/s]
Epoch 0: |          | 8276/? [59:51<00:00,  2.30it/s]
Epoch 0: |          | 8276/? [59:51<00:00,  2.30it/s]
Epoch 0: |          | 8277/? [59:51<00:00,  2.30it/s]
Epoch 0: |          | 8277/? [59:51<00:00,  2.30it/s]
Epoch 0: |          | 8278/? [59:51<00:00,  2.30it/s]
Epoch 0: |          | 8278/? [59:51<00:00,  2.30it/s]
Epoch 0: |          | 8279/? [59:52<00:00,  2.30it/s]
Epoch 0: |          | 8279/? [59:52<00:00,  2.30it/s]
Epoch 0: |          | 8280/? [59:52<00:00,  2.30it/s]
Epoch 0: |          | 8280/? [59:52<00:00,  2.30it/s]
Epoch 0: |          | 8281/? [59:52<00:00,  2.30it/s]
Epoch 0: |          | 8281/? [59:52<00:00,  2.30it/s]
Epoch 0: |          | 8282/? [59:53<00:00,  2.31it/s]
Epoch 0: |          | 8282/? [59:53<00:00,  2.31it/s]
Epoch 0: |          | 8283/? [59:53<00:00,  2.31it/s]
Epoch 0: |          | 8283/? [59:53<00:00,  2.31it/s]
Epoch 0: |          | 8284/? [59:53<00:00,  2.31it/s]
Epoch 0: |          | 8284/? [59:53<00:00,  2.31it/s]
Epoch 0: |          | 8285/? [59:53<00:00,  2.31it/s]
Epoch 0: |          | 8285/? [59:53<00:00,  2.31it/s]
Epoch 0: |          | 8286/? [59:54<00:00,  2.31it/s]
Epoch 0: |          | 8286/? [59:54<00:00,  2.31it/s]
Epoch 0: |          | 8287/? [59:54<00:00,  2.31it/s]
Epoch 0: |          | 8287/? [59:54<00:00,  2.31it/s]
Epoch 0: |          | 8288/? [59:54<00:00,  2.31it/s]
Epoch 0: |          | 8288/? [59:54<00:00,  2.31it/s]
Epoch 0: |          | 8289/? [59:55<00:00,  2.31it/s]
Epoch 0: |          | 8289/? [59:55<00:00,  2.31it/s]
Epoch 0: |          | 8290/? [59:55<00:00,  2.31it/s]
Epoch 0: |          | 8290/? [59:55<00:00,  2.31it/s]
Epoch 0: |          | 8291/? [59:56<00:00,  2.31it/s]
Epoch 0: |          | 8291/? [59:56<00:00,  2.31it/s]
Epoch 0: |          | 8292/? [59:56<00:00,  2.31it/s]
Epoch 0: |          | 8292/? [59:56<00:00,  2.31it/s]
Epoch 0: |          | 8293/? [59:56<00:00,  2.31it/s]
Epoch 0: |          | 8293/? [59:56<00:00,  2.31it/s]
Epoch 0: |          | 8294/? [59:56<00:00,  2.31it/s]
Epoch 0: |          | 8294/? [59:57<00:00,  2.31it/s]
Epoch 0: |          | 8295/? [59:57<00:00,  2.31it/s]
Epoch 0: |          | 8295/? [59:57<00:00,  2.31it/s]
Epoch 0: |          | 8296/? [59:57<00:00,  2.31it/s]
Epoch 0: |          | 8296/? [59:57<00:00,  2.31it/s]
Epoch 0: |          | 8297/? [59:57<00:00,  2.31it/s]
Epoch 0: |          | 8297/? [59:57<00:00,  2.31it/s]
Epoch 0: |          | 8298/? [59:58<00:00,  2.31it/s]
Epoch 0: |          | 8298/? [59:58<00:00,  2.31it/s]
Epoch 0: |          | 8299/? [59:58<00:00,  2.31it/s]
Epoch 0: |          | 8299/? [59:58<00:00,  2.31it/s]
Epoch 0: |          | 8300/? [59:59<00:00,  2.31it/s]
Epoch 0: |          | 8300/? [59:59<00:00,  2.31it/s]
Epoch 0: |          | 8301/? [59:59<00:00,  2.31it/s]
Epoch 0: |          | 8301/? [59:59<00:00,  2.31it/s]
Epoch 0: |          | 8302/? [59:59<00:00,  2.31it/s]
Epoch 0: |          | 8302/? [59:59<00:00,  2.31it/s]
Epoch 0: |          | 8303/? [59:59<00:00,  2.31it/s]
Epoch 0: |          | 8303/? [59:59<00:00,  2.31it/s]
Epoch 0: |          | 8304/? [1:00:00<00:00,  2.31it/s]
Epoch 0: |          | 8304/? [1:00:00<00:00,  2.31it/s]
Epoch 0: |          | 8305/? [1:00:00<00:00,  2.31it/s]
Epoch 0: |          | 8305/? [1:00:00<00:00,  2.31it/s]
Epoch 0: |          | 8306/? [1:00:00<00:00,  2.31it/s]
Epoch 0: |          | 8306/? [1:00:00<00:00,  2.31it/s]
Epoch 0: |          | 8307/? [1:00:01<00:00,  2.31it/s]
Epoch 0: |          | 8307/? [1:00:01<00:00,  2.31it/s]
Epoch 0: |          | 8308/? [1:00:01<00:00,  2.31it/s]
Epoch 0: |          | 8308/? [1:00:01<00:00,  2.31it/s]
Epoch 0: |          | 8309/? [1:00:01<00:00,  2.31it/s]
Epoch 0: |          | 8309/? [1:00:01<00:00,  2.31it/s]
Epoch 0: |          | 8310/? [1:00:02<00:00,  2.31it/s]
Epoch 0: |          | 8310/? [1:00:02<00:00,  2.31it/s]
Epoch 0: |          | 8311/? [1:00:02<00:00,  2.31it/s]
Epoch 0: |          | 8311/? [1:00:02<00:00,  2.31it/s]
Epoch 0: |          | 8312/? [1:00:02<00:00,  2.31it/s]
Epoch 0: |          | 8312/? [1:00:02<00:00,  2.31it/s]
Epoch 0: |          | 8313/? [1:00:03<00:00,  2.31it/s]
Epoch 0: |          | 8313/? [1:00:03<00:00,  2.31it/s]
Epoch 0: |          | 8314/? [1:00:03<00:00,  2.31it/s]
Epoch 0: |          | 8314/? [1:00:03<00:00,  2.31it/s]
Epoch 0: |          | 8315/? [1:00:03<00:00,  2.31it/s]
Epoch 0: |          | 8315/? [1:00:03<00:00,  2.31it/s]
Epoch 0: |          | 8316/? [1:00:04<00:00,  2.31it/s]
Epoch 0: |          | 8316/? [1:00:04<00:00,  2.31it/s]
Epoch 0: |          | 8317/? [1:00:04<00:00,  2.31it/s]
Epoch 0: |          | 8317/? [1:00:04<00:00,  2.31it/s]
Epoch 0: |          | 8318/? [1:00:04<00:00,  2.31it/s]
Epoch 0: |          | 8318/? [1:00:04<00:00,  2.31it/s]
Epoch 0: |          | 8319/? [1:00:05<00:00,  2.31it/s]
Epoch 0: |          | 8319/? [1:00:05<00:00,  2.31it/s]
Epoch 0: |          | 8320/? [1:00:05<00:00,  2.31it/s]
Epoch 0: |          | 8320/? [1:00:05<00:00,  2.31it/s]
Epoch 0: |          | 8321/? [1:00:05<00:00,  2.31it/s]
Epoch 0: |          | 8321/? [1:00:05<00:00,  2.31it/s]
Epoch 0: |          | 8322/? [1:00:06<00:00,  2.31it/s]
Epoch 0: |          | 8322/? [1:00:06<00:00,  2.31it/s]
Epoch 0: |          | 8323/? [1:00:06<00:00,  2.31it/s]
Epoch 0: |          | 8323/? [1:00:06<00:00,  2.31it/s]
Epoch 0: |          | 8324/? [1:00:06<00:00,  2.31it/s]
Epoch 0: |          | 8324/? [1:00:06<00:00,  2.31it/s]
Epoch 0: |          | 8325/? [1:00:07<00:00,  2.31it/s]
Epoch 0: |          | 8325/? [1:00:07<00:00,  2.31it/s]
Epoch 0: |          | 8326/? [1:00:07<00:00,  2.31it/s]
Epoch 0: |          | 8326/? [1:00:07<00:00,  2.31it/s]
Epoch 0: |          | 8327/? [1:00:08<00:00,  2.31it/s]
Epoch 0: |          | 8327/? [1:00:08<00:00,  2.31it/s]
Epoch 0: |          | 8328/? [1:00:08<00:00,  2.31it/s]
Epoch 0: |          | 8328/? [1:00:08<00:00,  2.31it/s]
Epoch 0: |          | 8329/? [1:00:08<00:00,  2.31it/s]
Epoch 0: |          | 8329/? [1:00:08<00:00,  2.31it/s]
Epoch 0: |          | 8330/? [1:00:09<00:00,  2.31it/s]
Epoch 0: |          | 8330/? [1:00:09<00:00,  2.31it/s]
Epoch 0: |          | 8331/? [1:00:09<00:00,  2.31it/s]
Epoch 0: |          | 8331/? [1:00:09<00:00,  2.31it/s]
Epoch 0: |          | 8332/? [1:00:09<00:00,  2.31it/s]
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Epoch 0: |          | 8365/? [1:00:20<00:00,  2.31it/s]
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Epoch 0: |          | 8372/? [1:00:23<00:00,  2.31it/s]
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Epoch 0: |          | 8373/? [1:00:23<00:00,  2.31it/s]
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Epoch 0: |          | 8381/? [1:00:26<00:00,  2.31it/s]
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Epoch 0: |          | 8397/? [1:00:31<00:00,  2.31it/s]
Epoch 0: |          | 8397/? [1:00:31<00:00,  2.31it/s]
Epoch 0: |          | 8398/? [1:00:31<00:00,  2.31it/s]
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Epoch 0: |          | 8399/? [1:00:31<00:00,  2.31it/s]
Epoch 0: |          | 8399/? [1:00:31<00:00,  2.31it/s]
Epoch 0: |          | 8400/? [1:00:32<00:00,  2.31it/s]
Epoch 0: |          | 8400/? [1:00:32<00:00,  2.31it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.14it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.53it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.45it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.24it/s][A
[A
Epoch 0: |          | 8400/? [1:00:32<00:00,  2.31it/s]
Epoch 0: |          | 8401/? [1:00:33<00:00,  2.31it/s]
Epoch 0: |          | 8401/? [1:00:33<00:00,  2.31it/s]
Epoch 0: |          | 8402/? [1:00:33<00:00,  2.31it/s]
Epoch 0: |          | 8402/? [1:00:33<00:00,  2.31it/s]
Epoch 0: |          | 8403/? [1:00:33<00:00,  2.31it/s]
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Epoch 0: |          | 8405/? [1:00:34<00:00,  2.31it/s]
Epoch 0: |          | 8405/? [1:00:34<00:00,  2.31it/s]
Epoch 0: |          | 8406/? [1:00:34<00:00,  2.31it/s]
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Epoch 0: |          | 8407/? [1:00:35<00:00,  2.31it/s]
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Epoch 0: |          | 8408/? [1:00:35<00:00,  2.31it/s]
Epoch 0: |          | 8409/? [1:00:35<00:00,  2.31it/s]
Epoch 0: |          | 8409/? [1:00:35<00:00,  2.31it/s]
Epoch 0: |          | 8410/? [1:00:36<00:00,  2.31it/s]
Epoch 0: |          | 8410/? [1:00:36<00:00,  2.31it/s]
Epoch 0: |          | 8411/? [1:00:36<00:00,  2.31it/s]
Epoch 0: |          | 8411/? [1:00:36<00:00,  2.31it/s]
Epoch 0: |          | 8412/? [1:00:36<00:00,  2.31it/s]
Epoch 0: |          | 8412/? [1:00:36<00:00,  2.31it/s]
Epoch 0: |          | 8413/? [1:00:37<00:00,  2.31it/s]
Epoch 0: |          | 8413/? [1:00:37<00:00,  2.31it/s]
Epoch 0: |          | 8414/? [1:00:37<00:00,  2.31it/s]
Epoch 0: |          | 8414/? [1:00:37<00:00,  2.31it/s]
Epoch 0: |          | 8415/? [1:00:37<00:00,  2.31it/s]
Epoch 0: |          | 8415/? [1:00:37<00:00,  2.31it/s]
Epoch 0: |          | 8416/? [1:00:38<00:00,  2.31it/s]
Epoch 0: |          | 8416/? [1:00:38<00:00,  2.31it/s]
Epoch 0: |          | 8417/? [1:00:38<00:00,  2.31it/s]
Epoch 0: |          | 8417/? [1:00:38<00:00,  2.31it/s]
Epoch 0: |          | 8418/? [1:00:38<00:00,  2.31it/s]
Epoch 0: |          | 8418/? [1:00:38<00:00,  2.31it/s]
Epoch 0: |          | 8419/? [1:00:39<00:00,  2.31it/s]
Epoch 0: |          | 8419/? [1:00:39<00:00,  2.31it/s]
Epoch 0: |          | 8420/? [1:00:39<00:00,  2.31it/s]
Epoch 0: |          | 8420/? [1:00:39<00:00,  2.31it/s]
Epoch 0: |          | 8421/? [1:00:39<00:00,  2.31it/s]
Epoch 0: |          | 8421/? [1:00:39<00:00,  2.31it/s]
Epoch 0: |          | 8422/? [1:00:40<00:00,  2.31it/s]
Epoch 0: |          | 8422/? [1:00:40<00:00,  2.31it/s]
Epoch 0: |          | 8423/? [1:00:40<00:00,  2.31it/s]
Epoch 0: |          | 8423/? [1:00:40<00:00,  2.31it/s]
Epoch 0: |          | 8424/? [1:00:40<00:00,  2.31it/s]
Epoch 0: |          | 8424/? [1:00:40<00:00,  2.31it/s]
Epoch 0: |          | 8425/? [1:00:41<00:00,  2.31it/s]
Epoch 0: |          | 8425/? [1:00:41<00:00,  2.31it/s]
Epoch 0: |          | 8426/? [1:00:41<00:00,  2.31it/s]
Epoch 0: |          | 8426/? [1:00:41<00:00,  2.31it/s]
Epoch 0: |          | 8427/? [1:00:41<00:00,  2.31it/s]
Epoch 0: |          | 8427/? [1:00:41<00:00,  2.31it/s]
Epoch 0: |          | 8428/? [1:00:42<00:00,  2.31it/s]
Epoch 0: |          | 8428/? [1:00:42<00:00,  2.31it/s]
Epoch 0: |          | 8429/? [1:00:42<00:00,  2.31it/s]
Epoch 0: |          | 8429/? [1:00:42<00:00,  2.31it/s]
Epoch 0: |          | 8430/? [1:00:42<00:00,  2.31it/s]
Epoch 0: |          | 8430/? [1:00:42<00:00,  2.31it/s]
Epoch 0: |          | 8431/? [1:00:43<00:00,  2.31it/s]
Epoch 0: |          | 8431/? [1:00:43<00:00,  2.31it/s]
Epoch 0: |          | 8432/? [1:00:43<00:00,  2.31it/s]
Epoch 0: |          | 8432/? [1:00:43<00:00,  2.31it/s]
Epoch 0: |          | 8433/? [1:00:43<00:00,  2.31it/s]
Epoch 0: |          | 8433/? [1:00:43<00:00,  2.31it/s]
Epoch 0: |          | 8434/? [1:00:44<00:00,  2.31it/s]
Epoch 0: |          | 8434/? [1:00:44<00:00,  2.31it/s]
Epoch 0: |          | 8435/? [1:00:44<00:00,  2.31it/s]
Epoch 0: |          | 8435/? [1:00:44<00:00,  2.31it/s]
Epoch 0: |          | 8436/? [1:00:44<00:00,  2.31it/s]
Epoch 0: |          | 8436/? [1:00:44<00:00,  2.31it/s]
Epoch 0: |          | 8437/? [1:00:45<00:00,  2.31it/s]
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Epoch 0: |          | 8438/? [1:00:45<00:00,  2.31it/s]
Epoch 0: |          | 8438/? [1:00:45<00:00,  2.31it/s]
Epoch 0: |          | 8439/? [1:00:45<00:00,  2.31it/s]
Epoch 0: |          | 8439/? [1:00:45<00:00,  2.31it/s]
Epoch 0: |          | 8440/? [1:00:45<00:00,  2.31it/s]
Epoch 0: |          | 8440/? [1:00:45<00:00,  2.31it/s]
Epoch 0: |          | 8441/? [1:00:46<00:00,  2.31it/s]
Epoch 0: |          | 8441/? [1:00:46<00:00,  2.31it/s]
Epoch 0: |          | 8442/? [1:00:46<00:00,  2.31it/s]
Epoch 0: |          | 8442/? [1:00:46<00:00,  2.31it/s]
Epoch 0: |          | 8443/? [1:00:46<00:00,  2.32it/s]
Epoch 0: |          | 8443/? [1:00:46<00:00,  2.32it/s]
Epoch 0: |          | 8444/? [1:00:47<00:00,  2.32it/s]
Epoch 0: |          | 8444/? [1:00:47<00:00,  2.32it/s]
Epoch 0: |          | 8445/? [1:00:47<00:00,  2.32it/s]
Epoch 0: |          | 8445/? [1:00:47<00:00,  2.32it/s]
Epoch 0: |          | 8446/? [1:00:48<00:00,  2.32it/s]
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Epoch 0: |          | 8447/? [1:00:48<00:00,  2.32it/s]
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Epoch 0: |          | 8448/? [1:00:48<00:00,  2.32it/s]
Epoch 0: |          | 8448/? [1:00:48<00:00,  2.32it/s]
Epoch 0: |          | 8449/? [1:00:48<00:00,  2.32it/s]
Epoch 0: |          | 8449/? [1:00:48<00:00,  2.32it/s]
Epoch 0: |          | 8450/? [1:00:49<00:00,  2.32it/s]
Epoch 0: |          | 8450/? [1:00:49<00:00,  2.32it/s]
Epoch 0: |          | 8451/? [1:00:49<00:00,  2.32it/s]
Epoch 0: |          | 8451/? [1:00:49<00:00,  2.32it/s]
Epoch 0: |          | 8452/? [1:00:50<00:00,  2.32it/s]
Epoch 0: |          | 8452/? [1:00:50<00:00,  2.32it/s]
Epoch 0: |          | 8453/? [1:00:50<00:00,  2.32it/s]
Epoch 0: |          | 8453/? [1:00:50<00:00,  2.32it/s]
Epoch 0: |          | 8454/? [1:00:50<00:00,  2.32it/s]
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Epoch 0: |          | 8455/? [1:00:51<00:00,  2.32it/s]
Epoch 0: |          | 8455/? [1:00:51<00:00,  2.32it/s]
Epoch 0: |          | 8456/? [1:00:51<00:00,  2.32it/s]
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Epoch 0: |          | 8457/? [1:00:51<00:00,  2.32it/s]
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Epoch 0: |          | 8511/? [1:01:09<00:00,  2.32it/s]
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Epoch 0: |          | 8512/? [1:01:09<00:00,  2.32it/s]
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Epoch 0: |          | 8513/? [1:01:10<00:00,  2.32it/s]
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Epoch 0: |          | 8514/? [1:01:10<00:00,  2.32it/s]
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Epoch 0: |          | 8515/? [1:01:10<00:00,  2.32it/s]
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Epoch 0: |          | 8516/? [1:01:11<00:00,  2.32it/s]
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Epoch 0: |          | 8517/? [1:01:11<00:00,  2.32it/s]
Epoch 0: |          | 8517/? [1:01:11<00:00,  2.32it/s]
Epoch 0: |          | 8518/? [1:01:11<00:00,  2.32it/s]
Epoch 0: |          | 8518/? [1:01:11<00:00,  2.32it/s]
Epoch 0: |          | 8519/? [1:01:12<00:00,  2.32it/s]
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Epoch 0: |          | 8520/? [1:01:12<00:00,  2.32it/s]
Epoch 0: |          | 8520/? [1:01:12<00:00,  2.32it/s]
Epoch 0: |          | 8521/? [1:01:12<00:00,  2.32it/s]
Epoch 0: |          | 8521/? [1:01:12<00:00,  2.32it/s]
Epoch 0: |          | 8522/? [1:01:13<00:00,  2.32it/s]
Epoch 0: |          | 8522/? [1:01:13<00:00,  2.32it/s]
Epoch 0: |          | 8523/? [1:01:13<00:00,  2.32it/s]
Epoch 0: |          | 8523/? [1:01:13<00:00,  2.32it/s]
Epoch 0: |          | 8524/? [1:01:13<00:00,  2.32it/s]
Epoch 0: |          | 8524/? [1:01:13<00:00,  2.32it/s]
Epoch 0: |          | 8525/? [1:01:14<00:00,  2.32it/s]
Epoch 0: |          | 8525/? [1:01:14<00:00,  2.32it/s]
Epoch 0: |          | 8526/? [1:01:14<00:00,  2.32it/s]
Epoch 0: |          | 8526/? [1:01:14<00:00,  2.32it/s]
Epoch 0: |          | 8527/? [1:01:14<00:00,  2.32it/s]
Epoch 0: |          | 8527/? [1:01:14<00:00,  2.32it/s]
Epoch 0: |          | 8528/? [1:01:15<00:00,  2.32it/s]
Epoch 0: |          | 8528/? [1:01:15<00:00,  2.32it/s]
Epoch 0: |          | 8529/? [1:01:15<00:00,  2.32it/s]
Epoch 0: |          | 8529/? [1:01:15<00:00,  2.32it/s]
Epoch 0: |          | 8530/? [1:01:15<00:00,  2.32it/s]
Epoch 0: |          | 8530/? [1:01:15<00:00,  2.32it/s]
Epoch 0: |          | 8531/? [1:01:16<00:00,  2.32it/s]
Epoch 0: |          | 8531/? [1:01:16<00:00,  2.32it/s]
Epoch 0: |          | 8532/? [1:01:16<00:00,  2.32it/s]
Epoch 0: |          | 8532/? [1:01:16<00:00,  2.32it/s]
Epoch 0: |          | 8533/? [1:01:16<00:00,  2.32it/s]
Epoch 0: |          | 8533/? [1:01:16<00:00,  2.32it/s]
Epoch 0: |          | 8534/? [1:01:17<00:00,  2.32it/s]
Epoch 0: |          | 8534/? [1:01:17<00:00,  2.32it/s]
Epoch 0: |          | 8535/? [1:01:17<00:00,  2.32it/s]
Epoch 0: |          | 8535/? [1:01:17<00:00,  2.32it/s]
Epoch 0: |          | 8536/? [1:01:17<00:00,  2.32it/s]
Epoch 0: |          | 8536/? [1:01:17<00:00,  2.32it/s]
Epoch 0: |          | 8537/? [1:01:18<00:00,  2.32it/s]
Epoch 0: |          | 8537/? [1:01:18<00:00,  2.32it/s]
Epoch 0: |          | 8538/? [1:01:18<00:00,  2.32it/s]
Epoch 0: |          | 8538/? [1:01:18<00:00,  2.32it/s]
Epoch 0: |          | 8539/? [1:01:18<00:00,  2.32it/s]
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Epoch 0: |          | 8540/? [1:01:19<00:00,  2.32it/s]
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Epoch 0: |          | 8541/? [1:01:19<00:00,  2.32it/s]
Epoch 0: |          | 8541/? [1:01:19<00:00,  2.32it/s]
Epoch 0: |          | 8542/? [1:01:19<00:00,  2.32it/s]
Epoch 0: |          | 8542/? [1:01:19<00:00,  2.32it/s]
Epoch 0: |          | 8543/? [1:01:20<00:00,  2.32it/s]
Epoch 0: |          | 8543/? [1:01:20<00:00,  2.32it/s]
Epoch 0: |          | 8544/? [1:01:20<00:00,  2.32it/s]
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Epoch 0: |          | 8545/? [1:01:20<00:00,  2.32it/s]
Epoch 0: |          | 8545/? [1:01:20<00:00,  2.32it/s]
Epoch 0: |          | 8546/? [1:01:21<00:00,  2.32it/s]
Epoch 0: |          | 8546/? [1:01:21<00:00,  2.32it/s]
Epoch 0: |          | 8547/? [1:01:21<00:00,  2.32it/s]
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Epoch 0: |          | 8548/? [1:01:21<00:00,  2.32it/s]
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Epoch 0: |          | 8549/? [1:01:22<00:00,  2.32it/s]
Epoch 0: |          | 8549/? [1:01:22<00:00,  2.32it/s]
Epoch 0: |          | 8550/? [1:01:22<00:00,  2.32it/s]
Epoch 0: |          | 8550/? [1:01:22<00:00,  2.32it/s]
Epoch 0: |          | 8551/? [1:01:22<00:00,  2.32it/s]
Epoch 0: |          | 8551/? [1:01:22<00:00,  2.32it/s]
Epoch 0: |          | 8552/? [1:01:23<00:00,  2.32it/s]
Epoch 0: |          | 8552/? [1:01:23<00:00,  2.32it/s]
Epoch 0: |          | 8553/? [1:01:23<00:00,  2.32it/s]
Epoch 0: |          | 8553/? [1:01:23<00:00,  2.32it/s]
Epoch 0: |          | 8554/? [1:01:23<00:00,  2.32it/s]
Epoch 0: |          | 8554/? [1:01:23<00:00,  2.32it/s]
Epoch 0: |          | 8555/? [1:01:24<00:00,  2.32it/s]
Epoch 0: |          | 8555/? [1:01:24<00:00,  2.32it/s]
Epoch 0: |          | 8556/? [1:01:24<00:00,  2.32it/s]
Epoch 0: |          | 8556/? [1:01:24<00:00,  2.32it/s]
Epoch 0: |          | 8557/? [1:01:24<00:00,  2.32it/s]
Epoch 0: |          | 8557/? [1:01:24<00:00,  2.32it/s]
Epoch 0: |          | 8558/? [1:01:25<00:00,  2.32it/s]
Epoch 0: |          | 8558/? [1:01:25<00:00,  2.32it/s]
Epoch 0: |          | 8559/? [1:01:25<00:00,  2.32it/s]
Epoch 0: |          | 8559/? [1:01:25<00:00,  2.32it/s]
Epoch 0: |          | 8560/? [1:01:25<00:00,  2.32it/s]
Epoch 0: |          | 8560/? [1:01:25<00:00,  2.32it/s]
Epoch 0: |          | 8561/? [1:01:26<00:00,  2.32it/s]
Epoch 0: |          | 8561/? [1:01:26<00:00,  2.32it/s]
Epoch 0: |          | 8562/? [1:01:26<00:00,  2.32it/s]
Epoch 0: |          | 8562/? [1:01:26<00:00,  2.32it/s]
Epoch 0: |          | 8563/? [1:01:26<00:00,  2.32it/s]
Epoch 0: |          | 8563/? [1:01:26<00:00,  2.32it/s]
Epoch 0: |          | 8564/? [1:01:26<00:00,  2.32it/s]
Epoch 0: |          | 8564/? [1:01:26<00:00,  2.32it/s]
Epoch 0: |          | 8565/? [1:01:27<00:00,  2.32it/s]
Epoch 0: |          | 8565/? [1:01:27<00:00,  2.32it/s]
Epoch 0: |          | 8566/? [1:01:27<00:00,  2.32it/s]
Epoch 0: |          | 8566/? [1:01:27<00:00,  2.32it/s]
Epoch 0: |          | 8567/? [1:01:28<00:00,  2.32it/s]
Epoch 0: |          | 8567/? [1:01:28<00:00,  2.32it/s]
Epoch 0: |          | 8568/? [1:01:28<00:00,  2.32it/s]
Epoch 0: |          | 8568/? [1:01:28<00:00,  2.32it/s]
Epoch 0: |          | 8569/? [1:01:28<00:00,  2.32it/s]
Epoch 0: |          | 8569/? [1:01:28<00:00,  2.32it/s]
Epoch 0: |          | 8570/? [1:01:28<00:00,  2.32it/s]
Epoch 0: |          | 8570/? [1:01:28<00:00,  2.32it/s]
Epoch 0: |          | 8571/? [1:01:29<00:00,  2.32it/s]
Epoch 0: |          | 8571/? [1:01:29<00:00,  2.32it/s]
Epoch 0: |          | 8572/? [1:01:29<00:00,  2.32it/s]
Epoch 0: |          | 8572/? [1:01:29<00:00,  2.32it/s]
Epoch 0: |          | 8573/? [1:01:29<00:00,  2.32it/s]
Epoch 0: |          | 8573/? [1:01:29<00:00,  2.32it/s]
Epoch 0: |          | 8574/? [1:01:30<00:00,  2.32it/s]
Epoch 0: |          | 8574/? [1:01:30<00:00,  2.32it/s]
Epoch 0: |          | 8575/? [1:01:30<00:00,  2.32it/s]
Epoch 0: |          | 8575/? [1:01:30<00:00,  2.32it/s]
Epoch 0: |          | 8576/? [1:01:30<00:00,  2.32it/s]
Epoch 0: |          | 8576/? [1:01:30<00:00,  2.32it/s]
Epoch 0: |          | 8577/? [1:01:31<00:00,  2.32it/s]
Epoch 0: |          | 8577/? [1:01:31<00:00,  2.32it/s]
Epoch 0: |          | 8578/? [1:01:31<00:00,  2.32it/s]
Epoch 0: |          | 8578/? [1:01:31<00:00,  2.32it/s]
Epoch 0: |          | 8579/? [1:01:32<00:00,  2.32it/s]
Epoch 0: |          | 8579/? [1:01:32<00:00,  2.32it/s]
Epoch 0: |          | 8580/? [1:01:32<00:00,  2.32it/s]
Epoch 0: |          | 8580/? [1:01:32<00:00,  2.32it/s]
Epoch 0: |          | 8581/? [1:01:32<00:00,  2.32it/s]
Epoch 0: |          | 8581/? [1:01:32<00:00,  2.32it/s]
Epoch 0: |          | 8582/? [1:01:33<00:00,  2.32it/s]
Epoch 0: |          | 8582/? [1:01:33<00:00,  2.32it/s]
Epoch 0: |          | 8583/? [1:01:33<00:00,  2.32it/s]
Epoch 0: |          | 8583/? [1:01:33<00:00,  2.32it/s]
Epoch 0: |          | 8584/? [1:01:33<00:00,  2.32it/s]
Epoch 0: |          | 8584/? [1:01:33<00:00,  2.32it/s]
Epoch 0: |          | 8585/? [1:01:34<00:00,  2.32it/s]
Epoch 0: |          | 8585/? [1:01:34<00:00,  2.32it/s]
Epoch 0: |          | 8586/? [1:01:34<00:00,  2.32it/s]
Epoch 0: |          | 8586/? [1:01:34<00:00,  2.32it/s]
Epoch 0: |          | 8587/? [1:01:34<00:00,  2.32it/s]
Epoch 0: |          | 8587/? [1:01:34<00:00,  2.32it/s]
Epoch 0: |          | 8588/? [1:01:35<00:00,  2.32it/s]
Epoch 0: |          | 8588/? [1:01:35<00:00,  2.32it/s]
Epoch 0: |          | 8589/? [1:01:35<00:00,  2.32it/s]
Epoch 0: |          | 8589/? [1:01:35<00:00,  2.32it/s]
Epoch 0: |          | 8590/? [1:01:35<00:00,  2.32it/s]
Epoch 0: |          | 8590/? [1:01:35<00:00,  2.32it/s]
Epoch 0: |          | 8591/? [1:01:36<00:00,  2.32it/s]
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Epoch 0: |          | 8592/? [1:01:36<00:00,  2.32it/s]
Epoch 0: |          | 8592/? [1:01:36<00:00,  2.32it/s]
Epoch 0: |          | 8593/? [1:01:36<00:00,  2.32it/s]
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Epoch 0: |          | 8594/? [1:01:37<00:00,  2.32it/s]
Epoch 0: |          | 8594/? [1:01:37<00:00,  2.32it/s]
Epoch 0: |          | 8595/? [1:01:37<00:00,  2.32it/s]
Epoch 0: |          | 8595/? [1:01:37<00:00,  2.32it/s]
Epoch 0: |          | 8596/? [1:01:37<00:00,  2.32it/s]
Epoch 0: |          | 8596/? [1:01:37<00:00,  2.32it/s]
Epoch 0: |          | 8597/? [1:01:37<00:00,  2.32it/s]
Epoch 0: |          | 8597/? [1:01:37<00:00,  2.32it/s]
Epoch 0: |          | 8598/? [1:01:38<00:00,  2.32it/s]
Epoch 0: |          | 8598/? [1:01:38<00:00,  2.32it/s]
Epoch 0: |          | 8599/? [1:01:38<00:00,  2.32it/s]
Epoch 0: |          | 8599/? [1:01:38<00:00,  2.32it/s]
Epoch 0: |          | 8600/? [1:01:38<00:00,  2.32it/s]
Epoch 0: |          | 8600/? [1:01:38<00:00,  2.32it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 10.96it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.37it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.38it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.17it/s][A
[A
Epoch 0: |          | 8600/? [1:01:39<00:00,  2.32it/s]
Epoch 0: |          | 8601/? [1:01:39<00:00,  2.32it/s]
Epoch 0: |          | 8601/? [1:01:39<00:00,  2.32it/s]
Epoch 0: |          | 8602/? [1:01:40<00:00,  2.32it/s]
Epoch 0: |          | 8602/? [1:01:40<00:00,  2.32it/s]
Epoch 0: |          | 8603/? [1:01:40<00:00,  2.32it/s]
Epoch 0: |          | 8603/? [1:01:40<00:00,  2.32it/s]
Epoch 0: |          | 8604/? [1:01:40<00:00,  2.32it/s]
Epoch 0: |          | 8604/? [1:01:40<00:00,  2.32it/s]
Epoch 0: |          | 8605/? [1:01:41<00:00,  2.33it/s]
Epoch 0: |          | 8605/? [1:01:41<00:00,  2.33it/s]
Epoch 0: |          | 8606/? [1:01:41<00:00,  2.33it/s]
Epoch 0: |          | 8606/? [1:01:41<00:00,  2.33it/s]
Epoch 0: |          | 8607/? [1:01:41<00:00,  2.33it/s]
Epoch 0: |          | 8607/? [1:01:41<00:00,  2.33it/s]
Epoch 0: |          | 8608/? [1:01:42<00:00,  2.33it/s]
Epoch 0: |          | 8608/? [1:01:42<00:00,  2.33it/s]
Epoch 0: |          | 8609/? [1:01:42<00:00,  2.33it/s]
Epoch 0: |          | 8609/? [1:01:42<00:00,  2.33it/s]
Epoch 0: |          | 8610/? [1:01:42<00:00,  2.33it/s]
Epoch 0: |          | 8610/? [1:01:42<00:00,  2.33it/s]
Epoch 0: |          | 8611/? [1:01:43<00:00,  2.33it/s]
Epoch 0: |          | 8611/? [1:01:43<00:00,  2.33it/s]
Epoch 0: |          | 8612/? [1:01:43<00:00,  2.33it/s]
Epoch 0: |          | 8612/? [1:01:43<00:00,  2.33it/s]
Epoch 0: |          | 8613/? [1:01:43<00:00,  2.33it/s]
Epoch 0: |          | 8613/? [1:01:43<00:00,  2.33it/s]
Epoch 0: |          | 8614/? [1:01:44<00:00,  2.33it/s]
Epoch 0: |          | 8614/? [1:01:44<00:00,  2.33it/s]
Epoch 0: |          | 8615/? [1:01:44<00:00,  2.33it/s]
Epoch 0: |          | 8615/? [1:01:44<00:00,  2.33it/s]
Epoch 0: |          | 8616/? [1:01:44<00:00,  2.33it/s]
Epoch 0: |          | 8616/? [1:01:44<00:00,  2.33it/s]
Epoch 0: |          | 8617/? [1:01:44<00:00,  2.33it/s]
Epoch 0: |          | 8617/? [1:01:44<00:00,  2.33it/s]
Epoch 0: |          | 8618/? [1:01:45<00:00,  2.33it/s]
Epoch 0: |          | 8618/? [1:01:45<00:00,  2.33it/s]
Epoch 0: |          | 8619/? [1:01:45<00:00,  2.33it/s]
Epoch 0: |          | 8619/? [1:01:45<00:00,  2.33it/s]
Epoch 0: |          | 8620/? [1:01:45<00:00,  2.33it/s]
Epoch 0: |          | 8620/? [1:01:45<00:00,  2.33it/s]
Epoch 0: |          | 8621/? [1:01:46<00:00,  2.33it/s]
Epoch 0: |          | 8621/? [1:01:46<00:00,  2.33it/s]
Epoch 0: |          | 8622/? [1:01:46<00:00,  2.33it/s]
Epoch 0: |          | 8622/? [1:01:46<00:00,  2.33it/s]
Epoch 0: |          | 8623/? [1:01:46<00:00,  2.33it/s]
Epoch 0: |          | 8623/? [1:01:46<00:00,  2.33it/s]
Epoch 0: |          | 8624/? [1:01:47<00:00,  2.33it/s]
Epoch 0: |          | 8624/? [1:01:47<00:00,  2.33it/s]
Epoch 0: |          | 8625/? [1:01:47<00:00,  2.33it/s]
Epoch 0: |          | 8625/? [1:01:47<00:00,  2.33it/s]
Epoch 0: |          | 8626/? [1:01:47<00:00,  2.33it/s]
Epoch 0: |          | 8626/? [1:01:47<00:00,  2.33it/s]
Epoch 0: |          | 8627/? [1:01:48<00:00,  2.33it/s]
Epoch 0: |          | 8627/? [1:01:48<00:00,  2.33it/s]
Epoch 0: |          | 8628/? [1:01:48<00:00,  2.33it/s]
Epoch 0: |          | 8628/? [1:01:48<00:00,  2.33it/s]
Epoch 0: |          | 8629/? [1:01:48<00:00,  2.33it/s]
Epoch 0: |          | 8629/? [1:01:48<00:00,  2.33it/s]
Epoch 0: |          | 8630/? [1:01:49<00:00,  2.33it/s]
Epoch 0: |          | 8630/? [1:01:49<00:00,  2.33it/s]
Epoch 0: |          | 8631/? [1:01:49<00:00,  2.33it/s]
Epoch 0: |          | 8631/? [1:01:49<00:00,  2.33it/s]
Epoch 0: |          | 8632/? [1:01:49<00:00,  2.33it/s]
Epoch 0: |          | 8632/? [1:01:49<00:00,  2.33it/s]
Epoch 0: |          | 8633/? [1:01:50<00:00,  2.33it/s]
Epoch 0: |          | 8633/? [1:01:50<00:00,  2.33it/s]
Epoch 0: |          | 8634/? [1:01:50<00:00,  2.33it/s]
Epoch 0: |          | 8634/? [1:01:50<00:00,  2.33it/s]
Epoch 0: |          | 8635/? [1:01:50<00:00,  2.33it/s]
Epoch 0: |          | 8635/? [1:01:50<00:00,  2.33it/s]
Epoch 0: |          | 8636/? [1:01:51<00:00,  2.33it/s]
Epoch 0: |          | 8636/? [1:01:51<00:00,  2.33it/s]
Epoch 0: |          | 8637/? [1:01:51<00:00,  2.33it/s]
Epoch 0: |          | 8637/? [1:01:51<00:00,  2.33it/s]
Epoch 0: |          | 8638/? [1:01:51<00:00,  2.33it/s]
Epoch 0: |          | 8638/? [1:01:51<00:00,  2.33it/s]
Epoch 0: |          | 8639/? [1:01:52<00:00,  2.33it/s]
Epoch 0: |          | 8639/? [1:01:52<00:00,  2.33it/s]
Epoch 0: |          | 8640/? [1:01:52<00:00,  2.33it/s]
Epoch 0: |          | 8640/? [1:01:52<00:00,  2.33it/s]
Epoch 0: |          | 8641/? [1:01:52<00:00,  2.33it/s]
Epoch 0: |          | 8641/? [1:01:52<00:00,  2.33it/s]
Epoch 0: |          | 8642/? [1:01:53<00:00,  2.33it/s]
Epoch 0: |          | 8642/? [1:01:53<00:00,  2.33it/s]
Epoch 0: |          | 8643/? [1:01:53<00:00,  2.33it/s]
Epoch 0: |          | 8643/? [1:01:53<00:00,  2.33it/s]
Epoch 0: |          | 8644/? [1:01:53<00:00,  2.33it/s]
Epoch 0: |          | 8644/? [1:01:53<00:00,  2.33it/s]
Epoch 0: |          | 8645/? [1:01:54<00:00,  2.33it/s]
Epoch 0: |          | 8645/? [1:01:54<00:00,  2.33it/s]
Epoch 0: |          | 8646/? [1:01:54<00:00,  2.33it/s]
Epoch 0: |          | 8646/? [1:01:54<00:00,  2.33it/s]
Epoch 0: |          | 8647/? [1:01:54<00:00,  2.33it/s]
Epoch 0: |          | 8647/? [1:01:54<00:00,  2.33it/s]
Epoch 0: |          | 8648/? [1:01:55<00:00,  2.33it/s]
Epoch 0: |          | 8648/? [1:01:55<00:00,  2.33it/s]
Epoch 0: |          | 8649/? [1:01:55<00:00,  2.33it/s]
Epoch 0: |          | 8649/? [1:01:55<00:00,  2.33it/s]
Epoch 0: |          | 8650/? [1:01:55<00:00,  2.33it/s]
Epoch 0: |          | 8650/? [1:01:55<00:00,  2.33it/s]
Epoch 0: |          | 8651/? [1:01:56<00:00,  2.33it/s]
Epoch 0: |          | 8651/? [1:01:56<00:00,  2.33it/s]
Epoch 0: |          | 8652/? [1:01:56<00:00,  2.33it/s]
Epoch 0: |          | 8652/? [1:01:56<00:00,  2.33it/s]
Epoch 0: |          | 8653/? [1:01:56<00:00,  2.33it/s]
Epoch 0: |          | 8653/? [1:01:56<00:00,  2.33it/s]
Epoch 0: |          | 8654/? [1:01:57<00:00,  2.33it/s]
Epoch 0: |          | 8654/? [1:01:57<00:00,  2.33it/s]
Epoch 0: |          | 8655/? [1:01:57<00:00,  2.33it/s]
Epoch 0: |          | 8655/? [1:01:57<00:00,  2.33it/s]
Epoch 0: |          | 8656/? [1:01:57<00:00,  2.33it/s]
Epoch 0: |          | 8656/? [1:01:57<00:00,  2.33it/s]
Epoch 0: |          | 8657/? [1:01:58<00:00,  2.33it/s]
Epoch 0: |          | 8657/? [1:01:58<00:00,  2.33it/s]
Epoch 0: |          | 8658/? [1:01:58<00:00,  2.33it/s]
Epoch 0: |          | 8658/? [1:01:58<00:00,  2.33it/s]
Epoch 0: |          | 8659/? [1:01:58<00:00,  2.33it/s]
Epoch 0: |          | 8659/? [1:01:58<00:00,  2.33it/s]
Epoch 0: |          | 8660/? [1:01:59<00:00,  2.33it/s]
Epoch 0: |          | 8660/? [1:01:59<00:00,  2.33it/s]
Epoch 0: |          | 8661/? [1:01:59<00:00,  2.33it/s]
Epoch 0: |          | 8661/? [1:01:59<00:00,  2.33it/s]
Epoch 0: |          | 8662/? [1:01:59<00:00,  2.33it/s]
Epoch 0: |          | 8662/? [1:01:59<00:00,  2.33it/s]
Epoch 0: |          | 8663/? [1:02:00<00:00,  2.33it/s]
Epoch 0: |          | 8663/? [1:02:00<00:00,  2.33it/s]
Epoch 0: |          | 8664/? [1:02:00<00:00,  2.33it/s]
Epoch 0: |          | 8664/? [1:02:00<00:00,  2.33it/s]
Epoch 0: |          | 8665/? [1:02:00<00:00,  2.33it/s]
Epoch 0: |          | 8665/? [1:02:00<00:00,  2.33it/s]
Epoch 0: |          | 8666/? [1:02:01<00:00,  2.33it/s]
Epoch 0: |          | 8666/? [1:02:01<00:00,  2.33it/s]
Epoch 0: |          | 8667/? [1:02:01<00:00,  2.33it/s]
Epoch 0: |          | 8667/? [1:02:01<00:00,  2.33it/s]
Epoch 0: |          | 8668/? [1:02:01<00:00,  2.33it/s]
Epoch 0: |          | 8668/? [1:02:01<00:00,  2.33it/s]
Epoch 0: |          | 8669/? [1:02:02<00:00,  2.33it/s]
Epoch 0: |          | 8669/? [1:02:02<00:00,  2.33it/s]
Epoch 0: |          | 8670/? [1:02:02<00:00,  2.33it/s]
Epoch 0: |          | 8670/? [1:02:02<00:00,  2.33it/s]
Epoch 0: |          | 8671/? [1:02:02<00:00,  2.33it/s]
Epoch 0: |          | 8671/? [1:02:02<00:00,  2.33it/s]
Epoch 0: |          | 8672/? [1:02:03<00:00,  2.33it/s]
Epoch 0: |          | 8672/? [1:02:03<00:00,  2.33it/s]
Epoch 0: |          | 8673/? [1:02:03<00:00,  2.33it/s]
Epoch 0: |          | 8673/? [1:02:03<00:00,  2.33it/s]
Epoch 0: |          | 8674/? [1:02:03<00:00,  2.33it/s]
Epoch 0: |          | 8674/? [1:02:03<00:00,  2.33it/s]
Epoch 0: |          | 8675/? [1:02:04<00:00,  2.33it/s]
Epoch 0: |          | 8675/? [1:02:04<00:00,  2.33it/s]
Epoch 0: |          | 8676/? [1:02:04<00:00,  2.33it/s]
Epoch 0: |          | 8676/? [1:02:04<00:00,  2.33it/s]
Epoch 0: |          | 8677/? [1:02:04<00:00,  2.33it/s]
Epoch 0: |          | 8677/? [1:02:04<00:00,  2.33it/s]
Epoch 0: |          | 8678/? [1:02:05<00:00,  2.33it/s]
Epoch 0: |          | 8678/? [1:02:05<00:00,  2.33it/s]
Epoch 0: |          | 8679/? [1:02:05<00:00,  2.33it/s]
Epoch 0: |          | 8679/? [1:02:05<00:00,  2.33it/s]
Epoch 0: |          | 8680/? [1:02:05<00:00,  2.33it/s]
Epoch 0: |          | 8680/? [1:02:05<00:00,  2.33it/s]
Epoch 0: |          | 8681/? [1:02:06<00:00,  2.33it/s]
Epoch 0: |          | 8681/? [1:02:06<00:00,  2.33it/s]
Epoch 0: |          | 8682/? [1:02:06<00:00,  2.33it/s]
Epoch 0: |          | 8682/? [1:02:06<00:00,  2.33it/s]
Epoch 0: |          | 8683/? [1:02:06<00:00,  2.33it/s]
Epoch 0: |          | 8683/? [1:02:06<00:00,  2.33it/s]
Epoch 0: |          | 8684/? [1:02:07<00:00,  2.33it/s]
Epoch 0: |          | 8684/? [1:02:07<00:00,  2.33it/s]
Epoch 0: |          | 8685/? [1:02:07<00:00,  2.33it/s]
Epoch 0: |          | 8685/? [1:02:07<00:00,  2.33it/s]
Epoch 0: |          | 8686/? [1:02:07<00:00,  2.33it/s]
Epoch 0: |          | 8686/? [1:02:07<00:00,  2.33it/s]
Epoch 0: |          | 8687/? [1:02:07<00:00,  2.33it/s]
Epoch 0: |          | 8687/? [1:02:07<00:00,  2.33it/s]
Epoch 0: |          | 8688/? [1:02:08<00:00,  2.33it/s]
Epoch 0: |          | 8688/? [1:02:08<00:00,  2.33it/s]
Epoch 0: |          | 8689/? [1:02:08<00:00,  2.33it/s]
Epoch 0: |          | 8689/? [1:02:08<00:00,  2.33it/s]
Epoch 0: |          | 8690/? [1:02:08<00:00,  2.33it/s]
Epoch 0: |          | 8690/? [1:02:08<00:00,  2.33it/s]
Epoch 0: |          | 8691/? [1:02:09<00:00,  2.33it/s]
Epoch 0: |          | 8691/? [1:02:09<00:00,  2.33it/s]
Epoch 0: |          | 8692/? [1:02:09<00:00,  2.33it/s]
Epoch 0: |          | 8692/? [1:02:09<00:00,  2.33it/s]
Epoch 0: |          | 8693/? [1:02:09<00:00,  2.33it/s]
Epoch 0: |          | 8693/? [1:02:09<00:00,  2.33it/s]
Epoch 0: |          | 8694/? [1:02:10<00:00,  2.33it/s]
Epoch 0: |          | 8694/? [1:02:10<00:00,  2.33it/s]
Epoch 0: |          | 8695/? [1:02:10<00:00,  2.33it/s]
Epoch 0: |          | 8695/? [1:02:10<00:00,  2.33it/s]
Epoch 0: |          | 8696/? [1:02:10<00:00,  2.33it/s]
Epoch 0: |          | 8696/? [1:02:10<00:00,  2.33it/s]
Epoch 0: |          | 8697/? [1:02:11<00:00,  2.33it/s]
Epoch 0: |          | 8697/? [1:02:11<00:00,  2.33it/s]
Epoch 0: |          | 8698/? [1:02:11<00:00,  2.33it/s]
Epoch 0: |          | 8698/? [1:02:11<00:00,  2.33it/s]
Epoch 0: |          | 8699/? [1:02:11<00:00,  2.33it/s]
Epoch 0: |          | 8699/? [1:02:11<00:00,  2.33it/s]
Epoch 0: |          | 8700/? [1:02:12<00:00,  2.33it/s]
Epoch 0: |          | 8700/? [1:02:12<00:00,  2.33it/s]
Epoch 0: |          | 8701/? [1:02:12<00:00,  2.33it/s]
Epoch 0: |          | 8701/? [1:02:12<00:00,  2.33it/s]
Epoch 0: |          | 8702/? [1:02:12<00:00,  2.33it/s]
Epoch 0: |          | 8702/? [1:02:12<00:00,  2.33it/s]
Epoch 0: |          | 8703/? [1:02:13<00:00,  2.33it/s]
Epoch 0: |          | 8703/? [1:02:13<00:00,  2.33it/s]
Epoch 0: |          | 8704/? [1:02:13<00:00,  2.33it/s]
Epoch 0: |          | 8704/? [1:02:13<00:00,  2.33it/s]
Epoch 0: |          | 8705/? [1:02:13<00:00,  2.33it/s]
Epoch 0: |          | 8705/? [1:02:13<00:00,  2.33it/s]
Epoch 0: |          | 8706/? [1:02:14<00:00,  2.33it/s]
Epoch 0: |          | 8706/? [1:02:14<00:00,  2.33it/s]
Epoch 0: |          | 8707/? [1:02:14<00:00,  2.33it/s]
Epoch 0: |          | 8707/? [1:02:14<00:00,  2.33it/s]
Epoch 0: |          | 8708/? [1:02:14<00:00,  2.33it/s]
Epoch 0: |          | 8708/? [1:02:14<00:00,  2.33it/s]
Epoch 0: |          | 8709/? [1:02:15<00:00,  2.33it/s]
Epoch 0: |          | 8709/? [1:02:15<00:00,  2.33it/s]
Epoch 0: |          | 8710/? [1:02:15<00:00,  2.33it/s]
Epoch 0: |          | 8710/? [1:02:15<00:00,  2.33it/s]
Epoch 0: |          | 8711/? [1:02:15<00:00,  2.33it/s]
Epoch 0: |          | 8711/? [1:02:15<00:00,  2.33it/s]
Epoch 0: |          | 8712/? [1:02:16<00:00,  2.33it/s]
Epoch 0: |          | 8712/? [1:02:16<00:00,  2.33it/s]
Epoch 0: |          | 8713/? [1:02:16<00:00,  2.33it/s]
Epoch 0: |          | 8713/? [1:02:16<00:00,  2.33it/s]
Epoch 0: |          | 8714/? [1:02:16<00:00,  2.33it/s]
Epoch 0: |          | 8714/? [1:02:16<00:00,  2.33it/s]
Epoch 0: |          | 8715/? [1:02:17<00:00,  2.33it/s]
Epoch 0: |          | 8715/? [1:02:17<00:00,  2.33it/s]
Epoch 0: |          | 8716/? [1:02:17<00:00,  2.33it/s]
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Epoch 0: |          | 8729/? [1:02:22<00:00,  2.33it/s]
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Epoch 0: |          | 8730/? [1:02:22<00:00,  2.33it/s]
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Epoch 0: |          | 8731/? [1:02:22<00:00,  2.33it/s]
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Epoch 0: |          | 8732/? [1:02:22<00:00,  2.33it/s]
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Epoch 0: |          | 8733/? [1:02:23<00:00,  2.33it/s]
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Epoch 0: |          | 8734/? [1:02:23<00:00,  2.33it/s]
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Epoch 0: |          | 8735/? [1:02:23<00:00,  2.33it/s]
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Epoch 0: |          | 8736/? [1:02:24<00:00,  2.33it/s]
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Epoch 0: |          | 8737/? [1:02:24<00:00,  2.33it/s]
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Epoch 0: |          | 8738/? [1:02:25<00:00,  2.33it/s]
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Epoch 0: |          | 8739/? [1:02:25<00:00,  2.33it/s]
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Epoch 0: |          | 8740/? [1:02:25<00:00,  2.33it/s]
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Epoch 0: |          | 8741/? [1:02:25<00:00,  2.33it/s]
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Epoch 0: |          | 8742/? [1:02:26<00:00,  2.33it/s]
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Epoch 0: |          | 8743/? [1:02:26<00:00,  2.33it/s]
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Epoch 0: |          | 8744/? [1:02:26<00:00,  2.33it/s]
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Epoch 0: |          | 8745/? [1:02:27<00:00,  2.33it/s]
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Epoch 0: |          | 8747/? [1:02:28<00:00,  2.33it/s]
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Epoch 0: |          | 8748/? [1:02:28<00:00,  2.33it/s]
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Epoch 0: |          | 8755/? [1:02:30<00:00,  2.33it/s]
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Epoch 0: |          | 8756/? [1:02:31<00:00,  2.33it/s]
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Epoch 0: |          | 8757/? [1:02:31<00:00,  2.33it/s]
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Epoch 0: |          | 8758/? [1:02:31<00:00,  2.33it/s]
Epoch 0: |          | 8758/? [1:02:31<00:00,  2.33it/s]
Epoch 0: |          | 8759/? [1:02:31<00:00,  2.33it/s]
Epoch 0: |          | 8759/? [1:02:31<00:00,  2.33it/s]
Epoch 0: |          | 8760/? [1:02:32<00:00,  2.33it/s]
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Epoch 0: |          | 8761/? [1:02:32<00:00,  2.33it/s]
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Epoch 0: |          | 8762/? [1:02:32<00:00,  2.33it/s]
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Epoch 0: |          | 8763/? [1:02:33<00:00,  2.33it/s]
Epoch 0: |          | 8763/? [1:02:33<00:00,  2.33it/s]
Epoch 0: |          | 8764/? [1:02:33<00:00,  2.33it/s]
Epoch 0: |          | 8764/? [1:02:33<00:00,  2.33it/s]
Epoch 0: |          | 8765/? [1:02:33<00:00,  2.33it/s]
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Epoch 0: |          | 8766/? [1:02:34<00:00,  2.33it/s]
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Epoch 0: |          | 8767/? [1:02:34<00:00,  2.33it/s]
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Epoch 0: |          | 8768/? [1:02:34<00:00,  2.34it/s]
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Epoch 0: |          | 8769/? [1:02:35<00:00,  2.34it/s]
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Epoch 0: |          | 8770/? [1:02:35<00:00,  2.34it/s]
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Epoch 0: |          | 8771/? [1:02:35<00:00,  2.34it/s]
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Epoch 0: |          | 8772/? [1:02:36<00:00,  2.34it/s]
Epoch 0: |          | 8772/? [1:02:36<00:00,  2.34it/s]
Epoch 0: |          | 8773/? [1:02:36<00:00,  2.34it/s]
Epoch 0: |          | 8773/? [1:02:36<00:00,  2.34it/s]
Epoch 0: |          | 8774/? [1:02:36<00:00,  2.34it/s]
Epoch 0: |          | 8774/? [1:02:36<00:00,  2.34it/s]
Epoch 0: |          | 8775/? [1:02:37<00:00,  2.34it/s]
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Epoch 0: |          | 8776/? [1:02:37<00:00,  2.34it/s]
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Epoch 0: |          | 8777/? [1:02:37<00:00,  2.34it/s]
Epoch 0: |          | 8777/? [1:02:37<00:00,  2.34it/s]
Epoch 0: |          | 8778/? [1:02:38<00:00,  2.34it/s]
Epoch 0: |          | 8778/? [1:02:38<00:00,  2.34it/s]
Epoch 0: |          | 8779/? [1:02:38<00:00,  2.34it/s]
Epoch 0: |          | 8779/? [1:02:38<00:00,  2.34it/s]
Epoch 0: |          | 8780/? [1:02:38<00:00,  2.34it/s]
Epoch 0: |          | 8780/? [1:02:38<00:00,  2.34it/s]
Epoch 0: |          | 8781/? [1:02:39<00:00,  2.34it/s]
Epoch 0: |          | 8781/? [1:02:39<00:00,  2.34it/s]
Epoch 0: |          | 8782/? [1:02:39<00:00,  2.34it/s]
Epoch 0: |          | 8782/? [1:02:39<00:00,  2.34it/s]
Epoch 0: |          | 8783/? [1:02:39<00:00,  2.34it/s]
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Epoch 0: |          | 8784/? [1:02:40<00:00,  2.34it/s]
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Epoch 0: |          | 8785/? [1:02:40<00:00,  2.34it/s]
Epoch 0: |          | 8785/? [1:02:40<00:00,  2.34it/s]
Epoch 0: |          | 8786/? [1:02:40<00:00,  2.34it/s]
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Epoch 0: |          | 8787/? [1:02:41<00:00,  2.34it/s]
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Epoch 0: |          | 8789/? [1:02:41<00:00,  2.34it/s]
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Epoch 0: |          | 8790/? [1:02:42<00:00,  2.34it/s]
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Epoch 0: |          | 8791/? [1:02:42<00:00,  2.34it/s]
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Epoch 0: |          | 8792/? [1:02:42<00:00,  2.34it/s]
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Epoch 0: |          | 8793/? [1:02:43<00:00,  2.34it/s]
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Epoch 0: |          | 8794/? [1:02:43<00:00,  2.34it/s]
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Epoch 0: |          | 8795/? [1:02:43<00:00,  2.34it/s]
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Epoch 0: |          | 8796/? [1:02:44<00:00,  2.34it/s]
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Epoch 0: |          | 8797/? [1:02:44<00:00,  2.34it/s]
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Epoch 0: |          | 8798/? [1:02:44<00:00,  2.34it/s]
Epoch 0: |          | 8798/? [1:02:44<00:00,  2.34it/s]
Epoch 0: |          | 8799/? [1:02:45<00:00,  2.34it/s]
Epoch 0: |          | 8799/? [1:02:45<00:00,  2.34it/s]
Epoch 0: |          | 8800/? [1:02:45<00:00,  2.34it/s]
Epoch 0: |          | 8800/? [1:02:45<00:00,  2.34it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.24it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.69it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.47it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.48it/s][A
[A
Epoch 0: |          | 8800/? [1:02:45<00:00,  2.34it/s]
Epoch 0: |          | 8801/? [1:02:46<00:00,  2.34it/s]
Epoch 0: |          | 8801/? [1:02:46<00:00,  2.34it/s]
Epoch 0: |          | 8802/? [1:02:46<00:00,  2.34it/s]
Epoch 0: |          | 8802/? [1:02:46<00:00,  2.34it/s]
Epoch 0: |          | 8803/? [1:02:46<00:00,  2.34it/s]
Epoch 0: |          | 8803/? [1:02:46<00:00,  2.34it/s]
Epoch 0: |          | 8804/? [1:02:47<00:00,  2.34it/s]
Epoch 0: |          | 8804/? [1:02:47<00:00,  2.34it/s]
Epoch 0: |          | 8805/? [1:02:47<00:00,  2.34it/s]
Epoch 0: |          | 8805/? [1:02:47<00:00,  2.34it/s]
Epoch 0: |          | 8806/? [1:02:48<00:00,  2.34it/s]
Epoch 0: |          | 8806/? [1:02:48<00:00,  2.34it/s]
Epoch 0: |          | 8807/? [1:02:48<00:00,  2.34it/s]
Epoch 0: |          | 8807/? [1:02:48<00:00,  2.34it/s]
Epoch 0: |          | 8808/? [1:02:48<00:00,  2.34it/s]
Epoch 0: |          | 8808/? [1:02:48<00:00,  2.34it/s]
Epoch 0: |          | 8809/? [1:02:49<00:00,  2.34it/s]
Epoch 0: |          | 8809/? [1:02:49<00:00,  2.34it/s]
Epoch 0: |          | 8810/? [1:02:49<00:00,  2.34it/s]
Epoch 0: |          | 8810/? [1:02:49<00:00,  2.34it/s]
Epoch 0: |          | 8811/? [1:02:49<00:00,  2.34it/s]
Epoch 0: |          | 8811/? [1:02:49<00:00,  2.34it/s]
Epoch 0: |          | 8812/? [1:02:49<00:00,  2.34it/s]
Epoch 0: |          | 8812/? [1:02:49<00:00,  2.34it/s]
Epoch 0: |          | 8813/? [1:02:50<00:00,  2.34it/s]
Epoch 0: |          | 8813/? [1:02:50<00:00,  2.34it/s]
Epoch 0: |          | 8814/? [1:02:50<00:00,  2.34it/s]
Epoch 0: |          | 8814/? [1:02:50<00:00,  2.34it/s]
Epoch 0: |          | 8815/? [1:02:51<00:00,  2.34it/s]
Epoch 0: |          | 8815/? [1:02:51<00:00,  2.34it/s]
Epoch 0: |          | 8816/? [1:02:51<00:00,  2.34it/s]
Epoch 0: |          | 8816/? [1:02:51<00:00,  2.34it/s]
Epoch 0: |          | 8817/? [1:02:51<00:00,  2.34it/s]
Epoch 0: |          | 8817/? [1:02:51<00:00,  2.34it/s]
Epoch 0: |          | 8818/? [1:02:52<00:00,  2.34it/s]
Epoch 0: |          | 8818/? [1:02:52<00:00,  2.34it/s]
Epoch 0: |          | 8819/? [1:02:52<00:00,  2.34it/s]
Epoch 0: |          | 8819/? [1:02:52<00:00,  2.34it/s]
Epoch 0: |          | 8820/? [1:02:52<00:00,  2.34it/s]
Epoch 0: |          | 8820/? [1:02:52<00:00,  2.34it/s]
Epoch 0: |          | 8821/? [1:02:53<00:00,  2.34it/s]
Epoch 0: |          | 8821/? [1:02:53<00:00,  2.34it/s]
Epoch 0: |          | 8822/? [1:02:53<00:00,  2.34it/s]
Epoch 0: |          | 8822/? [1:02:53<00:00,  2.34it/s]
Epoch 0: |          | 8823/? [1:02:53<00:00,  2.34it/s]
Epoch 0: |          | 8823/? [1:02:53<00:00,  2.34it/s]
Epoch 0: |          | 8824/? [1:02:54<00:00,  2.34it/s]
Epoch 0: |          | 8824/? [1:02:54<00:00,  2.34it/s]
Epoch 0: |          | 8825/? [1:02:54<00:00,  2.34it/s]
Epoch 0: |          | 8825/? [1:02:54<00:00,  2.34it/s]
Epoch 0: |          | 8826/? [1:02:54<00:00,  2.34it/s]
Epoch 0: |          | 8826/? [1:02:54<00:00,  2.34it/s]
Epoch 0: |          | 8827/? [1:02:55<00:00,  2.34it/s]
Epoch 0: |          | 8827/? [1:02:55<00:00,  2.34it/s]
Epoch 0: |          | 8828/? [1:02:55<00:00,  2.34it/s]
Epoch 0: |          | 8828/? [1:02:55<00:00,  2.34it/s]
Epoch 0: |          | 8829/? [1:02:55<00:00,  2.34it/s]
Epoch 0: |          | 8829/? [1:02:55<00:00,  2.34it/s]
Epoch 0: |          | 8830/? [1:02:56<00:00,  2.34it/s]
Epoch 0: |          | 8830/? [1:02:56<00:00,  2.34it/s]
Epoch 0: |          | 8831/? [1:02:56<00:00,  2.34it/s]
Epoch 0: |          | 8831/? [1:02:56<00:00,  2.34it/s]
Epoch 0: |          | 8832/? [1:02:56<00:00,  2.34it/s]
Epoch 0: |          | 8832/? [1:02:56<00:00,  2.34it/s]
Epoch 0: |          | 8833/? [1:02:57<00:00,  2.34it/s]
Epoch 0: |          | 8833/? [1:02:57<00:00,  2.34it/s]
Epoch 0: |          | 8834/? [1:02:57<00:00,  2.34it/s]
Epoch 0: |          | 8834/? [1:02:57<00:00,  2.34it/s]
Epoch 0: |          | 8835/? [1:02:57<00:00,  2.34it/s]
Epoch 0: |          | 8835/? [1:02:57<00:00,  2.34it/s]
Epoch 0: |          | 8836/? [1:02:58<00:00,  2.34it/s]
Epoch 0: |          | 8836/? [1:02:58<00:00,  2.34it/s]
Epoch 0: |          | 8837/? [1:02:58<00:00,  2.34it/s]
Epoch 0: |          | 8837/? [1:02:58<00:00,  2.34it/s]
Epoch 0: |          | 8838/? [1:02:58<00:00,  2.34it/s]
Epoch 0: |          | 8838/? [1:02:58<00:00,  2.34it/s]
Epoch 0: |          | 8839/? [1:02:59<00:00,  2.34it/s]
Epoch 0: |          | 8839/? [1:02:59<00:00,  2.34it/s]
Epoch 0: |          | 8840/? [1:02:59<00:00,  2.34it/s]
Epoch 0: |          | 8840/? [1:02:59<00:00,  2.34it/s]
Epoch 0: |          | 8841/? [1:02:59<00:00,  2.34it/s]
Epoch 0: |          | 8841/? [1:02:59<00:00,  2.34it/s]
Epoch 0: |          | 8842/? [1:03:00<00:00,  2.34it/s]
Epoch 0: |          | 8842/? [1:03:00<00:00,  2.34it/s]
Epoch 0: |          | 8843/? [1:03:00<00:00,  2.34it/s]
Epoch 0: |          | 8843/? [1:03:00<00:00,  2.34it/s]
Epoch 0: |          | 8844/? [1:03:00<00:00,  2.34it/s]
Epoch 0: |          | 8844/? [1:03:00<00:00,  2.34it/s]
Epoch 0: |          | 8845/? [1:03:01<00:00,  2.34it/s]
Epoch 0: |          | 8845/? [1:03:01<00:00,  2.34it/s]
Epoch 0: |          | 8846/? [1:03:01<00:00,  2.34it/s]
Epoch 0: |          | 8846/? [1:03:01<00:00,  2.34it/s]
Epoch 0: |          | 8847/? [1:03:01<00:00,  2.34it/s]
Epoch 0: |          | 8847/? [1:03:01<00:00,  2.34it/s]
Epoch 0: |          | 8848/? [1:03:02<00:00,  2.34it/s]
Epoch 0: |          | 8848/? [1:03:02<00:00,  2.34it/s]
Epoch 0: |          | 8849/? [1:03:02<00:00,  2.34it/s]
Epoch 0: |          | 8849/? [1:03:02<00:00,  2.34it/s]
Epoch 0: |          | 8850/? [1:03:02<00:00,  2.34it/s]
Epoch 0: |          | 8850/? [1:03:02<00:00,  2.34it/s]
Epoch 0: |          | 8851/? [1:03:02<00:00,  2.34it/s]
Epoch 0: |          | 8851/? [1:03:02<00:00,  2.34it/s]
Epoch 0: |          | 8852/? [1:03:03<00:00,  2.34it/s]
Epoch 0: |          | 8852/? [1:03:03<00:00,  2.34it/s]
Epoch 0: |          | 8853/? [1:03:03<00:00,  2.34it/s]
Epoch 0: |          | 8853/? [1:03:03<00:00,  2.34it/s]
Epoch 0: |          | 8854/? [1:03:03<00:00,  2.34it/s]
Epoch 0: |          | 8854/? [1:03:03<00:00,  2.34it/s]
Epoch 0: |          | 8855/? [1:03:04<00:00,  2.34it/s]
Epoch 0: |          | 8855/? [1:03:04<00:00,  2.34it/s]
Epoch 0: |          | 8856/? [1:03:04<00:00,  2.34it/s]
Epoch 0: |          | 8856/? [1:03:04<00:00,  2.34it/s]
Epoch 0: |          | 8857/? [1:03:04<00:00,  2.34it/s]
Epoch 0: |          | 8857/? [1:03:04<00:00,  2.34it/s]
Epoch 0: |          | 8858/? [1:03:05<00:00,  2.34it/s]
Epoch 0: |          | 8858/? [1:03:05<00:00,  2.34it/s]
Epoch 0: |          | 8859/? [1:03:05<00:00,  2.34it/s]
Epoch 0: |          | 8859/? [1:03:05<00:00,  2.34it/s]
Epoch 0: |          | 8860/? [1:03:05<00:00,  2.34it/s]
Epoch 0: |          | 8860/? [1:03:05<00:00,  2.34it/s]
Epoch 0: |          | 8861/? [1:03:06<00:00,  2.34it/s]
Epoch 0: |          | 8861/? [1:03:06<00:00,  2.34it/s]
Epoch 0: |          | 8862/? [1:03:06<00:00,  2.34it/s]
Epoch 0: |          | 8862/? [1:03:06<00:00,  2.34it/s]
Epoch 0: |          | 8863/? [1:03:06<00:00,  2.34it/s]
Epoch 0: |          | 8863/? [1:03:06<00:00,  2.34it/s]
Epoch 0: |          | 8864/? [1:03:07<00:00,  2.34it/s]
Epoch 0: |          | 8864/? [1:03:07<00:00,  2.34it/s]
Epoch 0: |          | 8865/? [1:03:07<00:00,  2.34it/s]
Epoch 0: |          | 8865/? [1:03:07<00:00,  2.34it/s]
Epoch 0: |          | 8866/? [1:03:07<00:00,  2.34it/s]
Epoch 0: |          | 8866/? [1:03:07<00:00,  2.34it/s]
Epoch 0: |          | 8867/? [1:03:08<00:00,  2.34it/s]
Epoch 0: |          | 8867/? [1:03:08<00:00,  2.34it/s]
Epoch 0: |          | 8868/? [1:03:08<00:00,  2.34it/s]
Epoch 0: |          | 8868/? [1:03:08<00:00,  2.34it/s]
Epoch 0: |          | 8869/? [1:03:08<00:00,  2.34it/s]
Epoch 0: |          | 8869/? [1:03:08<00:00,  2.34it/s]
Epoch 0: |          | 8870/? [1:03:09<00:00,  2.34it/s]
Epoch 0: |          | 8870/? [1:03:09<00:00,  2.34it/s]
Epoch 0: |          | 8871/? [1:03:09<00:00,  2.34it/s]
Epoch 0: |          | 8871/? [1:03:09<00:00,  2.34it/s]
Epoch 0: |          | 8872/? [1:03:09<00:00,  2.34it/s]
Epoch 0: |          | 8872/? [1:03:09<00:00,  2.34it/s]
Epoch 0: |          | 8873/? [1:03:10<00:00,  2.34it/s]
Epoch 0: |          | 8873/? [1:03:10<00:00,  2.34it/s]
Epoch 0: |          | 8874/? [1:03:10<00:00,  2.34it/s]
Epoch 0: |          | 8874/? [1:03:10<00:00,  2.34it/s]
Epoch 0: |          | 8875/? [1:03:10<00:00,  2.34it/s]
Epoch 0: |          | 8875/? [1:03:10<00:00,  2.34it/s]
Epoch 0: |          | 8876/? [1:03:11<00:00,  2.34it/s]
Epoch 0: |          | 8876/? [1:03:11<00:00,  2.34it/s]
Epoch 0: |          | 8877/? [1:03:11<00:00,  2.34it/s]
Epoch 0: |          | 8877/? [1:03:11<00:00,  2.34it/s]
Epoch 0: |          | 8878/? [1:03:11<00:00,  2.34it/s]
Epoch 0: |          | 8878/? [1:03:11<00:00,  2.34it/s]
Epoch 0: |          | 8879/? [1:03:12<00:00,  2.34it/s]
Epoch 0: |          | 8879/? [1:03:12<00:00,  2.34it/s]
Epoch 0: |          | 8880/? [1:03:12<00:00,  2.34it/s]
Epoch 0: |          | 8880/? [1:03:12<00:00,  2.34it/s]
Epoch 0: |          | 8881/? [1:03:12<00:00,  2.34it/s]
Epoch 0: |          | 8881/? [1:03:12<00:00,  2.34it/s]
Epoch 0: |          | 8882/? [1:03:13<00:00,  2.34it/s]
Epoch 0: |          | 8882/? [1:03:13<00:00,  2.34it/s]
Epoch 0: |          | 8883/? [1:03:13<00:00,  2.34it/s]
Epoch 0: |          | 8883/? [1:03:13<00:00,  2.34it/s]
Epoch 0: |          | 8884/? [1:03:13<00:00,  2.34it/s]
Epoch 0: |          | 8884/? [1:03:13<00:00,  2.34it/s]
Epoch 0: |          | 8885/? [1:03:14<00:00,  2.34it/s]
Epoch 0: |          | 8885/? [1:03:14<00:00,  2.34it/s]
Epoch 0: |          | 8886/? [1:03:14<00:00,  2.34it/s]
Epoch 0: |          | 8886/? [1:03:14<00:00,  2.34it/s]
Epoch 0: |          | 8887/? [1:03:14<00:00,  2.34it/s]
Epoch 0: |          | 8887/? [1:03:14<00:00,  2.34it/s]
Epoch 0: |          | 8888/? [1:03:15<00:00,  2.34it/s]
Epoch 0: |          | 8888/? [1:03:15<00:00,  2.34it/s]
Epoch 0: |          | 8889/? [1:03:15<00:00,  2.34it/s]
Epoch 0: |          | 8889/? [1:03:15<00:00,  2.34it/s]
Epoch 0: |          | 8890/? [1:03:15<00:00,  2.34it/s]
Epoch 0: |          | 8890/? [1:03:15<00:00,  2.34it/s]
Epoch 0: |          | 8891/? [1:03:16<00:00,  2.34it/s]
Epoch 0: |          | 8891/? [1:03:16<00:00,  2.34it/s]
Epoch 0: |          | 8892/? [1:03:16<00:00,  2.34it/s]
Epoch 0: |          | 8892/? [1:03:16<00:00,  2.34it/s]
Epoch 0: |          | 8893/? [1:03:16<00:00,  2.34it/s]
Epoch 0: |          | 8893/? [1:03:16<00:00,  2.34it/s]
Epoch 0: |          | 8894/? [1:03:17<00:00,  2.34it/s]
Epoch 0: |          | 8894/? [1:03:17<00:00,  2.34it/s]
Epoch 0: |          | 8895/? [1:03:17<00:00,  2.34it/s]
Epoch 0: |          | 8895/? [1:03:17<00:00,  2.34it/s]
Epoch 0: |          | 8896/? [1:03:17<00:00,  2.34it/s]
Epoch 0: |          | 8896/? [1:03:17<00:00,  2.34it/s]
Epoch 0: |          | 8897/? [1:03:18<00:00,  2.34it/s]
Epoch 0: |          | 8897/? [1:03:18<00:00,  2.34it/s]
Epoch 0: |          | 8898/? [1:03:18<00:00,  2.34it/s]
Epoch 0: |          | 8898/? [1:03:18<00:00,  2.34it/s]
Epoch 0: |          | 8899/? [1:03:18<00:00,  2.34it/s]
Epoch 0: |          | 8899/? [1:03:18<00:00,  2.34it/s]
Epoch 0: |          | 8900/? [1:03:19<00:00,  2.34it/s]
Epoch 0: |          | 8900/? [1:03:19<00:00,  2.34it/s]
Epoch 0: |          | 8901/? [1:03:19<00:00,  2.34it/s]
Epoch 0: |          | 8901/? [1:03:19<00:00,  2.34it/s]
Epoch 0: |          | 8902/? [1:03:19<00:00,  2.34it/s]
Epoch 0: |          | 8902/? [1:03:19<00:00,  2.34it/s]
Epoch 0: |          | 8903/? [1:03:20<00:00,  2.34it/s]
Epoch 0: |          | 8903/? [1:03:20<00:00,  2.34it/s]
Epoch 0: |          | 8904/? [1:03:20<00:00,  2.34it/s]
Epoch 0: |          | 8904/? [1:03:20<00:00,  2.34it/s]
Epoch 0: |          | 8905/? [1:03:20<00:00,  2.34it/s]
Epoch 0: |          | 8905/? [1:03:20<00:00,  2.34it/s]
Epoch 0: |          | 8906/? [1:03:21<00:00,  2.34it/s]
Epoch 0: |          | 8906/? [1:03:21<00:00,  2.34it/s]
Epoch 0: |          | 8907/? [1:03:21<00:00,  2.34it/s]
Epoch 0: |          | 8907/? [1:03:21<00:00,  2.34it/s]
Epoch 0: |          | 8908/? [1:03:21<00:00,  2.34it/s]
Epoch 0: |          | 8908/? [1:03:21<00:00,  2.34it/s]
Epoch 0: |          | 8909/? [1:03:22<00:00,  2.34it/s]
Epoch 0: |          | 8909/? [1:03:22<00:00,  2.34it/s]
Epoch 0: |          | 8910/? [1:03:22<00:00,  2.34it/s]
Epoch 0: |          | 8910/? [1:03:22<00:00,  2.34it/s]
Epoch 0: |          | 8911/? [1:03:22<00:00,  2.34it/s]
Epoch 0: |          | 8911/? [1:03:22<00:00,  2.34it/s]
Epoch 0: |          | 8912/? [1:03:23<00:00,  2.34it/s]
Epoch 0: |          | 8912/? [1:03:23<00:00,  2.34it/s]
Epoch 0: |          | 8913/? [1:03:23<00:00,  2.34it/s]
Epoch 0: |          | 8913/? [1:03:23<00:00,  2.34it/s]
Epoch 0: |          | 8914/? [1:03:23<00:00,  2.34it/s]
Epoch 0: |          | 8914/? [1:03:23<00:00,  2.34it/s]
Epoch 0: |          | 8915/? [1:03:24<00:00,  2.34it/s]
Epoch 0: |          | 8915/? [1:03:24<00:00,  2.34it/s]
Epoch 0: |          | 8916/? [1:03:24<00:00,  2.34it/s]
Epoch 0: |          | 8916/? [1:03:24<00:00,  2.34it/s]
Epoch 0: |          | 8917/? [1:03:24<00:00,  2.34it/s]
Epoch 0: |          | 8917/? [1:03:24<00:00,  2.34it/s]
Epoch 0: |          | 8918/? [1:03:25<00:00,  2.34it/s]
Epoch 0: |          | 8918/? [1:03:25<00:00,  2.34it/s]
Epoch 0: |          | 8919/? [1:03:25<00:00,  2.34it/s]
Epoch 0: |          | 8919/? [1:03:25<00:00,  2.34it/s]
Epoch 0: |          | 8920/? [1:03:25<00:00,  2.34it/s]
Epoch 0: |          | 8920/? [1:03:25<00:00,  2.34it/s]
Epoch 0: |          | 8921/? [1:03:26<00:00,  2.34it/s]
Epoch 0: |          | 8921/? [1:03:26<00:00,  2.34it/s]
Epoch 0: |          | 8922/? [1:03:26<00:00,  2.34it/s]
Epoch 0: |          | 8922/? [1:03:26<00:00,  2.34it/s]
Epoch 0: |          | 8923/? [1:03:26<00:00,  2.34it/s]
Epoch 0: |          | 8923/? [1:03:26<00:00,  2.34it/s]
Epoch 0: |          | 8924/? [1:03:27<00:00,  2.34it/s]
Epoch 0: |          | 8924/? [1:03:27<00:00,  2.34it/s]
Epoch 0: |          | 8925/? [1:03:27<00:00,  2.34it/s]
Epoch 0: |          | 8925/? [1:03:27<00:00,  2.34it/s]
Epoch 0: |          | 8926/? [1:03:27<00:00,  2.34it/s]
Epoch 0: |          | 8926/? [1:03:27<00:00,  2.34it/s]
Epoch 0: |          | 8927/? [1:03:28<00:00,  2.34it/s]
Epoch 0: |          | 8927/? [1:03:28<00:00,  2.34it/s]
Epoch 0: |          | 8928/? [1:03:28<00:00,  2.34it/s]
Epoch 0: |          | 8928/? [1:03:28<00:00,  2.34it/s]
Epoch 0: |          | 8929/? [1:03:28<00:00,  2.34it/s]
Epoch 0: |          | 8929/? [1:03:28<00:00,  2.34it/s]
Epoch 0: |          | 8930/? [1:03:29<00:00,  2.34it/s]
Epoch 0: |          | 8930/? [1:03:29<00:00,  2.34it/s]
Epoch 0: |          | 8931/? [1:03:29<00:00,  2.34it/s]
Epoch 0: |          | 8931/? [1:03:29<00:00,  2.34it/s]
Epoch 0: |          | 8932/? [1:03:29<00:00,  2.34it/s]
Epoch 0: |          | 8932/? [1:03:29<00:00,  2.34it/s]
Epoch 0: |          | 8933/? [1:03:30<00:00,  2.34it/s]
Epoch 0: |          | 8933/? [1:03:30<00:00,  2.34it/s]
Epoch 0: |          | 8934/? [1:03:30<00:00,  2.34it/s]
Epoch 0: |          | 8934/? [1:03:30<00:00,  2.34it/s]
Epoch 0: |          | 8935/? [1:03:30<00:00,  2.34it/s]
Epoch 0: |          | 8935/? [1:03:30<00:00,  2.34it/s]
Epoch 0: |          | 8936/? [1:03:31<00:00,  2.34it/s]
Epoch 0: |          | 8936/? [1:03:31<00:00,  2.34it/s]
Epoch 0: |          | 8937/? [1:03:31<00:00,  2.34it/s]
Epoch 0: |          | 8937/? [1:03:31<00:00,  2.34it/s]
Epoch 0: |          | 8938/? [1:03:31<00:00,  2.34it/s]
Epoch 0: |          | 8938/? [1:03:31<00:00,  2.34it/s]
Epoch 0: |          | 8939/? [1:03:32<00:00,  2.34it/s]
Epoch 0: |          | 8939/? [1:03:32<00:00,  2.34it/s]
Epoch 0: |          | 8940/? [1:03:32<00:00,  2.34it/s]
Epoch 0: |          | 8940/? [1:03:32<00:00,  2.34it/s]
Epoch 0: |          | 8941/? [1:03:32<00:00,  2.35it/s]
Epoch 0: |          | 8941/? [1:03:32<00:00,  2.35it/s]
Epoch 0: |          | 8942/? [1:03:33<00:00,  2.35it/s]
Epoch 0: |          | 8942/? [1:03:33<00:00,  2.35it/s]
Epoch 0: |          | 8943/? [1:03:33<00:00,  2.35it/s]
Epoch 0: |          | 8943/? [1:03:33<00:00,  2.35it/s]
Epoch 0: |          | 8944/? [1:03:33<00:00,  2.35it/s]
Epoch 0: |          | 8944/? [1:03:33<00:00,  2.35it/s]
Epoch 0: |          | 8945/? [1:03:34<00:00,  2.35it/s]
Epoch 0: |          | 8945/? [1:03:34<00:00,  2.35it/s]
Epoch 0: |          | 8946/? [1:03:34<00:00,  2.35it/s]
Epoch 0: |          | 8946/? [1:03:34<00:00,  2.35it/s]
Epoch 0: |          | 8947/? [1:03:34<00:00,  2.35it/s]
Epoch 0: |          | 8947/? [1:03:34<00:00,  2.35it/s]
Epoch 0: |          | 8948/? [1:03:35<00:00,  2.35it/s]
Epoch 0: |          | 8948/? [1:03:35<00:00,  2.35it/s]
Epoch 0: |          | 8949/? [1:03:35<00:00,  2.35it/s]
Epoch 0: |          | 8949/? [1:03:35<00:00,  2.35it/s]
Epoch 0: |          | 8950/? [1:03:35<00:00,  2.35it/s]
Epoch 0: |          | 8950/? [1:03:35<00:00,  2.35it/s]
Epoch 0: |          | 8951/? [1:03:35<00:00,  2.35it/s]
Epoch 0: |          | 8951/? [1:03:35<00:00,  2.35it/s]
Epoch 0: |          | 8952/? [1:03:36<00:00,  2.35it/s]
Epoch 0: |          | 8952/? [1:03:36<00:00,  2.35it/s]
Epoch 0: |          | 8953/? [1:03:36<00:00,  2.35it/s]
Epoch 0: |          | 8953/? [1:03:36<00:00,  2.35it/s]
Epoch 0: |          | 8954/? [1:03:37<00:00,  2.35it/s]
Epoch 0: |          | 8954/? [1:03:37<00:00,  2.35it/s]
Epoch 0: |          | 8955/? [1:03:37<00:00,  2.35it/s]
Epoch 0: |          | 8955/? [1:03:37<00:00,  2.35it/s]
Epoch 0: |          | 8956/? [1:03:37<00:00,  2.35it/s]
Epoch 0: |          | 8956/? [1:03:37<00:00,  2.35it/s]
Epoch 0: |          | 8957/? [1:03:38<00:00,  2.35it/s]
Epoch 0: |          | 8957/? [1:03:38<00:00,  2.35it/s]
Epoch 0: |          | 8958/? [1:03:38<00:00,  2.35it/s]
Epoch 0: |          | 8958/? [1:03:38<00:00,  2.35it/s]
Epoch 0: |          | 8959/? [1:03:38<00:00,  2.35it/s]
Epoch 0: |          | 8959/? [1:03:38<00:00,  2.35it/s]
Epoch 0: |          | 8960/? [1:03:39<00:00,  2.35it/s]
Epoch 0: |          | 8960/? [1:03:39<00:00,  2.35it/s]
Epoch 0: |          | 8961/? [1:03:39<00:00,  2.35it/s]
Epoch 0: |          | 8961/? [1:03:39<00:00,  2.35it/s]
Epoch 0: |          | 8962/? [1:03:39<00:00,  2.35it/s]
Epoch 0: |          | 8962/? [1:03:39<00:00,  2.35it/s]
Epoch 0: |          | 8963/? [1:03:40<00:00,  2.35it/s]
Epoch 0: |          | 8963/? [1:03:40<00:00,  2.35it/s]
Epoch 0: |          | 8964/? [1:03:40<00:00,  2.35it/s]
Epoch 0: |          | 8964/? [1:03:40<00:00,  2.35it/s]
Epoch 0: |          | 8965/? [1:03:40<00:00,  2.35it/s]
Epoch 0: |          | 8965/? [1:03:40<00:00,  2.35it/s]
Epoch 0: |          | 8966/? [1:03:41<00:00,  2.35it/s]
Epoch 0: |          | 8966/? [1:03:41<00:00,  2.35it/s]
Epoch 0: |          | 8967/? [1:03:41<00:00,  2.35it/s]
Epoch 0: |          | 8967/? [1:03:41<00:00,  2.35it/s]
Epoch 0: |          | 8968/? [1:03:41<00:00,  2.35it/s]
Epoch 0: |          | 8968/? [1:03:41<00:00,  2.35it/s]
Epoch 0: |          | 8969/? [1:03:41<00:00,  2.35it/s]
Epoch 0: |          | 8969/? [1:03:41<00:00,  2.35it/s]
Epoch 0: |          | 8970/? [1:03:42<00:00,  2.35it/s]
Epoch 0: |          | 8970/? [1:03:42<00:00,  2.35it/s]
Epoch 0: |          | 8971/? [1:03:42<00:00,  2.35it/s]
Epoch 0: |          | 8971/? [1:03:42<00:00,  2.35it/s]
Epoch 0: |          | 8972/? [1:03:42<00:00,  2.35it/s]
Epoch 0: |          | 8972/? [1:03:42<00:00,  2.35it/s]
Epoch 0: |          | 8973/? [1:03:43<00:00,  2.35it/s]
Epoch 0: |          | 8973/? [1:03:43<00:00,  2.35it/s]
Epoch 0: |          | 8974/? [1:03:43<00:00,  2.35it/s]
Epoch 0: |          | 8974/? [1:03:43<00:00,  2.35it/s]
Epoch 0: |          | 8975/? [1:03:43<00:00,  2.35it/s]
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Epoch 0: |          | 8976/? [1:03:44<00:00,  2.35it/s]
Epoch 0: |          | 8976/? [1:03:44<00:00,  2.35it/s]
Epoch 0: |          | 8977/? [1:03:44<00:00,  2.35it/s]
Epoch 0: |          | 8977/? [1:03:44<00:00,  2.35it/s]
Epoch 0: |          | 8978/? [1:03:44<00:00,  2.35it/s]
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Epoch 0: |          | 8979/? [1:03:45<00:00,  2.35it/s]
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Epoch 0: |          | 8980/? [1:03:45<00:00,  2.35it/s]
Epoch 0: |          | 8980/? [1:03:45<00:00,  2.35it/s]
Epoch 0: |          | 8981/? [1:03:45<00:00,  2.35it/s]
Epoch 0: |          | 8981/? [1:03:45<00:00,  2.35it/s]
Epoch 0: |          | 8982/? [1:03:46<00:00,  2.35it/s]
Epoch 0: |          | 8982/? [1:03:46<00:00,  2.35it/s]
Epoch 0: |          | 8983/? [1:03:46<00:00,  2.35it/s]
Epoch 0: |          | 8983/? [1:03:46<00:00,  2.35it/s]
Epoch 0: |          | 8984/? [1:03:46<00:00,  2.35it/s]
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Epoch 0: |          | 8985/? [1:03:47<00:00,  2.35it/s]
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Epoch 0: |          | 8986/? [1:03:47<00:00,  2.35it/s]
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Epoch 0: |          | 8987/? [1:03:47<00:00,  2.35it/s]
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Epoch 0: |          | 8988/? [1:03:48<00:00,  2.35it/s]
Epoch 0: |          | 8988/? [1:03:48<00:00,  2.35it/s]
Epoch 0: |          | 8989/? [1:03:48<00:00,  2.35it/s]
Epoch 0: |          | 8989/? [1:03:48<00:00,  2.35it/s]
Epoch 0: |          | 8990/? [1:03:48<00:00,  2.35it/s]
Epoch 0: |          | 8990/? [1:03:48<00:00,  2.35it/s]
Epoch 0: |          | 8991/? [1:03:49<00:00,  2.35it/s]
Epoch 0: |          | 8991/? [1:03:49<00:00,  2.35it/s]
Epoch 0: |          | 8992/? [1:03:49<00:00,  2.35it/s]
Epoch 0: |          | 8992/? [1:03:49<00:00,  2.35it/s]
Epoch 0: |          | 8993/? [1:03:49<00:00,  2.35it/s]
Epoch 0: |          | 8993/? [1:03:49<00:00,  2.35it/s]
Epoch 0: |          | 8994/? [1:03:50<00:00,  2.35it/s]
Epoch 0: |          | 8994/? [1:03:50<00:00,  2.35it/s]
Epoch 0: |          | 8995/? [1:03:50<00:00,  2.35it/s]
Epoch 0: |          | 8995/? [1:03:50<00:00,  2.35it/s]
Epoch 0: |          | 8996/? [1:03:50<00:00,  2.35it/s]
Epoch 0: |          | 8996/? [1:03:50<00:00,  2.35it/s]
Epoch 0: |          | 8997/? [1:03:51<00:00,  2.35it/s]
Epoch 0: |          | 8997/? [1:03:51<00:00,  2.35it/s]
Epoch 0: |          | 8998/? [1:03:51<00:00,  2.35it/s]
Epoch 0: |          | 8998/? [1:03:51<00:00,  2.35it/s]
Epoch 0: |          | 8999/? [1:03:51<00:00,  2.35it/s]
Epoch 0: |          | 8999/? [1:03:51<00:00,  2.35it/s]
Epoch 0: |          | 9000/? [1:03:52<00:00,  2.35it/s]
Epoch 0: |          | 9000/? [1:03:52<00:00,  2.35it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.53it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.89it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.55it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.60it/s][A
[A
Epoch 0: |          | 9000/? [1:03:52<00:00,  2.35it/s]
Epoch 0: |          | 9001/? [1:03:52<00:00,  2.35it/s]
Epoch 0: |          | 9001/? [1:03:52<00:00,  2.35it/s]
Epoch 0: |          | 9002/? [1:03:53<00:00,  2.35it/s]
Epoch 0: |          | 9002/? [1:03:53<00:00,  2.35it/s]
Epoch 0: |          | 9003/? [1:03:53<00:00,  2.35it/s]
Epoch 0: |          | 9003/? [1:03:53<00:00,  2.35it/s]
Epoch 0: |          | 9004/? [1:03:53<00:00,  2.35it/s]
Epoch 0: |          | 9004/? [1:03:53<00:00,  2.35it/s]
Epoch 0: |          | 9005/? [1:03:54<00:00,  2.35it/s]
Epoch 0: |          | 9005/? [1:03:54<00:00,  2.35it/s]
Epoch 0: |          | 9006/? [1:03:54<00:00,  2.35it/s]
Epoch 0: |          | 9006/? [1:03:54<00:00,  2.35it/s]
Epoch 0: |          | 9007/? [1:03:54<00:00,  2.35it/s]
Epoch 0: |          | 9007/? [1:03:54<00:00,  2.35it/s]
Epoch 0: |          | 9008/? [1:03:55<00:00,  2.35it/s]
Epoch 0: |          | 9008/? [1:03:55<00:00,  2.35it/s]
Epoch 0: |          | 9009/? [1:03:55<00:00,  2.35it/s]
Epoch 0: |          | 9009/? [1:03:55<00:00,  2.35it/s]
Epoch 0: |          | 9010/? [1:03:55<00:00,  2.35it/s]
Epoch 0: |          | 9010/? [1:03:55<00:00,  2.35it/s]
Epoch 0: |          | 9011/? [1:03:56<00:00,  2.35it/s]
Epoch 0: |          | 9011/? [1:03:56<00:00,  2.35it/s]
Epoch 0: |          | 9012/? [1:03:56<00:00,  2.35it/s]
Epoch 0: |          | 9012/? [1:03:56<00:00,  2.35it/s]
Epoch 0: |          | 9013/? [1:03:56<00:00,  2.35it/s]
Epoch 0: |          | 9013/? [1:03:56<00:00,  2.35it/s]
Epoch 0: |          | 9014/? [1:03:57<00:00,  2.35it/s]
Epoch 0: |          | 9014/? [1:03:57<00:00,  2.35it/s]
Epoch 0: |          | 9015/? [1:03:57<00:00,  2.35it/s]
Epoch 0: |          | 9015/? [1:03:57<00:00,  2.35it/s]
Epoch 0: |          | 9016/? [1:03:57<00:00,  2.35it/s]
Epoch 0: |          | 9016/? [1:03:57<00:00,  2.35it/s]
Epoch 0: |          | 9017/? [1:03:58<00:00,  2.35it/s]
Epoch 0: |          | 9017/? [1:03:58<00:00,  2.35it/s]
Epoch 0: |          | 9018/? [1:03:58<00:00,  2.35it/s]
Epoch 0: |          | 9018/? [1:03:58<00:00,  2.35it/s]
Epoch 0: |          | 9019/? [1:03:58<00:00,  2.35it/s]
Epoch 0: |          | 9019/? [1:03:58<00:00,  2.35it/s]
Epoch 0: |          | 9020/? [1:03:59<00:00,  2.35it/s]
Epoch 0: |          | 9020/? [1:03:59<00:00,  2.35it/s]
Epoch 0: |          | 9021/? [1:03:59<00:00,  2.35it/s]
Epoch 0: |          | 9021/? [1:03:59<00:00,  2.35it/s]
Epoch 0: |          | 9022/? [1:03:59<00:00,  2.35it/s]
Epoch 0: |          | 9022/? [1:03:59<00:00,  2.35it/s]
Epoch 0: |          | 9023/? [1:04:00<00:00,  2.35it/s]
Epoch 0: |          | 9023/? [1:04:00<00:00,  2.35it/s]
Epoch 0: |          | 9024/? [1:04:00<00:00,  2.35it/s]
Epoch 0: |          | 9024/? [1:04:00<00:00,  2.35it/s]
Epoch 0: |          | 9025/? [1:04:00<00:00,  2.35it/s]
Epoch 0: |          | 9025/? [1:04:00<00:00,  2.35it/s]
Epoch 0: |          | 9026/? [1:04:01<00:00,  2.35it/s]
Epoch 0: |          | 9026/? [1:04:01<00:00,  2.35it/s]
Epoch 0: |          | 9027/? [1:04:01<00:00,  2.35it/s]
Epoch 0: |          | 9027/? [1:04:01<00:00,  2.35it/s]
Epoch 0: |          | 9028/? [1:04:01<00:00,  2.35it/s]
Epoch 0: |          | 9028/? [1:04:01<00:00,  2.35it/s]
Epoch 0: |          | 9029/? [1:04:02<00:00,  2.35it/s]
Epoch 0: |          | 9029/? [1:04:02<00:00,  2.35it/s]
Epoch 0: |          | 9030/? [1:04:02<00:00,  2.35it/s]
Epoch 0: |          | 9030/? [1:04:02<00:00,  2.35it/s]
Epoch 0: |          | 9031/? [1:04:02<00:00,  2.35it/s]
Epoch 0: |          | 9031/? [1:04:02<00:00,  2.35it/s]
Epoch 0: |          | 9032/? [1:04:03<00:00,  2.35it/s]
Epoch 0: |          | 9032/? [1:04:03<00:00,  2.35it/s]
Epoch 0: |          | 9033/? [1:04:03<00:00,  2.35it/s]
Epoch 0: |          | 9033/? [1:04:03<00:00,  2.35it/s]
Epoch 0: |          | 9034/? [1:04:03<00:00,  2.35it/s]
Epoch 0: |          | 9034/? [1:04:03<00:00,  2.35it/s]
Epoch 0: |          | 9035/? [1:04:04<00:00,  2.35it/s]
Epoch 0: |          | 9035/? [1:04:04<00:00,  2.35it/s]
Epoch 0: |          | 9036/? [1:04:04<00:00,  2.35it/s]
Epoch 0: |          | 9036/? [1:04:04<00:00,  2.35it/s]
Epoch 0: |          | 9037/? [1:04:04<00:00,  2.35it/s]
Epoch 0: |          | 9037/? [1:04:04<00:00,  2.35it/s]
Epoch 0: |          | 9038/? [1:04:04<00:00,  2.35it/s]
Epoch 0: |          | 9038/? [1:04:04<00:00,  2.35it/s]
Epoch 0: |          | 9039/? [1:04:05<00:00,  2.35it/s]
Epoch 0: |          | 9039/? [1:04:05<00:00,  2.35it/s]
Epoch 0: |          | 9040/? [1:04:05<00:00,  2.35it/s]
Epoch 0: |          | 9040/? [1:04:05<00:00,  2.35it/s]
Epoch 0: |          | 9041/? [1:04:05<00:00,  2.35it/s]
Epoch 0: |          | 9041/? [1:04:05<00:00,  2.35it/s]
Epoch 0: |          | 9042/? [1:04:06<00:00,  2.35it/s]
Epoch 0: |          | 9042/? [1:04:06<00:00,  2.35it/s]
Epoch 0: |          | 9043/? [1:04:06<00:00,  2.35it/s]
Epoch 0: |          | 9043/? [1:04:06<00:00,  2.35it/s]
Epoch 0: |          | 9044/? [1:04:06<00:00,  2.35it/s]
Epoch 0: |          | 9044/? [1:04:06<00:00,  2.35it/s]
Epoch 0: |          | 9045/? [1:04:07<00:00,  2.35it/s]
Epoch 0: |          | 9045/? [1:04:07<00:00,  2.35it/s]
Epoch 0: |          | 9046/? [1:04:07<00:00,  2.35it/s]
Epoch 0: |          | 9046/? [1:04:07<00:00,  2.35it/s]
Epoch 0: |          | 9047/? [1:04:07<00:00,  2.35it/s]
Epoch 0: |          | 9047/? [1:04:07<00:00,  2.35it/s]
Epoch 0: |          | 9048/? [1:04:08<00:00,  2.35it/s]
Epoch 0: |          | 9048/? [1:04:08<00:00,  2.35it/s]
Epoch 0: |          | 9049/? [1:04:08<00:00,  2.35it/s]
Epoch 0: |          | 9049/? [1:04:08<00:00,  2.35it/s]
Epoch 0: |          | 9050/? [1:04:08<00:00,  2.35it/s]
Epoch 0: |          | 9050/? [1:04:08<00:00,  2.35it/s]
Epoch 0: |          | 9051/? [1:04:09<00:00,  2.35it/s]
Epoch 0: |          | 9051/? [1:04:09<00:00,  2.35it/s]
Epoch 0: |          | 9052/? [1:04:09<00:00,  2.35it/s]
Epoch 0: |          | 9052/? [1:04:09<00:00,  2.35it/s]
Epoch 0: |          | 9053/? [1:04:09<00:00,  2.35it/s]
Epoch 0: |          | 9053/? [1:04:09<00:00,  2.35it/s]
Epoch 0: |          | 9054/? [1:04:10<00:00,  2.35it/s]
Epoch 0: |          | 9054/? [1:04:10<00:00,  2.35it/s]
Epoch 0: |          | 9055/? [1:04:10<00:00,  2.35it/s]
Epoch 0: |          | 9055/? [1:04:10<00:00,  2.35it/s]
Epoch 0: |          | 9056/? [1:04:10<00:00,  2.35it/s]
Epoch 0: |          | 9056/? [1:04:10<00:00,  2.35it/s]
Epoch 0: |          | 9057/? [1:04:11<00:00,  2.35it/s]
Epoch 0: |          | 9057/? [1:04:11<00:00,  2.35it/s]
Epoch 0: |          | 9058/? [1:04:11<00:00,  2.35it/s]
Epoch 0: |          | 9058/? [1:04:11<00:00,  2.35it/s]
Epoch 0: |          | 9059/? [1:04:11<00:00,  2.35it/s]
Epoch 0: |          | 9059/? [1:04:11<00:00,  2.35it/s]
Epoch 0: |          | 9060/? [1:04:12<00:00,  2.35it/s]
Epoch 0: |          | 9060/? [1:04:12<00:00,  2.35it/s]
Epoch 0: |          | 9061/? [1:04:12<00:00,  2.35it/s]
Epoch 0: |          | 9061/? [1:04:12<00:00,  2.35it/s]
Epoch 0: |          | 9062/? [1:04:12<00:00,  2.35it/s]
Epoch 0: |          | 9062/? [1:04:12<00:00,  2.35it/s]
Epoch 0: |          | 9063/? [1:04:13<00:00,  2.35it/s]
Epoch 0: |          | 9063/? [1:04:13<00:00,  2.35it/s]
Epoch 0: |          | 9064/? [1:04:13<00:00,  2.35it/s]
Epoch 0: |          | 9064/? [1:04:13<00:00,  2.35it/s]
Epoch 0: |          | 9065/? [1:04:13<00:00,  2.35it/s]
Epoch 0: |          | 9065/? [1:04:13<00:00,  2.35it/s]
Epoch 0: |          | 9066/? [1:04:14<00:00,  2.35it/s]
Epoch 0: |          | 9066/? [1:04:14<00:00,  2.35it/s]
Epoch 0: |          | 9067/? [1:04:14<00:00,  2.35it/s]
Epoch 0: |          | 9067/? [1:04:14<00:00,  2.35it/s]
Epoch 0: |          | 9068/? [1:04:14<00:00,  2.35it/s]
Epoch 0: |          | 9068/? [1:04:14<00:00,  2.35it/s]
Epoch 0: |          | 9069/? [1:04:15<00:00,  2.35it/s]
Epoch 0: |          | 9069/? [1:04:15<00:00,  2.35it/s]
Epoch 0: |          | 9070/? [1:04:15<00:00,  2.35it/s]
Epoch 0: |          | 9070/? [1:04:15<00:00,  2.35it/s]
Epoch 0: |          | 9071/? [1:04:15<00:00,  2.35it/s]
Epoch 0: |          | 9071/? [1:04:15<00:00,  2.35it/s]
Epoch 0: |          | 9072/? [1:04:16<00:00,  2.35it/s]
Epoch 0: |          | 9072/? [1:04:16<00:00,  2.35it/s]
Epoch 0: |          | 9073/? [1:04:16<00:00,  2.35it/s]
Epoch 0: |          | 9073/? [1:04:16<00:00,  2.35it/s]
Epoch 0: |          | 9074/? [1:04:16<00:00,  2.35it/s]
Epoch 0: |          | 9074/? [1:04:16<00:00,  2.35it/s]
Epoch 0: |          | 9075/? [1:04:17<00:00,  2.35it/s]
Epoch 0: |          | 9075/? [1:04:17<00:00,  2.35it/s]
Epoch 0: |          | 9076/? [1:04:17<00:00,  2.35it/s]
Epoch 0: |          | 9076/? [1:04:17<00:00,  2.35it/s]
Epoch 0: |          | 9077/? [1:04:17<00:00,  2.35it/s]
Epoch 0: |          | 9077/? [1:04:17<00:00,  2.35it/s]
Epoch 0: |          | 9078/? [1:04:18<00:00,  2.35it/s]
Epoch 0: |          | 9078/? [1:04:18<00:00,  2.35it/s]
Epoch 0: |          | 9079/? [1:04:18<00:00,  2.35it/s]
Epoch 0: |          | 9079/? [1:04:18<00:00,  2.35it/s]
Epoch 0: |          | 9080/? [1:04:18<00:00,  2.35it/s]
Epoch 0: |          | 9080/? [1:04:18<00:00,  2.35it/s]
Epoch 0: |          | 9081/? [1:04:19<00:00,  2.35it/s]
Epoch 0: |          | 9081/? [1:04:19<00:00,  2.35it/s]
Epoch 0: |          | 9082/? [1:04:19<00:00,  2.35it/s]
Epoch 0: |          | 9082/? [1:04:19<00:00,  2.35it/s]
Epoch 0: |          | 9083/? [1:04:19<00:00,  2.35it/s]
Epoch 0: |          | 9083/? [1:04:19<00:00,  2.35it/s]
Epoch 0: |          | 9084/? [1:04:20<00:00,  2.35it/s]
Epoch 0: |          | 9084/? [1:04:20<00:00,  2.35it/s]
Epoch 0: |          | 9085/? [1:04:20<00:00,  2.35it/s]
Epoch 0: |          | 9085/? [1:04:20<00:00,  2.35it/s]
Epoch 0: |          | 9086/? [1:04:20<00:00,  2.35it/s]
Epoch 0: |          | 9086/? [1:04:20<00:00,  2.35it/s]
Epoch 0: |          | 9087/? [1:04:21<00:00,  2.35it/s]
Epoch 0: |          | 9087/? [1:04:21<00:00,  2.35it/s]
Epoch 0: |          | 9088/? [1:04:21<00:00,  2.35it/s]
Epoch 0: |          | 9088/? [1:04:21<00:00,  2.35it/s]
Epoch 0: |          | 9089/? [1:04:21<00:00,  2.35it/s]
Epoch 0: |          | 9089/? [1:04:21<00:00,  2.35it/s]
Epoch 0: |          | 9090/? [1:04:21<00:00,  2.35it/s]
Epoch 0: |          | 9090/? [1:04:21<00:00,  2.35it/s]
Epoch 0: |          | 9091/? [1:04:22<00:00,  2.35it/s]
Epoch 0: |          | 9091/? [1:04:22<00:00,  2.35it/s]
Epoch 0: |          | 9092/? [1:04:22<00:00,  2.35it/s]
Epoch 0: |          | 9092/? [1:04:22<00:00,  2.35it/s]
Epoch 0: |          | 9093/? [1:04:22<00:00,  2.35it/s]
Epoch 0: |          | 9093/? [1:04:22<00:00,  2.35it/s]
Epoch 0: |          | 9094/? [1:04:23<00:00,  2.35it/s]
Epoch 0: |          | 9094/? [1:04:23<00:00,  2.35it/s]
Epoch 0: |          | 9095/? [1:04:23<00:00,  2.35it/s]
Epoch 0: |          | 9095/? [1:04:23<00:00,  2.35it/s]
Epoch 0: |          | 9096/? [1:04:23<00:00,  2.35it/s]
Epoch 0: |          | 9096/? [1:04:23<00:00,  2.35it/s]
Epoch 0: |          | 9097/? [1:04:24<00:00,  2.35it/s]
Epoch 0: |          | 9097/? [1:04:24<00:00,  2.35it/s]
Epoch 0: |          | 9098/? [1:04:24<00:00,  2.35it/s]
Epoch 0: |          | 9098/? [1:04:24<00:00,  2.35it/s]
Epoch 0: |          | 9099/? [1:04:24<00:00,  2.35it/s]
Epoch 0: |          | 9099/? [1:04:24<00:00,  2.35it/s]
Epoch 0: |          | 9100/? [1:04:25<00:00,  2.35it/s]
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Epoch 0: |          | 9119/? [1:04:31<00:00,  2.36it/s]
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Epoch 0: |          | 9120/? [1:04:31<00:00,  2.36it/s]
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Epoch 0: |          | 9121/? [1:04:32<00:00,  2.36it/s]
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Epoch 0: |          | 9200/? [1:04:58<00:00,  2.36it/s]
Epoch 0: |          | 9200/? [1:04:58<00:00,  2.36it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.41it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.01it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.76it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.76it/s][A
[A
Epoch 0: |          | 9200/? [1:04:58<00:00,  2.36it/s]
Epoch 0: |          | 9201/? [1:04:58<00:00,  2.36it/s]
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Epoch 0: |          | 9202/? [1:04:59<00:00,  2.36it/s]
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Epoch 0: |          | 9203/? [1:04:59<00:00,  2.36it/s]
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Epoch 0: |          | 9205/? [1:05:00<00:00,  2.36it/s]
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Epoch 0: |          | 9206/? [1:05:00<00:00,  2.36it/s]
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Epoch 0: |          | 9207/? [1:05:01<00:00,  2.36it/s]
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Epoch 0: |          | 9210/? [1:05:02<00:00,  2.36it/s]
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Epoch 0: |          | 9211/? [1:05:02<00:00,  2.36it/s]
Epoch 0: |          | 9211/? [1:05:02<00:00,  2.36it/s]
Epoch 0: |          | 9212/? [1:05:02<00:00,  2.36it/s]
Epoch 0: |          | 9212/? [1:05:02<00:00,  2.36it/s]
Epoch 0: |          | 9213/? [1:05:03<00:00,  2.36it/s]
Epoch 0: |          | 9213/? [1:05:03<00:00,  2.36it/s]
Epoch 0: |          | 9214/? [1:05:03<00:00,  2.36it/s]
Epoch 0: |          | 9214/? [1:05:03<00:00,  2.36it/s]
Epoch 0: |          | 9215/? [1:05:03<00:00,  2.36it/s]
Epoch 0: |          | 9215/? [1:05:03<00:00,  2.36it/s]
Epoch 0: |          | 9216/? [1:05:04<00:00,  2.36it/s]
Epoch 0: |          | 9216/? [1:05:04<00:00,  2.36it/s]
Epoch 0: |          | 9217/? [1:05:04<00:00,  2.36it/s]
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Epoch 0: |          | 9218/? [1:05:05<00:00,  2.36it/s]
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Epoch 0: |          | 9219/? [1:05:05<00:00,  2.36it/s]
Epoch 0: |          | 9219/? [1:05:05<00:00,  2.36it/s]
Epoch 0: |          | 9220/? [1:05:05<00:00,  2.36it/s]
Epoch 0: |          | 9220/? [1:05:05<00:00,  2.36it/s]
Epoch 0: |          | 9221/? [1:05:06<00:00,  2.36it/s]
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Epoch 0: |          | 9222/? [1:05:06<00:00,  2.36it/s]
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Epoch 0: |          | 9223/? [1:05:06<00:00,  2.36it/s]
Epoch 0: |          | 9223/? [1:05:06<00:00,  2.36it/s]
Epoch 0: |          | 9224/? [1:05:07<00:00,  2.36it/s]
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Epoch 0: |          | 9225/? [1:05:07<00:00,  2.36it/s]
Epoch 0: |          | 9225/? [1:05:07<00:00,  2.36it/s]
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Epoch 0: |          | 9330/? [1:05:42<00:00,  2.37it/s]
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Epoch 0: |          | 9397/? [1:06:05<00:00,  2.37it/s]
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Epoch 0: |          | 9398/? [1:06:05<00:00,  2.37it/s]
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Epoch 0: |          | 9399/? [1:06:05<00:00,  2.37it/s]
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Epoch 0: |          | 9400/? [1:06:05<00:00,  2.37it/s]
Epoch 0: |          | 9400/? [1:06:05<00:00,  2.37it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.54it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.16it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.01it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.81it/s][A
[A
Epoch 0: |          | 9400/? [1:06:06<00:00,  2.37it/s]
Epoch 0: |          | 9401/? [1:06:06<00:00,  2.37it/s]
Epoch 0: |          | 9401/? [1:06:06<00:00,  2.37it/s]
Epoch 0: |          | 9402/? [1:06:07<00:00,  2.37it/s]
Epoch 0: |          | 9402/? [1:06:07<00:00,  2.37it/s]
Epoch 0: |          | 9403/? [1:06:07<00:00,  2.37it/s]
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Epoch 0: |          | 9404/? [1:06:07<00:00,  2.37it/s]
Epoch 0: |          | 9404/? [1:06:07<00:00,  2.37it/s]
Epoch 0: |          | 9405/? [1:06:08<00:00,  2.37it/s]
Epoch 0: |          | 9405/? [1:06:08<00:00,  2.37it/s]
Epoch 0: |          | 9406/? [1:06:08<00:00,  2.37it/s]
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Epoch 0: |          | 9407/? [1:06:08<00:00,  2.37it/s]
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Epoch 0: |          | 9408/? [1:06:09<00:00,  2.37it/s]
Epoch 0: |          | 9408/? [1:06:09<00:00,  2.37it/s]
Epoch 0: |          | 9409/? [1:06:09<00:00,  2.37it/s]
Epoch 0: |          | 9409/? [1:06:09<00:00,  2.37it/s]
Epoch 0: |          | 9410/? [1:06:09<00:00,  2.37it/s]
Epoch 0: |          | 9410/? [1:06:09<00:00,  2.37it/s]
Epoch 0: |          | 9411/? [1:06:10<00:00,  2.37it/s]
Epoch 0: |          | 9411/? [1:06:10<00:00,  2.37it/s]
Epoch 0: |          | 9412/? [1:06:10<00:00,  2.37it/s]
Epoch 0: |          | 9412/? [1:06:10<00:00,  2.37it/s]
Epoch 0: |          | 9413/? [1:06:10<00:00,  2.37it/s]
Epoch 0: |          | 9413/? [1:06:10<00:00,  2.37it/s]
Epoch 0: |          | 9414/? [1:06:10<00:00,  2.37it/s]
Epoch 0: |          | 9414/? [1:06:10<00:00,  2.37it/s]
Epoch 0: |          | 9415/? [1:06:11<00:00,  2.37it/s]
Epoch 0: |          | 9415/? [1:06:11<00:00,  2.37it/s]
Epoch 0: |          | 9416/? [1:06:11<00:00,  2.37it/s]
Epoch 0: |          | 9416/? [1:06:11<00:00,  2.37it/s]
Epoch 0: |          | 9417/? [1:06:11<00:00,  2.37it/s]
Epoch 0: |          | 9417/? [1:06:11<00:00,  2.37it/s]
Epoch 0: |          | 9418/? [1:06:12<00:00,  2.37it/s]
Epoch 0: |          | 9418/? [1:06:12<00:00,  2.37it/s]
Epoch 0: |          | 9419/? [1:06:12<00:00,  2.37it/s]
Epoch 0: |          | 9419/? [1:06:12<00:00,  2.37it/s]
Epoch 0: |          | 9420/? [1:06:12<00:00,  2.37it/s]
Epoch 0: |          | 9420/? [1:06:12<00:00,  2.37it/s]
Epoch 0: |          | 9421/? [1:06:13<00:00,  2.37it/s]
Epoch 0: |          | 9421/? [1:06:13<00:00,  2.37it/s]
Epoch 0: |          | 9422/? [1:06:13<00:00,  2.37it/s]
Epoch 0: |          | 9422/? [1:06:13<00:00,  2.37it/s]
Epoch 0: |          | 9423/? [1:06:13<00:00,  2.37it/s]
Epoch 0: |          | 9423/? [1:06:13<00:00,  2.37it/s]
Epoch 0: |          | 9424/? [1:06:14<00:00,  2.37it/s]
Epoch 0: |          | 9424/? [1:06:14<00:00,  2.37it/s]
Epoch 0: |          | 9425/? [1:06:14<00:00,  2.37it/s]
Epoch 0: |          | 9425/? [1:06:14<00:00,  2.37it/s]
Epoch 0: |          | 9426/? [1:06:14<00:00,  2.37it/s]
Epoch 0: |          | 9426/? [1:06:14<00:00,  2.37it/s]
Epoch 0: |          | 9427/? [1:06:15<00:00,  2.37it/s]
Epoch 0: |          | 9427/? [1:06:15<00:00,  2.37it/s]
Epoch 0: |          | 9428/? [1:06:15<00:00,  2.37it/s]
Epoch 0: |          | 9428/? [1:06:15<00:00,  2.37it/s]
Epoch 0: |          | 9429/? [1:06:15<00:00,  2.37it/s]
Epoch 0: |          | 9429/? [1:06:15<00:00,  2.37it/s]
Epoch 0: |          | 9430/? [1:06:16<00:00,  2.37it/s]
Epoch 0: |          | 9430/? [1:06:16<00:00,  2.37it/s]
Epoch 0: |          | 9431/? [1:06:16<00:00,  2.37it/s]
Epoch 0: |          | 9431/? [1:06:16<00:00,  2.37it/s]
Epoch 0: |          | 9432/? [1:06:16<00:00,  2.37it/s]
Epoch 0: |          | 9432/? [1:06:16<00:00,  2.37it/s]
Epoch 0: |          | 9433/? [1:06:17<00:00,  2.37it/s]
Epoch 0: |          | 9433/? [1:06:17<00:00,  2.37it/s]
Epoch 0: |          | 9434/? [1:06:17<00:00,  2.37it/s]
Epoch 0: |          | 9434/? [1:06:17<00:00,  2.37it/s]
Epoch 0: |          | 9435/? [1:06:17<00:00,  2.37it/s]
Epoch 0: |          | 9435/? [1:06:17<00:00,  2.37it/s]
Epoch 0: |          | 9436/? [1:06:18<00:00,  2.37it/s]
Epoch 0: |          | 9436/? [1:06:18<00:00,  2.37it/s]
Epoch 0: |          | 9437/? [1:06:18<00:00,  2.37it/s]
Epoch 0: |          | 9437/? [1:06:18<00:00,  2.37it/s]
Epoch 0: |          | 9438/? [1:06:18<00:00,  2.37it/s]
Epoch 0: |          | 9438/? [1:06:18<00:00,  2.37it/s]
Epoch 0: |          | 9439/? [1:06:19<00:00,  2.37it/s]
Epoch 0: |          | 9439/? [1:06:19<00:00,  2.37it/s]
Epoch 0: |          | 9440/? [1:06:19<00:00,  2.37it/s]
Epoch 0: |          | 9440/? [1:06:19<00:00,  2.37it/s]
Epoch 0: |          | 9441/? [1:06:19<00:00,  2.37it/s]
Epoch 0: |          | 9441/? [1:06:19<00:00,  2.37it/s]
Epoch 0: |          | 9442/? [1:06:20<00:00,  2.37it/s]
Epoch 0: |          | 9442/? [1:06:20<00:00,  2.37it/s]
Epoch 0: |          | 9443/? [1:06:20<00:00,  2.37it/s]
Epoch 0: |          | 9443/? [1:06:20<00:00,  2.37it/s]
Epoch 0: |          | 9444/? [1:06:20<00:00,  2.37it/s]
Epoch 0: |          | 9444/? [1:06:20<00:00,  2.37it/s]
Epoch 0: |          | 9445/? [1:06:21<00:00,  2.37it/s]
Epoch 0: |          | 9445/? [1:06:21<00:00,  2.37it/s]
Epoch 0: |          | 9446/? [1:06:21<00:00,  2.37it/s]
Epoch 0: |          | 9446/? [1:06:21<00:00,  2.37it/s]
Epoch 0: |          | 9447/? [1:06:21<00:00,  2.37it/s]
Epoch 0: |          | 9447/? [1:06:21<00:00,  2.37it/s]
Epoch 0: |          | 9448/? [1:06:22<00:00,  2.37it/s]
Epoch 0: |          | 9448/? [1:06:22<00:00,  2.37it/s]
Epoch 0: |          | 9449/? [1:06:22<00:00,  2.37it/s]
Epoch 0: |          | 9449/? [1:06:22<00:00,  2.37it/s]
Epoch 0: |          | 9450/? [1:06:22<00:00,  2.37it/s]
Epoch 0: |          | 9450/? [1:06:22<00:00,  2.37it/s]
Epoch 0: |          | 9451/? [1:06:23<00:00,  2.37it/s]
Epoch 0: |          | 9451/? [1:06:23<00:00,  2.37it/s]
Epoch 0: |          | 9452/? [1:06:23<00:00,  2.37it/s]
Epoch 0: |          | 9452/? [1:06:23<00:00,  2.37it/s]
Epoch 0: |          | 9453/? [1:06:23<00:00,  2.37it/s]
Epoch 0: |          | 9453/? [1:06:23<00:00,  2.37it/s]
Epoch 0: |          | 9454/? [1:06:23<00:00,  2.37it/s]
Epoch 0: |          | 9454/? [1:06:23<00:00,  2.37it/s]
Epoch 0: |          | 9455/? [1:06:24<00:00,  2.37it/s]
Epoch 0: |          | 9455/? [1:06:24<00:00,  2.37it/s]
Epoch 0: |          | 9456/? [1:06:24<00:00,  2.37it/s]
Epoch 0: |          | 9456/? [1:06:24<00:00,  2.37it/s]
Epoch 0: |          | 9457/? [1:06:24<00:00,  2.37it/s]
Epoch 0: |          | 9457/? [1:06:24<00:00,  2.37it/s]
Epoch 0: |          | 9458/? [1:06:25<00:00,  2.37it/s]
Epoch 0: |          | 9458/? [1:06:25<00:00,  2.37it/s]
Epoch 0: |          | 9459/? [1:06:25<00:00,  2.37it/s]
Epoch 0: |          | 9459/? [1:06:25<00:00,  2.37it/s]
Epoch 0: |          | 9460/? [1:06:25<00:00,  2.37it/s]
Epoch 0: |          | 9460/? [1:06:25<00:00,  2.37it/s]
Epoch 0: |          | 9461/? [1:06:26<00:00,  2.37it/s]
Epoch 0: |          | 9461/? [1:06:26<00:00,  2.37it/s]
Epoch 0: |          | 9462/? [1:06:26<00:00,  2.37it/s]
Epoch 0: |          | 9462/? [1:06:26<00:00,  2.37it/s]
Epoch 0: |          | 9463/? [1:06:26<00:00,  2.37it/s]
Epoch 0: |          | 9463/? [1:06:26<00:00,  2.37it/s]
Epoch 0: |          | 9464/? [1:06:27<00:00,  2.37it/s]
Epoch 0: |          | 9464/? [1:06:27<00:00,  2.37it/s]
Epoch 0: |          | 9465/? [1:06:27<00:00,  2.37it/s]
Epoch 0: |          | 9465/? [1:06:27<00:00,  2.37it/s]
Epoch 0: |          | 9466/? [1:06:27<00:00,  2.37it/s]
Epoch 0: |          | 9466/? [1:06:27<00:00,  2.37it/s]
Epoch 0: |          | 9467/? [1:06:28<00:00,  2.37it/s]
Epoch 0: |          | 9467/? [1:06:28<00:00,  2.37it/s]
Epoch 0: |          | 9468/? [1:06:28<00:00,  2.37it/s]
Epoch 0: |          | 9468/? [1:06:28<00:00,  2.37it/s]
Epoch 0: |          | 9469/? [1:06:28<00:00,  2.37it/s]
Epoch 0: |          | 9469/? [1:06:28<00:00,  2.37it/s]
Epoch 0: |          | 9470/? [1:06:29<00:00,  2.37it/s]
Epoch 0: |          | 9470/? [1:06:29<00:00,  2.37it/s]
Epoch 0: |          | 9471/? [1:06:29<00:00,  2.37it/s]
Epoch 0: |          | 9471/? [1:06:29<00:00,  2.37it/s]
Epoch 0: |          | 9472/? [1:06:29<00:00,  2.37it/s]
Epoch 0: |          | 9472/? [1:06:29<00:00,  2.37it/s]
Epoch 0: |          | 9473/? [1:06:30<00:00,  2.37it/s]
Epoch 0: |          | 9473/? [1:06:30<00:00,  2.37it/s]
Epoch 0: |          | 9474/? [1:06:30<00:00,  2.37it/s]
Epoch 0: |          | 9474/? [1:06:30<00:00,  2.37it/s]
Epoch 0: |          | 9475/? [1:06:30<00:00,  2.37it/s]
Epoch 0: |          | 9475/? [1:06:30<00:00,  2.37it/s]
Epoch 0: |          | 9476/? [1:06:30<00:00,  2.37it/s]
Epoch 0: |          | 9476/? [1:06:30<00:00,  2.37it/s]
Epoch 0: |          | 9477/? [1:06:31<00:00,  2.37it/s]
Epoch 0: |          | 9477/? [1:06:31<00:00,  2.37it/s]
Epoch 0: |          | 9478/? [1:06:31<00:00,  2.37it/s]
Epoch 0: |          | 9478/? [1:06:31<00:00,  2.37it/s]
Epoch 0: |          | 9479/? [1:06:31<00:00,  2.37it/s]
Epoch 0: |          | 9479/? [1:06:31<00:00,  2.37it/s]
Epoch 0: |          | 9480/? [1:06:32<00:00,  2.37it/s]
Epoch 0: |          | 9480/? [1:06:32<00:00,  2.37it/s]
Epoch 0: |          | 9481/? [1:06:32<00:00,  2.37it/s]
Epoch 0: |          | 9481/? [1:06:32<00:00,  2.37it/s]
Epoch 0: |          | 9482/? [1:06:32<00:00,  2.37it/s]
Epoch 0: |          | 9482/? [1:06:32<00:00,  2.37it/s]
Epoch 0: |          | 9483/? [1:06:33<00:00,  2.37it/s]
Epoch 0: |          | 9483/? [1:06:33<00:00,  2.37it/s]
Epoch 0: |          | 9484/? [1:06:33<00:00,  2.37it/s]
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Epoch 0: |          | 9600/? [1:07:11<00:00,  2.38it/s]
Epoch 0: |          | 9600/? [1:07:11<00:00,  2.38it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.77it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.13it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.20it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00, 10.00it/s][A
[A
Epoch 0: |          | 9600/? [1:07:11<00:00,  2.38it/s]
Epoch 0: |          | 9601/? [1:07:11<00:00,  2.38it/s]
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Epoch 0: |          | 9610/? [1:07:14<00:00,  2.38it/s]
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Epoch 0: |          | 9629/? [1:07:21<00:00,  2.38it/s]
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Epoch 0: |          | 9631/? [1:07:21<00:00,  2.38it/s]
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Epoch 0: |          | 9632/? [1:07:21<00:00,  2.38it/s]
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Epoch 0: |          | 9633/? [1:07:22<00:00,  2.38it/s]
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Epoch 0: |          | 9634/? [1:07:22<00:00,  2.38it/s]
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Epoch 0: |          | 9635/? [1:07:22<00:00,  2.38it/s]
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Epoch 0: |          | 9636/? [1:07:23<00:00,  2.38it/s]
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Epoch 0: |          | 9637/? [1:07:23<00:00,  2.38it/s]
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Epoch 0: |          | 9638/? [1:07:23<00:00,  2.38it/s]
Epoch 0: |          | 9638/? [1:07:23<00:00,  2.38it/s]
Epoch 0: |          | 9639/? [1:07:24<00:00,  2.38it/s]
Epoch 0: |          | 9639/? [1:07:24<00:00,  2.38it/s]
Epoch 0: |          | 9640/? [1:07:24<00:00,  2.38it/s]
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Epoch 0: |          | 9641/? [1:07:24<00:00,  2.38it/s]
Epoch 0: |          | 9641/? [1:07:24<00:00,  2.38it/s]
Epoch 0: |          | 9642/? [1:07:25<00:00,  2.38it/s]
Epoch 0: |          | 9642/? [1:07:25<00:00,  2.38it/s]
Epoch 0: |          | 9643/? [1:07:25<00:00,  2.38it/s]
Epoch 0: |          | 9643/? [1:07:25<00:00,  2.38it/s]
Epoch 0: |          | 9644/? [1:07:25<00:00,  2.38it/s]
Epoch 0: |          | 9644/? [1:07:25<00:00,  2.38it/s]
Epoch 0: |          | 9645/? [1:07:26<00:00,  2.38it/s]
Epoch 0: |          | 9645/? [1:07:26<00:00,  2.38it/s]
Epoch 0: |          | 9646/? [1:07:26<00:00,  2.38it/s]
Epoch 0: |          | 9646/? [1:07:26<00:00,  2.38it/s]
Epoch 0: |          | 9647/? [1:07:26<00:00,  2.38it/s]
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Epoch 0: |          | 9648/? [1:07:27<00:00,  2.38it/s]
Epoch 0: |          | 9648/? [1:07:27<00:00,  2.38it/s]
Epoch 0: |          | 9649/? [1:07:27<00:00,  2.38it/s]
Epoch 0: |          | 9649/? [1:07:27<00:00,  2.38it/s]
Epoch 0: |          | 9650/? [1:07:27<00:00,  2.38it/s]
Epoch 0: |          | 9650/? [1:07:27<00:00,  2.38it/s]
Epoch 0: |          | 9651/? [1:07:28<00:00,  2.38it/s]
Epoch 0: |          | 9651/? [1:07:28<00:00,  2.38it/s]
Epoch 0: |          | 9652/? [1:07:28<00:00,  2.38it/s]
Epoch 0: |          | 9652/? [1:07:28<00:00,  2.38it/s]
Epoch 0: |          | 9653/? [1:07:28<00:00,  2.38it/s]
Epoch 0: |          | 9653/? [1:07:28<00:00,  2.38it/s]
Epoch 0: |          | 9654/? [1:07:29<00:00,  2.38it/s]
Epoch 0: |          | 9654/? [1:07:29<00:00,  2.38it/s]
Epoch 0: |          | 9655/? [1:07:29<00:00,  2.38it/s]
Epoch 0: |          | 9655/? [1:07:29<00:00,  2.38it/s]
Epoch 0: |          | 9656/? [1:07:29<00:00,  2.38it/s]
Epoch 0: |          | 9656/? [1:07:29<00:00,  2.38it/s]
Epoch 0: |          | 9657/? [1:07:30<00:00,  2.38it/s]
Epoch 0: |          | 9657/? [1:07:30<00:00,  2.38it/s]
Epoch 0: |          | 9658/? [1:07:30<00:00,  2.38it/s]
Epoch 0: |          | 9658/? [1:07:30<00:00,  2.38it/s]
Epoch 0: |          | 9659/? [1:07:30<00:00,  2.38it/s]
Epoch 0: |          | 9659/? [1:07:30<00:00,  2.38it/s]
Epoch 0: |          | 9660/? [1:07:31<00:00,  2.38it/s]
Epoch 0: |          | 9660/? [1:07:31<00:00,  2.38it/s]
Epoch 0: |          | 9661/? [1:07:31<00:00,  2.38it/s]
Epoch 0: |          | 9661/? [1:07:31<00:00,  2.38it/s]
Epoch 0: |          | 9662/? [1:07:31<00:00,  2.38it/s]
Epoch 0: |          | 9662/? [1:07:31<00:00,  2.38it/s]
Epoch 0: |          | 9663/? [1:07:32<00:00,  2.38it/s]
Epoch 0: |          | 9663/? [1:07:32<00:00,  2.38it/s]
Epoch 0: |          | 9664/? [1:07:32<00:00,  2.38it/s]
Epoch 0: |          | 9664/? [1:07:32<00:00,  2.38it/s]
Epoch 0: |          | 9665/? [1:07:32<00:00,  2.38it/s]
Epoch 0: |          | 9665/? [1:07:32<00:00,  2.38it/s]
Epoch 0: |          | 9666/? [1:07:33<00:00,  2.38it/s]
Epoch 0: |          | 9666/? [1:07:33<00:00,  2.38it/s]
Epoch 0: |          | 9667/? [1:07:33<00:00,  2.38it/s]
Epoch 0: |          | 9667/? [1:07:33<00:00,  2.38it/s]
Epoch 0: |          | 9668/? [1:07:33<00:00,  2.38it/s]
Epoch 0: |          | 9668/? [1:07:33<00:00,  2.38it/s]
Epoch 0: |          | 9669/? [1:07:34<00:00,  2.39it/s]
Epoch 0: |          | 9669/? [1:07:34<00:00,  2.39it/s]
Epoch 0: |          | 9670/? [1:07:34<00:00,  2.39it/s]
Epoch 0: |          | 9670/? [1:07:34<00:00,  2.39it/s]
Epoch 0: |          | 9671/? [1:07:34<00:00,  2.39it/s]
Epoch 0: |          | 9671/? [1:07:34<00:00,  2.39it/s]
Epoch 0: |          | 9672/? [1:07:34<00:00,  2.39it/s]
Epoch 0: |          | 9672/? [1:07:34<00:00,  2.39it/s]
Epoch 0: |          | 9673/? [1:07:35<00:00,  2.39it/s]
Epoch 0: |          | 9673/? [1:07:35<00:00,  2.39it/s]
Epoch 0: |          | 9674/? [1:07:35<00:00,  2.39it/s]
Epoch 0: |          | 9674/? [1:07:35<00:00,  2.39it/s]
Epoch 0: |          | 9675/? [1:07:36<00:00,  2.39it/s]
Epoch 0: |          | 9675/? [1:07:36<00:00,  2.39it/s]
Epoch 0: |          | 9676/? [1:07:36<00:00,  2.39it/s]
Epoch 0: |          | 9676/? [1:07:36<00:00,  2.39it/s]
Epoch 0: |          | 9677/? [1:07:36<00:00,  2.39it/s]
Epoch 0: |          | 9677/? [1:07:36<00:00,  2.39it/s]
Epoch 0: |          | 9678/? [1:07:37<00:00,  2.39it/s]
Epoch 0: |          | 9678/? [1:07:37<00:00,  2.39it/s]
Epoch 0: |          | 9679/? [1:07:37<00:00,  2.39it/s]
Epoch 0: |          | 9679/? [1:07:37<00:00,  2.39it/s]
Epoch 0: |          | 9680/? [1:07:37<00:00,  2.39it/s]
Epoch 0: |          | 9680/? [1:07:37<00:00,  2.39it/s]
Epoch 0: |          | 9681/? [1:07:37<00:00,  2.39it/s]
Epoch 0: |          | 9681/? [1:07:37<00:00,  2.39it/s]
Epoch 0: |          | 9682/? [1:07:38<00:00,  2.39it/s]
Epoch 0: |          | 9682/? [1:07:38<00:00,  2.39it/s]
Epoch 0: |          | 9683/? [1:07:38<00:00,  2.39it/s]
Epoch 0: |          | 9683/? [1:07:38<00:00,  2.39it/s]
Epoch 0: |          | 9684/? [1:07:38<00:00,  2.39it/s]
Epoch 0: |          | 9684/? [1:07:38<00:00,  2.39it/s]
Epoch 0: |          | 9685/? [1:07:39<00:00,  2.39it/s]
Epoch 0: |          | 9685/? [1:07:39<00:00,  2.39it/s]
Epoch 0: |          | 9686/? [1:07:39<00:00,  2.39it/s]
Epoch 0: |          | 9686/? [1:07:39<00:00,  2.39it/s]
Epoch 0: |          | 9687/? [1:07:39<00:00,  2.39it/s]
Epoch 0: |          | 9687/? [1:07:39<00:00,  2.39it/s]
Epoch 0: |          | 9688/? [1:07:40<00:00,  2.39it/s]
Epoch 0: |          | 9688/? [1:07:40<00:00,  2.39it/s]
Epoch 0: |          | 9689/? [1:07:40<00:00,  2.39it/s]
Epoch 0: |          | 9689/? [1:07:40<00:00,  2.39it/s]
Epoch 0: |          | 9690/? [1:07:40<00:00,  2.39it/s]
Epoch 0: |          | 9690/? [1:07:40<00:00,  2.39it/s]
Epoch 0: |          | 9691/? [1:07:41<00:00,  2.39it/s]
Epoch 0: |          | 9691/? [1:07:41<00:00,  2.39it/s]
Epoch 0: |          | 9692/? [1:07:41<00:00,  2.39it/s]
Epoch 0: |          | 9692/? [1:07:41<00:00,  2.39it/s]
Epoch 0: |          | 9693/? [1:07:41<00:00,  2.39it/s]
Epoch 0: |          | 9693/? [1:07:41<00:00,  2.39it/s]
Epoch 0: |          | 9694/? [1:07:42<00:00,  2.39it/s]
Epoch 0: |          | 9694/? [1:07:42<00:00,  2.39it/s]
Epoch 0: |          | 9695/? [1:07:42<00:00,  2.39it/s]
Epoch 0: |          | 9695/? [1:07:42<00:00,  2.39it/s]
Epoch 0: |          | 9696/? [1:07:42<00:00,  2.39it/s]
Epoch 0: |          | 9696/? [1:07:42<00:00,  2.39it/s]
Epoch 0: |          | 9697/? [1:07:43<00:00,  2.39it/s]
Epoch 0: |          | 9697/? [1:07:43<00:00,  2.39it/s]
Epoch 0: |          | 9698/? [1:07:43<00:00,  2.39it/s]
Epoch 0: |          | 9698/? [1:07:43<00:00,  2.39it/s]
Epoch 0: |          | 9699/? [1:07:43<00:00,  2.39it/s]
Epoch 0: |          | 9699/? [1:07:43<00:00,  2.39it/s]
Epoch 0: |          | 9700/? [1:07:44<00:00,  2.39it/s]
Epoch 0: |          | 9700/? [1:07:44<00:00,  2.39it/s]
Epoch 0: |          | 9701/? [1:07:44<00:00,  2.39it/s]
Epoch 0: |          | 9701/? [1:07:44<00:00,  2.39it/s]
Epoch 0: |          | 9702/? [1:07:44<00:00,  2.39it/s]
Epoch 0: |          | 9702/? [1:07:44<00:00,  2.39it/s]
Epoch 0: |          | 9703/? [1:07:45<00:00,  2.39it/s]
Epoch 0: |          | 9703/? [1:07:45<00:00,  2.39it/s]
Epoch 0: |          | 9704/? [1:07:45<00:00,  2.39it/s]
Epoch 0: |          | 9704/? [1:07:45<00:00,  2.39it/s]
Epoch 0: |          | 9705/? [1:07:45<00:00,  2.39it/s]
Epoch 0: |          | 9705/? [1:07:45<00:00,  2.39it/s]
Epoch 0: |          | 9706/? [1:07:46<00:00,  2.39it/s]
Epoch 0: |          | 9706/? [1:07:46<00:00,  2.39it/s]
Epoch 0: |          | 9707/? [1:07:46<00:00,  2.39it/s]
Epoch 0: |          | 9707/? [1:07:46<00:00,  2.39it/s]
Epoch 0: |          | 9708/? [1:07:46<00:00,  2.39it/s]
Epoch 0: |          | 9708/? [1:07:46<00:00,  2.39it/s]
Epoch 0: |          | 9709/? [1:07:46<00:00,  2.39it/s]
Epoch 0: |          | 9709/? [1:07:46<00:00,  2.39it/s]
Epoch 0: |          | 9710/? [1:07:47<00:00,  2.39it/s]
Epoch 0: |          | 9710/? [1:07:47<00:00,  2.39it/s]
Epoch 0: |          | 9711/? [1:07:47<00:00,  2.39it/s]
Epoch 0: |          | 9711/? [1:07:47<00:00,  2.39it/s]
Epoch 0: |          | 9712/? [1:07:47<00:00,  2.39it/s]
Epoch 0: |          | 9712/? [1:07:47<00:00,  2.39it/s]
Epoch 0: |          | 9713/? [1:07:48<00:00,  2.39it/s]
Epoch 0: |          | 9713/? [1:07:48<00:00,  2.39it/s]
Epoch 0: |          | 9714/? [1:07:48<00:00,  2.39it/s]
Epoch 0: |          | 9714/? [1:07:48<00:00,  2.39it/s]
Epoch 0: |          | 9715/? [1:07:48<00:00,  2.39it/s]
Epoch 0: |          | 9715/? [1:07:48<00:00,  2.39it/s]
Epoch 0: |          | 9716/? [1:07:49<00:00,  2.39it/s]
Epoch 0: |          | 9716/? [1:07:49<00:00,  2.39it/s]
Epoch 0: |          | 9717/? [1:07:49<00:00,  2.39it/s]
Epoch 0: |          | 9717/? [1:07:49<00:00,  2.39it/s]
Epoch 0: |          | 9718/? [1:07:49<00:00,  2.39it/s]
Epoch 0: |          | 9718/? [1:07:49<00:00,  2.39it/s]
Epoch 0: |          | 9719/? [1:07:50<00:00,  2.39it/s]
Epoch 0: |          | 9719/? [1:07:50<00:00,  2.39it/s]
Epoch 0: |          | 9720/? [1:07:50<00:00,  2.39it/s]
Epoch 0: |          | 9720/? [1:07:50<00:00,  2.39it/s]
Epoch 0: |          | 9721/? [1:07:50<00:00,  2.39it/s]
Epoch 0: |          | 9721/? [1:07:50<00:00,  2.39it/s]
Epoch 0: |          | 9722/? [1:07:51<00:00,  2.39it/s]
Epoch 0: |          | 9722/? [1:07:51<00:00,  2.39it/s]
Epoch 0: |          | 9723/? [1:07:51<00:00,  2.39it/s]
Epoch 0: |          | 9723/? [1:07:51<00:00,  2.39it/s]
Epoch 0: |          | 9724/? [1:07:51<00:00,  2.39it/s]
Epoch 0: |          | 9724/? [1:07:51<00:00,  2.39it/s]
Epoch 0: |          | 9725/? [1:07:52<00:00,  2.39it/s]
Epoch 0: |          | 9725/? [1:07:52<00:00,  2.39it/s]
Epoch 0: |          | 9726/? [1:07:52<00:00,  2.39it/s]
Epoch 0: |          | 9726/? [1:07:52<00:00,  2.39it/s]
Epoch 0: |          | 9727/? [1:07:52<00:00,  2.39it/s]
Epoch 0: |          | 9727/? [1:07:52<00:00,  2.39it/s]
Epoch 0: |          | 9728/? [1:07:53<00:00,  2.39it/s]
Epoch 0: |          | 9728/? [1:07:53<00:00,  2.39it/s]
Epoch 0: |          | 9729/? [1:07:53<00:00,  2.39it/s]
Epoch 0: |          | 9729/? [1:07:53<00:00,  2.39it/s]
Epoch 0: |          | 9730/? [1:07:53<00:00,  2.39it/s]
Epoch 0: |          | 9730/? [1:07:53<00:00,  2.39it/s]
Epoch 0: |          | 9731/? [1:07:54<00:00,  2.39it/s]
Epoch 0: |          | 9731/? [1:07:54<00:00,  2.39it/s]
Epoch 0: |          | 9732/? [1:07:54<00:00,  2.39it/s]
Epoch 0: |          | 9732/? [1:07:54<00:00,  2.39it/s]
Epoch 0: |          | 9733/? [1:07:54<00:00,  2.39it/s]
Epoch 0: |          | 9733/? [1:07:54<00:00,  2.39it/s]
Epoch 0: |          | 9734/? [1:07:55<00:00,  2.39it/s]
Epoch 0: |          | 9734/? [1:07:55<00:00,  2.39it/s]
Epoch 0: |          | 9735/? [1:07:55<00:00,  2.39it/s]
Epoch 0: |          | 9735/? [1:07:55<00:00,  2.39it/s]
Epoch 0: |          | 9736/? [1:07:55<00:00,  2.39it/s]
Epoch 0: |          | 9736/? [1:07:55<00:00,  2.39it/s]
Epoch 0: |          | 9737/? [1:07:56<00:00,  2.39it/s]
Epoch 0: |          | 9737/? [1:07:56<00:00,  2.39it/s]
Epoch 0: |          | 9738/? [1:07:56<00:00,  2.39it/s]
Epoch 0: |          | 9738/? [1:07:56<00:00,  2.39it/s]
Epoch 0: |          | 9739/? [1:07:56<00:00,  2.39it/s]
Epoch 0: |          | 9739/? [1:07:56<00:00,  2.39it/s]
Epoch 0: |          | 9740/? [1:07:57<00:00,  2.39it/s]
Epoch 0: |          | 9740/? [1:07:57<00:00,  2.39it/s]
Epoch 0: |          | 9741/? [1:07:57<00:00,  2.39it/s]
Epoch 0: |          | 9741/? [1:07:57<00:00,  2.39it/s]
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Epoch 0: |          | 9772/? [1:08:07<00:00,  2.39it/s]
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Epoch 0: |          | 9780/? [1:08:09<00:00,  2.39it/s]
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Epoch 0: |          | 9781/? [1:08:10<00:00,  2.39it/s]
Epoch 0: |          | 9781/? [1:08:10<00:00,  2.39it/s]
Epoch 0: |          | 9782/? [1:08:10<00:00,  2.39it/s]
Epoch 0: |          | 9782/? [1:08:10<00:00,  2.39it/s]
Epoch 0: |          | 9783/? [1:08:10<00:00,  2.39it/s]
Epoch 0: |          | 9783/? [1:08:10<00:00,  2.39it/s]
Epoch 0: |          | 9784/? [1:08:11<00:00,  2.39it/s]
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Epoch 0: |          | 9799/? [1:08:16<00:00,  2.39it/s]
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Epoch 0: |          | 9800/? [1:08:16<00:00,  2.39it/s]
Epoch 0: |          | 9800/? [1:08:16<00:00,  2.39it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.26it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.95it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.87it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.78it/s][A
[A
Epoch 0: |          | 9800/? [1:08:16<00:00,  2.39it/s]
Epoch 0: |          | 9801/? [1:08:17<00:00,  2.39it/s]
Epoch 0: |          | 9801/? [1:08:17<00:00,  2.39it/s]
Epoch 0: |          | 9802/? [1:08:17<00:00,  2.39it/s]
Epoch 0: |          | 9802/? [1:08:17<00:00,  2.39it/s]
Epoch 0: |          | 9803/? [1:08:17<00:00,  2.39it/s]
Epoch 0: |          | 9803/? [1:08:17<00:00,  2.39it/s]
Epoch 0: |          | 9804/? [1:08:18<00:00,  2.39it/s]
Epoch 0: |          | 9804/? [1:08:18<00:00,  2.39it/s]
Epoch 0: |          | 9805/? [1:08:18<00:00,  2.39it/s]
Epoch 0: |          | 9805/? [1:08:18<00:00,  2.39it/s]
Epoch 0: |          | 9806/? [1:08:18<00:00,  2.39it/s]
Epoch 0: |          | 9806/? [1:08:18<00:00,  2.39it/s]
Epoch 0: |          | 9807/? [1:08:18<00:00,  2.39it/s]
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Epoch 0: |          | 9808/? [1:08:19<00:00,  2.39it/s]
Epoch 0: |          | 9808/? [1:08:19<00:00,  2.39it/s]
Epoch 0: |          | 9809/? [1:08:19<00:00,  2.39it/s]
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Epoch 0: |          | 9810/? [1:08:19<00:00,  2.39it/s]
Epoch 0: |          | 9810/? [1:08:19<00:00,  2.39it/s]
Epoch 0: |          | 9811/? [1:08:20<00:00,  2.39it/s]
Epoch 0: |          | 9811/? [1:08:20<00:00,  2.39it/s]
Epoch 0: |          | 9812/? [1:08:20<00:00,  2.39it/s]
Epoch 0: |          | 9812/? [1:08:20<00:00,  2.39it/s]
Epoch 0: |          | 9813/? [1:08:20<00:00,  2.39it/s]
Epoch 0: |          | 9813/? [1:08:20<00:00,  2.39it/s]
Epoch 0: |          | 9814/? [1:08:21<00:00,  2.39it/s]
Epoch 0: |          | 9814/? [1:08:21<00:00,  2.39it/s]
Epoch 0: |          | 9815/? [1:08:21<00:00,  2.39it/s]
Epoch 0: |          | 9815/? [1:08:21<00:00,  2.39it/s]
Epoch 0: |          | 9816/? [1:08:21<00:00,  2.39it/s]
Epoch 0: |          | 9816/? [1:08:21<00:00,  2.39it/s]
Epoch 0: |          | 9817/? [1:08:22<00:00,  2.39it/s]
Epoch 0: |          | 9817/? [1:08:22<00:00,  2.39it/s]
Epoch 0: |          | 9818/? [1:08:22<00:00,  2.39it/s]
Epoch 0: |          | 9818/? [1:08:22<00:00,  2.39it/s]
Epoch 0: |          | 9819/? [1:08:22<00:00,  2.39it/s]
Epoch 0: |          | 9819/? [1:08:22<00:00,  2.39it/s]
Epoch 0: |          | 9820/? [1:08:23<00:00,  2.39it/s]
Epoch 0: |          | 9820/? [1:08:23<00:00,  2.39it/s]
Epoch 0: |          | 9821/? [1:08:23<00:00,  2.39it/s]
Epoch 0: |          | 9821/? [1:08:23<00:00,  2.39it/s]
Epoch 0: |          | 9822/? [1:08:23<00:00,  2.39it/s]
Epoch 0: |          | 9822/? [1:08:23<00:00,  2.39it/s]
Epoch 0: |          | 9823/? [1:08:24<00:00,  2.39it/s]
Epoch 0: |          | 9823/? [1:08:24<00:00,  2.39it/s]
Epoch 0: |          | 9824/? [1:08:24<00:00,  2.39it/s]
Epoch 0: |          | 9824/? [1:08:24<00:00,  2.39it/s]
Epoch 0: |          | 9825/? [1:08:24<00:00,  2.39it/s]
Epoch 0: |          | 9825/? [1:08:24<00:00,  2.39it/s]
Epoch 0: |          | 9826/? [1:08:25<00:00,  2.39it/s]
Epoch 0: |          | 9826/? [1:08:25<00:00,  2.39it/s]
Epoch 0: |          | 9827/? [1:08:25<00:00,  2.39it/s]
Epoch 0: |          | 9827/? [1:08:25<00:00,  2.39it/s]
Epoch 0: |          | 9828/? [1:08:25<00:00,  2.39it/s]
Epoch 0: |          | 9828/? [1:08:25<00:00,  2.39it/s]
Epoch 0: |          | 9829/? [1:08:26<00:00,  2.39it/s]
Epoch 0: |          | 9829/? [1:08:26<00:00,  2.39it/s]
Epoch 0: |          | 9830/? [1:08:26<00:00,  2.39it/s]
Epoch 0: |          | 9830/? [1:08:26<00:00,  2.39it/s]
Epoch 0: |          | 9831/? [1:08:26<00:00,  2.39it/s]
Epoch 0: |          | 9831/? [1:08:26<00:00,  2.39it/s]
Epoch 0: |          | 9832/? [1:08:27<00:00,  2.39it/s]
Epoch 0: |          | 9832/? [1:08:27<00:00,  2.39it/s]
Epoch 0: |          | 9833/? [1:08:27<00:00,  2.39it/s]
Epoch 0: |          | 9833/? [1:08:27<00:00,  2.39it/s]
Epoch 0: |          | 9834/? [1:08:27<00:00,  2.39it/s]
Epoch 0: |          | 9834/? [1:08:27<00:00,  2.39it/s]
Epoch 0: |          | 9835/? [1:08:28<00:00,  2.39it/s]
Epoch 0: |          | 9835/? [1:08:28<00:00,  2.39it/s]
Epoch 0: |          | 9836/? [1:08:28<00:00,  2.39it/s]
Epoch 0: |          | 9836/? [1:08:28<00:00,  2.39it/s]
Epoch 0: |          | 9837/? [1:08:28<00:00,  2.39it/s]
Epoch 0: |          | 9837/? [1:08:28<00:00,  2.39it/s]
Epoch 0: |          | 9838/? [1:08:29<00:00,  2.39it/s]
Epoch 0: |          | 9838/? [1:08:29<00:00,  2.39it/s]
Epoch 0: |          | 9839/? [1:08:29<00:00,  2.39it/s]
Epoch 0: |          | 9839/? [1:08:29<00:00,  2.39it/s]
Epoch 0: |          | 9840/? [1:08:29<00:00,  2.39it/s]
Epoch 0: |          | 9840/? [1:08:29<00:00,  2.39it/s]
Epoch 0: |          | 9841/? [1:08:30<00:00,  2.39it/s]
Epoch 0: |          | 9841/? [1:08:30<00:00,  2.39it/s]
Epoch 0: |          | 9842/? [1:08:30<00:00,  2.39it/s]
Epoch 0: |          | 9842/? [1:08:30<00:00,  2.39it/s]
Epoch 0: |          | 9843/? [1:08:30<00:00,  2.39it/s]
Epoch 0: |          | 9843/? [1:08:30<00:00,  2.39it/s]
Epoch 0: |          | 9844/? [1:08:30<00:00,  2.39it/s]
Epoch 0: |          | 9844/? [1:08:30<00:00,  2.39it/s]
Epoch 0: |          | 9845/? [1:08:31<00:00,  2.39it/s]
Epoch 0: |          | 9845/? [1:08:31<00:00,  2.39it/s]
Epoch 0: |          | 9846/? [1:08:31<00:00,  2.39it/s]
Epoch 0: |          | 9846/? [1:08:31<00:00,  2.39it/s]
Epoch 0: |          | 9847/? [1:08:31<00:00,  2.39it/s]
Epoch 0: |          | 9847/? [1:08:31<00:00,  2.39it/s]
Epoch 0: |          | 9848/? [1:08:32<00:00,  2.39it/s]
Epoch 0: |          | 9848/? [1:08:32<00:00,  2.39it/s]
Epoch 0: |          | 9849/? [1:08:32<00:00,  2.39it/s]
Epoch 0: |          | 9849/? [1:08:32<00:00,  2.39it/s]
Epoch 0: |          | 9850/? [1:08:32<00:00,  2.39it/s]
Epoch 0: |          | 9850/? [1:08:32<00:00,  2.39it/s]
Epoch 0: |          | 9851/? [1:08:33<00:00,  2.39it/s]
Epoch 0: |          | 9851/? [1:08:33<00:00,  2.39it/s]
Epoch 0: |          | 9852/? [1:08:33<00:00,  2.40it/s]
Epoch 0: |          | 9852/? [1:08:33<00:00,  2.40it/s]
Epoch 0: |          | 9853/? [1:08:33<00:00,  2.40it/s]
Epoch 0: |          | 9853/? [1:08:33<00:00,  2.40it/s]
Epoch 0: |          | 9854/? [1:08:34<00:00,  2.40it/s]
Epoch 0: |          | 9854/? [1:08:34<00:00,  2.40it/s]
Epoch 0: |          | 9855/? [1:08:34<00:00,  2.40it/s]
Epoch 0: |          | 9855/? [1:08:34<00:00,  2.40it/s]
Epoch 0: |          | 9856/? [1:08:34<00:00,  2.40it/s]
Epoch 0: |          | 9856/? [1:08:34<00:00,  2.40it/s]
Epoch 0: |          | 9857/? [1:08:35<00:00,  2.40it/s]
Epoch 0: |          | 9857/? [1:08:35<00:00,  2.40it/s]
Epoch 0: |          | 9858/? [1:08:35<00:00,  2.40it/s]
Epoch 0: |          | 9858/? [1:08:35<00:00,  2.40it/s]
Epoch 0: |          | 9859/? [1:08:35<00:00,  2.40it/s]
Epoch 0: |          | 9859/? [1:08:35<00:00,  2.40it/s]
Epoch 0: |          | 9860/? [1:08:36<00:00,  2.40it/s]
Epoch 0: |          | 9860/? [1:08:36<00:00,  2.40it/s]
Epoch 0: |          | 9861/? [1:08:36<00:00,  2.40it/s]
Epoch 0: |          | 9861/? [1:08:36<00:00,  2.40it/s]
Epoch 0: |          | 9862/? [1:08:36<00:00,  2.40it/s]
Epoch 0: |          | 9862/? [1:08:36<00:00,  2.40it/s]
Epoch 0: |          | 9863/? [1:08:37<00:00,  2.40it/s]
Epoch 0: |          | 9863/? [1:08:37<00:00,  2.40it/s]
Epoch 0: |          | 9864/? [1:08:37<00:00,  2.40it/s]
Epoch 0: |          | 9864/? [1:08:37<00:00,  2.40it/s]
Epoch 0: |          | 9865/? [1:08:37<00:00,  2.40it/s]
Epoch 0: |          | 9865/? [1:08:37<00:00,  2.40it/s]
Epoch 0: |          | 9866/? [1:08:38<00:00,  2.40it/s]
Epoch 0: |          | 9866/? [1:08:38<00:00,  2.40it/s]
Epoch 0: |          | 9867/? [1:08:38<00:00,  2.40it/s]
Epoch 0: |          | 9867/? [1:08:38<00:00,  2.40it/s]
Epoch 0: |          | 9868/? [1:08:38<00:00,  2.40it/s]
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Epoch 0: |          | 9889/? [1:08:45<00:00,  2.40it/s]
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Epoch 0: |          | 9891/? [1:08:46<00:00,  2.40it/s]
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Epoch 0: |          | 9892/? [1:08:46<00:00,  2.40it/s]
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Epoch 0: |          | 9893/? [1:08:46<00:00,  2.40it/s]
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Epoch 0: |          | 9894/? [1:08:47<00:00,  2.40it/s]
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Epoch 0: |          | 9895/? [1:08:47<00:00,  2.40it/s]
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Epoch 0: |          | 9896/? [1:08:47<00:00,  2.40it/s]
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Epoch 0: |          | 9897/? [1:08:48<00:00,  2.40it/s]
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Epoch 0: |          | 9898/? [1:08:48<00:00,  2.40it/s]
Epoch 0: |          | 9898/? [1:08:48<00:00,  2.40it/s]
Epoch 0: |          | 9899/? [1:08:48<00:00,  2.40it/s]
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Epoch 0: |          | 9900/? [1:08:49<00:00,  2.40it/s]
Epoch 0: |          | 9900/? [1:08:49<00:00,  2.40it/s]
Epoch 0: |          | 9901/? [1:08:49<00:00,  2.40it/s]
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Epoch 0: |          | 9902/? [1:08:49<00:00,  2.40it/s]
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Epoch 0: |          | 9903/? [1:08:50<00:00,  2.40it/s]
Epoch 0: |          | 9903/? [1:08:50<00:00,  2.40it/s]
Epoch 0: |          | 9904/? [1:08:50<00:00,  2.40it/s]
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Epoch 0: |          | 9905/? [1:08:50<00:00,  2.40it/s]
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Epoch 0: |          | 9906/? [1:08:51<00:00,  2.40it/s]
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Epoch 0: |          | 9907/? [1:08:51<00:00,  2.40it/s]
Epoch 0: |          | 9907/? [1:08:51<00:00,  2.40it/s]
Epoch 0: |          | 9908/? [1:08:51<00:00,  2.40it/s]
Epoch 0: |          | 9908/? [1:08:51<00:00,  2.40it/s]
Epoch 0: |          | 9909/? [1:08:52<00:00,  2.40it/s]
Epoch 0: |          | 9909/? [1:08:52<00:00,  2.40it/s]
Epoch 0: |          | 9910/? [1:08:52<00:00,  2.40it/s]
Epoch 0: |          | 9910/? [1:08:52<00:00,  2.40it/s]
Epoch 0: |          | 9911/? [1:08:52<00:00,  2.40it/s]
Epoch 0: |          | 9911/? [1:08:52<00:00,  2.40it/s]
Epoch 0: |          | 9912/? [1:08:53<00:00,  2.40it/s]
Epoch 0: |          | 9912/? [1:08:53<00:00,  2.40it/s]
Epoch 0: |          | 9913/? [1:08:53<00:00,  2.40it/s]
Epoch 0: |          | 9913/? [1:08:53<00:00,  2.40it/s]
Epoch 0: |          | 9914/? [1:08:53<00:00,  2.40it/s]
Epoch 0: |          | 9914/? [1:08:53<00:00,  2.40it/s]
Epoch 0: |          | 9915/? [1:08:54<00:00,  2.40it/s]
Epoch 0: |          | 9915/? [1:08:54<00:00,  2.40it/s]
Epoch 0: |          | 9916/? [1:08:54<00:00,  2.40it/s]
Epoch 0: |          | 9916/? [1:08:54<00:00,  2.40it/s]
Epoch 0: |          | 9917/? [1:08:54<00:00,  2.40it/s]
Epoch 0: |          | 9917/? [1:08:54<00:00,  2.40it/s]
Epoch 0: |          | 9918/? [1:08:55<00:00,  2.40it/s]
Epoch 0: |          | 9918/? [1:08:55<00:00,  2.40it/s]
Epoch 0: |          | 9919/? [1:08:55<00:00,  2.40it/s]
Epoch 0: |          | 9919/? [1:08:55<00:00,  2.40it/s]
Epoch 0: |          | 9920/? [1:08:55<00:00,  2.40it/s]
Epoch 0: |          | 9920/? [1:08:55<00:00,  2.40it/s]
Epoch 0: |          | 9921/? [1:08:55<00:00,  2.40it/s]
Epoch 0: |          | 9921/? [1:08:55<00:00,  2.40it/s]
Epoch 0: |          | 9922/? [1:08:56<00:00,  2.40it/s]
Epoch 0: |          | 9922/? [1:08:56<00:00,  2.40it/s]
Epoch 0: |          | 9923/? [1:08:56<00:00,  2.40it/s]
Epoch 0: |          | 9923/? [1:08:56<00:00,  2.40it/s]
Epoch 0: |          | 9924/? [1:08:56<00:00,  2.40it/s]
Epoch 0: |          | 9924/? [1:08:56<00:00,  2.40it/s]
Epoch 0: |          | 9925/? [1:08:57<00:00,  2.40it/s]
Epoch 0: |          | 9925/? [1:08:57<00:00,  2.40it/s]
Epoch 0: |          | 9926/? [1:08:57<00:00,  2.40it/s]
Epoch 0: |          | 9926/? [1:08:57<00:00,  2.40it/s]
Epoch 0: |          | 9927/? [1:08:57<00:00,  2.40it/s]
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Epoch 0: |          | 9928/? [1:08:58<00:00,  2.40it/s]
Epoch 0: |          | 9928/? [1:08:58<00:00,  2.40it/s]
Epoch 0: |          | 9929/? [1:08:58<00:00,  2.40it/s]
Epoch 0: |          | 9929/? [1:08:58<00:00,  2.40it/s]
Epoch 0: |          | 9930/? [1:08:58<00:00,  2.40it/s]
Epoch 0: |          | 9930/? [1:08:58<00:00,  2.40it/s]
Epoch 0: |          | 9931/? [1:08:59<00:00,  2.40it/s]
Epoch 0: |          | 9931/? [1:08:59<00:00,  2.40it/s]
Epoch 0: |          | 9932/? [1:08:59<00:00,  2.40it/s]
Epoch 0: |          | 9932/? [1:08:59<00:00,  2.40it/s]
Epoch 0: |          | 9933/? [1:08:59<00:00,  2.40it/s]
Epoch 0: |          | 9933/? [1:08:59<00:00,  2.40it/s]
Epoch 0: |          | 9934/? [1:09:00<00:00,  2.40it/s]
Epoch 0: |          | 9934/? [1:09:00<00:00,  2.40it/s]
Epoch 0: |          | 9935/? [1:09:00<00:00,  2.40it/s]
Epoch 0: |          | 9935/? [1:09:00<00:00,  2.40it/s]
Epoch 0: |          | 9936/? [1:09:00<00:00,  2.40it/s]
Epoch 0: |          | 9936/? [1:09:00<00:00,  2.40it/s]
Epoch 0: |          | 9937/? [1:09:01<00:00,  2.40it/s]
Epoch 0: |          | 9937/? [1:09:01<00:00,  2.40it/s]
Epoch 0: |          | 9938/? [1:09:01<00:00,  2.40it/s]
Epoch 0: |          | 9938/? [1:09:01<00:00,  2.40it/s]
Epoch 0: |          | 9939/? [1:09:01<00:00,  2.40it/s]
Epoch 0: |          | 9939/? [1:09:01<00:00,  2.40it/s]
Epoch 0: |          | 9940/? [1:09:02<00:00,  2.40it/s]
Epoch 0: |          | 9940/? [1:09:02<00:00,  2.40it/s]
Epoch 0: |          | 9941/? [1:09:02<00:00,  2.40it/s]
Epoch 0: |          | 9941/? [1:09:02<00:00,  2.40it/s]
Epoch 0: |          | 9942/? [1:09:02<00:00,  2.40it/s]
Epoch 0: |          | 9942/? [1:09:02<00:00,  2.40it/s]
Epoch 0: |          | 9943/? [1:09:03<00:00,  2.40it/s]
Epoch 0: |          | 9943/? [1:09:03<00:00,  2.40it/s]
Epoch 0: |          | 9944/? [1:09:03<00:00,  2.40it/s]
Epoch 0: |          | 9944/? [1:09:03<00:00,  2.40it/s]
Epoch 0: |          | 9945/? [1:09:03<00:00,  2.40it/s]
Epoch 0: |          | 9945/? [1:09:03<00:00,  2.40it/s]
Epoch 0: |          | 9946/? [1:09:04<00:00,  2.40it/s]
Epoch 0: |          | 9946/? [1:09:04<00:00,  2.40it/s]
Epoch 0: |          | 9947/? [1:09:04<00:00,  2.40it/s]
Epoch 0: |          | 9947/? [1:09:04<00:00,  2.40it/s]
Epoch 0: |          | 9948/? [1:09:04<00:00,  2.40it/s]
Epoch 0: |          | 9948/? [1:09:04<00:00,  2.40it/s]
Epoch 0: |          | 9949/? [1:09:04<00:00,  2.40it/s]
Epoch 0: |          | 9949/? [1:09:04<00:00,  2.40it/s]
Epoch 0: |          | 9950/? [1:09:05<00:00,  2.40it/s]
Epoch 0: |          | 9950/? [1:09:05<00:00,  2.40it/s]
Epoch 0: |          | 9951/? [1:09:05<00:00,  2.40it/s]
Epoch 0: |          | 9951/? [1:09:05<00:00,  2.40it/s]
Epoch 0: |          | 9952/? [1:09:05<00:00,  2.40it/s]
Epoch 0: |          | 9952/? [1:09:05<00:00,  2.40it/s]
Epoch 0: |          | 9953/? [1:09:06<00:00,  2.40it/s]
Epoch 0: |          | 9953/? [1:09:06<00:00,  2.40it/s]
Epoch 0: |          | 9954/? [1:09:06<00:00,  2.40it/s]
Epoch 0: |          | 9954/? [1:09:06<00:00,  2.40it/s]
Epoch 0: |          | 9955/? [1:09:06<00:00,  2.40it/s]
Epoch 0: |          | 9955/? [1:09:06<00:00,  2.40it/s]
Epoch 0: |          | 9956/? [1:09:07<00:00,  2.40it/s]
Epoch 0: |          | 9956/? [1:09:07<00:00,  2.40it/s]
Epoch 0: |          | 9957/? [1:09:07<00:00,  2.40it/s]
Epoch 0: |          | 9957/? [1:09:07<00:00,  2.40it/s]
Epoch 0: |          | 9958/? [1:09:07<00:00,  2.40it/s]
Epoch 0: |          | 9958/? [1:09:07<00:00,  2.40it/s]
Epoch 0: |          | 9959/? [1:09:08<00:00,  2.40it/s]
Epoch 0: |          | 9959/? [1:09:08<00:00,  2.40it/s]
Epoch 0: |          | 9960/? [1:09:08<00:00,  2.40it/s]
Epoch 0: |          | 9960/? [1:09:08<00:00,  2.40it/s]
Epoch 0: |          | 9961/? [1:09:08<00:00,  2.40it/s]
Epoch 0: |          | 9961/? [1:09:08<00:00,  2.40it/s]
Epoch 0: |          | 9962/? [1:09:09<00:00,  2.40it/s]
Epoch 0: |          | 9962/? [1:09:09<00:00,  2.40it/s]
Epoch 0: |          | 9963/? [1:09:09<00:00,  2.40it/s]
Epoch 0: |          | 9963/? [1:09:09<00:00,  2.40it/s]
Epoch 0: |          | 9964/? [1:09:09<00:00,  2.40it/s]
Epoch 0: |          | 9964/? [1:09:09<00:00,  2.40it/s]
Epoch 0: |          | 9965/? [1:09:10<00:00,  2.40it/s]
Epoch 0: |          | 9965/? [1:09:10<00:00,  2.40it/s]
Epoch 0: |          | 9966/? [1:09:10<00:00,  2.40it/s]
Epoch 0: |          | 9966/? [1:09:10<00:00,  2.40it/s]
Epoch 0: |          | 9967/? [1:09:10<00:00,  2.40it/s]
Epoch 0: |          | 9967/? [1:09:10<00:00,  2.40it/s]
Epoch 0: |          | 9968/? [1:09:10<00:00,  2.40it/s]
Epoch 0: |          | 9968/? [1:09:10<00:00,  2.40it/s]
Epoch 0: |          | 9969/? [1:09:11<00:00,  2.40it/s]
Epoch 0: |          | 9969/? [1:09:11<00:00,  2.40it/s]
Epoch 0: |          | 9970/? [1:09:11<00:00,  2.40it/s]
Epoch 0: |          | 9970/? [1:09:11<00:00,  2.40it/s]
Epoch 0: |          | 9971/? [1:09:11<00:00,  2.40it/s]
Epoch 0: |          | 9971/? [1:09:11<00:00,  2.40it/s]
Epoch 0: |          | 9972/? [1:09:12<00:00,  2.40it/s]
Epoch 0: |          | 9972/? [1:09:12<00:00,  2.40it/s]
Epoch 0: |          | 9973/? [1:09:12<00:00,  2.40it/s]
Epoch 0: |          | 9973/? [1:09:12<00:00,  2.40it/s]
Epoch 0: |          | 9974/? [1:09:12<00:00,  2.40it/s]
Epoch 0: |          | 9974/? [1:09:12<00:00,  2.40it/s]
Epoch 0: |          | 9975/? [1:09:13<00:00,  2.40it/s]
Epoch 0: |          | 9975/? [1:09:13<00:00,  2.40it/s]
Epoch 0: |          | 9976/? [1:09:13<00:00,  2.40it/s]
Epoch 0: |          | 9976/? [1:09:13<00:00,  2.40it/s]
Epoch 0: |          | 9977/? [1:09:13<00:00,  2.40it/s]
Epoch 0: |          | 9977/? [1:09:13<00:00,  2.40it/s]
Epoch 0: |          | 9978/? [1:09:14<00:00,  2.40it/s]
Epoch 0: |          | 9978/? [1:09:14<00:00,  2.40it/s]
Epoch 0: |          | 9979/? [1:09:14<00:00,  2.40it/s]
Epoch 0: |          | 9979/? [1:09:14<00:00,  2.40it/s]
Epoch 0: |          | 9980/? [1:09:14<00:00,  2.40it/s]
Epoch 0: |          | 9980/? [1:09:14<00:00,  2.40it/s]
Epoch 0: |          | 9981/? [1:09:15<00:00,  2.40it/s]
Epoch 0: |          | 9981/? [1:09:15<00:00,  2.40it/s]
Epoch 0: |          | 9982/? [1:09:15<00:00,  2.40it/s]
Epoch 0: |          | 9982/? [1:09:15<00:00,  2.40it/s]
Epoch 0: |          | 9983/? [1:09:15<00:00,  2.40it/s]
Epoch 0: |          | 9983/? [1:09:15<00:00,  2.40it/s]
Epoch 0: |          | 9984/? [1:09:16<00:00,  2.40it/s]
Epoch 0: |          | 9984/? [1:09:16<00:00,  2.40it/s]
Epoch 0: |          | 9985/? [1:09:16<00:00,  2.40it/s]
Epoch 0: |          | 9985/? [1:09:16<00:00,  2.40it/s]
Epoch 0: |          | 9986/? [1:09:16<00:00,  2.40it/s]
Epoch 0: |          | 9986/? [1:09:16<00:00,  2.40it/s]
Epoch 0: |          | 9987/? [1:09:17<00:00,  2.40it/s]
Epoch 0: |          | 9987/? [1:09:17<00:00,  2.40it/s]
Epoch 0: |          | 9988/? [1:09:17<00:00,  2.40it/s]
Epoch 0: |          | 9988/? [1:09:17<00:00,  2.40it/s]
Epoch 0: |          | 9989/? [1:09:17<00:00,  2.40it/s]
Epoch 0: |          | 9989/? [1:09:17<00:00,  2.40it/s]
Epoch 0: |          | 9990/? [1:09:18<00:00,  2.40it/s]
Epoch 0: |          | 9990/? [1:09:18<00:00,  2.40it/s]
Epoch 0: |          | 9991/? [1:09:18<00:00,  2.40it/s]
Epoch 0: |          | 9991/? [1:09:18<00:00,  2.40it/s]
Epoch 0: |          | 9992/? [1:09:18<00:00,  2.40it/s]
Epoch 0: |          | 9992/? [1:09:18<00:00,  2.40it/s]
Epoch 0: |          | 9993/? [1:09:18<00:00,  2.40it/s]
Epoch 0: |          | 9993/? [1:09:18<00:00,  2.40it/s]
Epoch 0: |          | 9994/? [1:09:19<00:00,  2.40it/s]
Epoch 0: |          | 9994/? [1:09:19<00:00,  2.40it/s]
Epoch 0: |          | 9995/? [1:09:19<00:00,  2.40it/s]
Epoch 0: |          | 9995/? [1:09:19<00:00,  2.40it/s]
Epoch 0: |          | 9996/? [1:09:19<00:00,  2.40it/s]
Epoch 0: |          | 9996/? [1:09:19<00:00,  2.40it/s]
Epoch 0: |          | 9997/? [1:09:20<00:00,  2.40it/s]
Epoch 0: |          | 9997/? [1:09:20<00:00,  2.40it/s]
Epoch 0: |          | 9998/? [1:09:20<00:00,  2.40it/s]
Epoch 0: |          | 9998/? [1:09:20<00:00,  2.40it/s]
Epoch 0: |          | 9999/? [1:09:20<00:00,  2.40it/s]
Epoch 0: |          | 9999/? [1:09:20<00:00,  2.40it/s]
Epoch 0: |          | 10000/? [1:09:21<00:00,  2.40it/s]
Epoch 0: |          | 10000/? [1:09:21<00:00,  2.40it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.79it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.43it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.23it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00, 10.02it/s][A
[A
Epoch 0: |          | 10000/? [1:09:21<00:00,  2.40it/s]
Epoch 0: |          | 10001/? [1:09:22<00:00,  2.40it/s]
Epoch 0: |          | 10001/? [1:09:22<00:00,  2.40it/s]
Epoch 0: |          | 10002/? [1:09:22<00:00,  2.40it/s]
Epoch 0: |          | 10002/? [1:09:22<00:00,  2.40it/s]
Epoch 0: |          | 10003/? [1:09:22<00:00,  2.40it/s]
Epoch 0: |          | 10003/? [1:09:22<00:00,  2.40it/s]
Epoch 0: |          | 10004/? [1:09:23<00:00,  2.40it/s]
Epoch 0: |          | 10004/? [1:09:23<00:00,  2.40it/s]
Epoch 0: |          | 10005/? [1:09:23<00:00,  2.40it/s]
Epoch 0: |          | 10005/? [1:09:23<00:00,  2.40it/s]
Epoch 0: |          | 10006/? [1:09:24<00:00,  2.40it/s]
Epoch 0: |          | 10006/? [1:09:24<00:00,  2.40it/s]
Epoch 0: |          | 10007/? [1:09:24<00:00,  2.40it/s]
Epoch 0: |          | 10007/? [1:09:24<00:00,  2.40it/s]
Epoch 0: |          | 10008/? [1:09:24<00:00,  2.40it/s]
Epoch 0: |          | 10008/? [1:09:24<00:00,  2.40it/s]
Epoch 0: |          | 10009/? [1:09:25<00:00,  2.40it/s]
Epoch 0: |          | 10009/? [1:09:25<00:00,  2.40it/s]
Epoch 0: |          | 10010/? [1:09:25<00:00,  2.40it/s]
Epoch 0: |          | 10010/? [1:09:25<00:00,  2.40it/s]
Epoch 0: |          | 10011/? [1:09:26<00:00,  2.40it/s]
Epoch 0: |          | 10011/? [1:09:26<00:00,  2.40it/s]
Epoch 0: |          | 10012/? [1:09:26<00:00,  2.40it/s]
Epoch 0: |          | 10012/? [1:09:26<00:00,  2.40it/s]
Epoch 0: |          | 10013/? [1:09:26<00:00,  2.40it/s]
Epoch 0: |          | 10013/? [1:09:26<00:00,  2.40it/s]
Epoch 0: |          | 10014/? [1:09:27<00:00,  2.40it/s]
Epoch 0: |          | 10014/? [1:09:27<00:00,  2.40it/s]
Epoch 0: |          | 10015/? [1:09:27<00:00,  2.40it/s]
Epoch 0: |          | 10015/? [1:09:27<00:00,  2.40it/s]
Epoch 0: |          | 10016/? [1:09:28<00:00,  2.40it/s]
Epoch 0: |          | 10016/? [1:09:28<00:00,  2.40it/s]
Epoch 0: |          | 10017/? [1:09:28<00:00,  2.40it/s]
Epoch 0: |          | 10017/? [1:09:28<00:00,  2.40it/s]
Epoch 0: |          | 10018/? [1:09:28<00:00,  2.40it/s]
Epoch 0: |          | 10018/? [1:09:28<00:00,  2.40it/s]
Epoch 0: |          | 10019/? [1:09:29<00:00,  2.40it/s]
Epoch 0: |          | 10019/? [1:09:29<00:00,  2.40it/s]
Epoch 0: |          | 10020/? [1:09:29<00:00,  2.40it/s]
Epoch 0: |          | 10020/? [1:09:29<00:00,  2.40it/s]
Epoch 0: |          | 10021/? [1:09:30<00:00,  2.40it/s]
Epoch 0: |          | 10021/? [1:09:30<00:00,  2.40it/s]
Epoch 0: |          | 10022/? [1:09:30<00:00,  2.40it/s]
Epoch 0: |          | 10022/? [1:09:30<00:00,  2.40it/s]
Epoch 0: |          | 10023/? [1:09:30<00:00,  2.40it/s]
Epoch 0: |          | 10023/? [1:09:30<00:00,  2.40it/s]
Epoch 0: |          | 10024/? [1:09:31<00:00,  2.40it/s]
Epoch 0: |          | 10024/? [1:09:31<00:00,  2.40it/s]
Epoch 0: |          | 10025/? [1:09:31<00:00,  2.40it/s]
Epoch 0: |          | 10025/? [1:09:31<00:00,  2.40it/s]
Epoch 0: |          | 10026/? [1:09:32<00:00,  2.40it/s]
Epoch 0: |          | 10026/? [1:09:32<00:00,  2.40it/s]
Epoch 0: |          | 10027/? [1:09:32<00:00,  2.40it/s]
Epoch 0: |          | 10027/? [1:09:32<00:00,  2.40it/s]
Epoch 0: |          | 10028/? [1:09:33<00:00,  2.40it/s]
Epoch 0: |          | 10028/? [1:09:33<00:00,  2.40it/s]
Epoch 0: |          | 10029/? [1:09:33<00:00,  2.40it/s]
Epoch 0: |          | 10029/? [1:09:33<00:00,  2.40it/s]
Epoch 0: |          | 10030/? [1:09:34<00:00,  2.40it/s]
Epoch 0: |          | 10030/? [1:09:34<00:00,  2.40it/s]
Epoch 0: |          | 10031/? [1:09:34<00:00,  2.40it/s]
Epoch 0: |          | 10031/? [1:09:34<00:00,  2.40it/s]
Epoch 0: |          | 10032/? [1:09:34<00:00,  2.40it/s]
Epoch 0: |          | 10032/? [1:09:34<00:00,  2.40it/s]
Epoch 0: |          | 10033/? [1:09:35<00:00,  2.40it/s]
Epoch 0: |          | 10033/? [1:09:35<00:00,  2.40it/s]
Epoch 0: |          | 10034/? [1:09:35<00:00,  2.40it/s]
Epoch 0: |          | 10034/? [1:09:35<00:00,  2.40it/s]
Epoch 0: |          | 10035/? [1:09:36<00:00,  2.40it/s]
Epoch 0: |          | 10035/? [1:09:36<00:00,  2.40it/s]
Epoch 0: |          | 10036/? [1:09:36<00:00,  2.40it/s]
Epoch 0: |          | 10036/? [1:09:36<00:00,  2.40it/s]
Epoch 0: |          | 10037/? [1:09:37<00:00,  2.40it/s]
Epoch 0: |          | 10037/? [1:09:37<00:00,  2.40it/s]
Epoch 0: |          | 10038/? [1:09:37<00:00,  2.40it/s]
Epoch 0: |          | 10038/? [1:09:37<00:00,  2.40it/s]
Epoch 0: |          | 10039/? [1:09:38<00:00,  2.40it/s]
Epoch 0: |          | 10039/? [1:09:38<00:00,  2.40it/s]
Epoch 0: |          | 10040/? [1:09:38<00:00,  2.40it/s]
Epoch 0: |          | 10040/? [1:09:38<00:00,  2.40it/s]
Epoch 0: |          | 10041/? [1:09:38<00:00,  2.40it/s]
Epoch 0: |          | 10041/? [1:09:38<00:00,  2.40it/s]
Epoch 0: |          | 10042/? [1:09:39<00:00,  2.40it/s]
Epoch 0: |          | 10042/? [1:09:39<00:00,  2.40it/s]
Epoch 0: |          | 10043/? [1:09:39<00:00,  2.40it/s]
Epoch 0: |          | 10043/? [1:09:39<00:00,  2.40it/s]
Epoch 0: |          | 10044/? [1:09:40<00:00,  2.40it/s]
Epoch 0: |          | 10044/? [1:09:40<00:00,  2.40it/s]
Epoch 0: |          | 10045/? [1:09:40<00:00,  2.40it/s]
Epoch 0: |          | 10045/? [1:09:40<00:00,  2.40it/s]
Epoch 0: |          | 10046/? [1:09:40<00:00,  2.40it/s]
Epoch 0: |          | 10046/? [1:09:40<00:00,  2.40it/s]
Epoch 0: |          | 10047/? [1:09:41<00:00,  2.40it/s]
Epoch 0: |          | 10047/? [1:09:41<00:00,  2.40it/s]
Epoch 0: |          | 10048/? [1:09:41<00:00,  2.40it/s]
Epoch 0: |          | 10048/? [1:09:41<00:00,  2.40it/s]
Epoch 0: |          | 10049/? [1:09:42<00:00,  2.40it/s]
Epoch 0: |          | 10049/? [1:09:42<00:00,  2.40it/s]
Epoch 0: |          | 10050/? [1:09:42<00:00,  2.40it/s]
Epoch 0: |          | 10050/? [1:09:42<00:00,  2.40it/s]
Epoch 0: |          | 10051/? [1:09:43<00:00,  2.40it/s]
Epoch 0: |          | 10051/? [1:09:43<00:00,  2.40it/s]
Epoch 0: |          | 10052/? [1:09:43<00:00,  2.40it/s]
Epoch 0: |          | 10052/? [1:09:43<00:00,  2.40it/s]
Epoch 0: |          | 10053/? [1:09:43<00:00,  2.40it/s]
Epoch 0: |          | 10053/? [1:09:43<00:00,  2.40it/s]
Epoch 0: |          | 10054/? [1:09:44<00:00,  2.40it/s]
Epoch 0: |          | 10054/? [1:09:44<00:00,  2.40it/s]
Epoch 0: |          | 10055/? [1:09:44<00:00,  2.40it/s]
Epoch 0: |          | 10055/? [1:09:44<00:00,  2.40it/s]
Epoch 0: |          | 10056/? [1:09:45<00:00,  2.40it/s]
Epoch 0: |          | 10056/? [1:09:45<00:00,  2.40it/s]
Epoch 0: |          | 10057/? [1:09:45<00:00,  2.40it/s]
Epoch 0: |          | 10057/? [1:09:45<00:00,  2.40it/s]
Epoch 0: |          | 10058/? [1:09:45<00:00,  2.40it/s]
Epoch 0: |          | 10058/? [1:09:45<00:00,  2.40it/s]
Epoch 0: |          | 10059/? [1:09:46<00:00,  2.40it/s]
Epoch 0: |          | 10059/? [1:09:46<00:00,  2.40it/s]
Epoch 0: |          | 10060/? [1:09:46<00:00,  2.40it/s]
Epoch 0: |          | 10060/? [1:09:46<00:00,  2.40it/s]
Epoch 0: |          | 10061/? [1:09:47<00:00,  2.40it/s]
Epoch 0: |          | 10061/? [1:09:47<00:00,  2.40it/s]
Epoch 0: |          | 10062/? [1:09:47<00:00,  2.40it/s]
Epoch 0: |          | 10062/? [1:09:47<00:00,  2.40it/s]
Epoch 0: |          | 10063/? [1:09:47<00:00,  2.40it/s]
Epoch 0: |          | 10063/? [1:09:47<00:00,  2.40it/s]
Epoch 0: |          | 10064/? [1:09:48<00:00,  2.40it/s]
Epoch 0: |          | 10064/? [1:09:48<00:00,  2.40it/s]
Epoch 0: |          | 10065/? [1:09:48<00:00,  2.40it/s]
Epoch 0: |          | 10065/? [1:09:48<00:00,  2.40it/s]
Epoch 0: |          | 10066/? [1:09:49<00:00,  2.40it/s]
Epoch 0: |          | 10066/? [1:09:49<00:00,  2.40it/s]
Epoch 0: |          | 10067/? [1:09:49<00:00,  2.40it/s]
Epoch 0: |          | 10067/? [1:09:49<00:00,  2.40it/s]
Epoch 0: |          | 10068/? [1:09:49<00:00,  2.40it/s]
Epoch 0: |          | 10068/? [1:09:49<00:00,  2.40it/s]
Epoch 0: |          | 10069/? [1:09:50<00:00,  2.40it/s]
Epoch 0: |          | 10069/? [1:09:50<00:00,  2.40it/s]
Epoch 0: |          | 10070/? [1:09:50<00:00,  2.40it/s]
Epoch 0: |          | 10070/? [1:09:50<00:00,  2.40it/s]
Epoch 0: |          | 10071/? [1:09:51<00:00,  2.40it/s]
Epoch 0: |          | 10071/? [1:09:51<00:00,  2.40it/s]
Epoch 0: |          | 10072/? [1:09:51<00:00,  2.40it/s]
Epoch 0: |          | 10072/? [1:09:51<00:00,  2.40it/s]
Epoch 0: |          | 10073/? [1:09:52<00:00,  2.40it/s]
Epoch 0: |          | 10073/? [1:09:52<00:00,  2.40it/s]
Epoch 0: |          | 10074/? [1:09:52<00:00,  2.40it/s]
Epoch 0: |          | 10074/? [1:09:52<00:00,  2.40it/s]
Epoch 0: |          | 10075/? [1:09:52<00:00,  2.40it/s]
Epoch 0: |          | 10075/? [1:09:52<00:00,  2.40it/s]
Epoch 0: |          | 10076/? [1:09:53<00:00,  2.40it/s]
Epoch 0: |          | 10076/? [1:09:53<00:00,  2.40it/s]
Epoch 0: |          | 10077/? [1:09:53<00:00,  2.40it/s]
Epoch 0: |          | 10077/? [1:09:53<00:00,  2.40it/s]
Epoch 0: |          | 10078/? [1:09:54<00:00,  2.40it/s]
Epoch 0: |          | 10078/? [1:09:54<00:00,  2.40it/s]
Epoch 0: |          | 10079/? [1:09:54<00:00,  2.40it/s]
Epoch 0: |          | 10079/? [1:09:54<00:00,  2.40it/s]
Epoch 0: |          | 10080/? [1:09:54<00:00,  2.40it/s]
Epoch 0: |          | 10080/? [1:09:54<00:00,  2.40it/s]
Epoch 0: |          | 10081/? [1:09:55<00:00,  2.40it/s]
Epoch 0: |          | 10081/? [1:09:55<00:00,  2.40it/s]
Epoch 0: |          | 10082/? [1:09:55<00:00,  2.40it/s]
Epoch 0: |          | 10082/? [1:09:55<00:00,  2.40it/s]
Epoch 0: |          | 10083/? [1:09:56<00:00,  2.40it/s]
Epoch 0: |          | 10083/? [1:09:56<00:00,  2.40it/s]
Epoch 0: |          | 10084/? [1:09:56<00:00,  2.40it/s]
Epoch 0: |          | 10084/? [1:09:56<00:00,  2.40it/s]
Epoch 0: |          | 10085/? [1:09:57<00:00,  2.40it/s]
Epoch 0: |          | 10085/? [1:09:57<00:00,  2.40it/s]
Epoch 0: |          | 10086/? [1:09:57<00:00,  2.40it/s]
Epoch 0: |          | 10086/? [1:09:57<00:00,  2.40it/s]
Epoch 0: |          | 10087/? [1:09:58<00:00,  2.40it/s]
Epoch 0: |          | 10087/? [1:09:58<00:00,  2.40it/s]
Epoch 0: |          | 10088/? [1:09:58<00:00,  2.40it/s]
Epoch 0: |          | 10088/? [1:09:58<00:00,  2.40it/s]
Epoch 0: |          | 10089/? [1:09:58<00:00,  2.40it/s]
Epoch 0: |          | 10089/? [1:09:58<00:00,  2.40it/s]
Epoch 0: |          | 10090/? [1:09:59<00:00,  2.40it/s]
Epoch 0: |          | 10090/? [1:09:59<00:00,  2.40it/s]
Epoch 0: |          | 10091/? [1:09:59<00:00,  2.40it/s]
Epoch 0: |          | 10091/? [1:09:59<00:00,  2.40it/s]
Epoch 0: |          | 10092/? [1:10:00<00:00,  2.40it/s]
Epoch 0: |          | 10092/? [1:10:00<00:00,  2.40it/s]
Epoch 0: |          | 10093/? [1:10:00<00:00,  2.40it/s]
Epoch 0: |          | 10093/? [1:10:00<00:00,  2.40it/s]
Epoch 0: |          | 10094/? [1:10:00<00:00,  2.40it/s]
Epoch 0: |          | 10094/? [1:10:00<00:00,  2.40it/s]
Epoch 0: |          | 10095/? [1:10:01<00:00,  2.40it/s]
Epoch 0: |          | 10095/? [1:10:01<00:00,  2.40it/s]
Epoch 0: |          | 10096/? [1:10:01<00:00,  2.40it/s]
Epoch 0: |          | 10096/? [1:10:01<00:00,  2.40it/s]
Epoch 0: |          | 10097/? [1:10:02<00:00,  2.40it/s]
Epoch 0: |          | 10097/? [1:10:02<00:00,  2.40it/s]
Epoch 0: |          | 10098/? [1:10:02<00:00,  2.40it/s]
Epoch 0: |          | 10098/? [1:10:02<00:00,  2.40it/s]
Epoch 0: |          | 10099/? [1:10:02<00:00,  2.40it/s]
Epoch 0: |          | 10099/? [1:10:02<00:00,  2.40it/s]
Epoch 0: |          | 10100/? [1:10:03<00:00,  2.40it/s]
Epoch 0: |          | 10100/? [1:10:03<00:00,  2.40it/s]
Epoch 0: |          | 10101/? [1:10:03<00:00,  2.40it/s]
Epoch 0: |          | 10101/? [1:10:03<00:00,  2.40it/s]
Epoch 0: |          | 10102/? [1:10:04<00:00,  2.40it/s]
Epoch 0: |          | 10102/? [1:10:04<00:00,  2.40it/s]
Epoch 0: |          | 10103/? [1:10:04<00:00,  2.40it/s]
Epoch 0: |          | 10103/? [1:10:04<00:00,  2.40it/s]
Epoch 0: |          | 10104/? [1:10:05<00:00,  2.40it/s]
Epoch 0: |          | 10104/? [1:10:05<00:00,  2.40it/s]
Epoch 0: |          | 10105/? [1:10:05<00:00,  2.40it/s]
Epoch 0: |          | 10105/? [1:10:05<00:00,  2.40it/s]
Epoch 0: |          | 10106/? [1:10:05<00:00,  2.40it/s]
Epoch 0: |          | 10106/? [1:10:05<00:00,  2.40it/s]
Epoch 0: |          | 10107/? [1:10:06<00:00,  2.40it/s]
Epoch 0: |          | 10107/? [1:10:06<00:00,  2.40it/s]
Epoch 0: |          | 10108/? [1:10:06<00:00,  2.40it/s]
Epoch 0: |          | 10108/? [1:10:06<00:00,  2.40it/s]
Epoch 0: |          | 10109/? [1:10:07<00:00,  2.40it/s]
Epoch 0: |          | 10109/? [1:10:07<00:00,  2.40it/s]
Epoch 0: |          | 10110/? [1:10:07<00:00,  2.40it/s]
Epoch 0: |          | 10110/? [1:10:07<00:00,  2.40it/s]
Epoch 0: |          | 10111/? [1:10:07<00:00,  2.40it/s]
Epoch 0: |          | 10111/? [1:10:07<00:00,  2.40it/s]
Epoch 0: |          | 10112/? [1:10:08<00:00,  2.40it/s]
Epoch 0: |          | 10112/? [1:10:08<00:00,  2.40it/s]
Epoch 0: |          | 10113/? [1:10:08<00:00,  2.40it/s]
Epoch 0: |          | 10113/? [1:10:08<00:00,  2.40it/s]
Epoch 0: |          | 10114/? [1:10:09<00:00,  2.40it/s]
Epoch 0: |          | 10114/? [1:10:09<00:00,  2.40it/s]
Epoch 0: |          | 10115/? [1:10:09<00:00,  2.40it/s]
Epoch 0: |          | 10115/? [1:10:09<00:00,  2.40it/s]
Epoch 0: |          | 10116/? [1:10:09<00:00,  2.40it/s]
Epoch 0: |          | 10116/? [1:10:09<00:00,  2.40it/s]
Epoch 0: |          | 10117/? [1:10:10<00:00,  2.40it/s]
Epoch 0: |          | 10117/? [1:10:10<00:00,  2.40it/s]
Epoch 0: |          | 10118/? [1:10:10<00:00,  2.40it/s]
Epoch 0: |          | 10118/? [1:10:10<00:00,  2.40it/s]
Epoch 0: |          | 10119/? [1:10:11<00:00,  2.40it/s]
Epoch 0: |          | 10119/? [1:10:11<00:00,  2.40it/s]
Epoch 0: |          | 10120/? [1:10:11<00:00,  2.40it/s]
Epoch 0: |          | 10120/? [1:10:11<00:00,  2.40it/s]
Epoch 0: |          | 10121/? [1:10:12<00:00,  2.40it/s]
Epoch 0: |          | 10121/? [1:10:12<00:00,  2.40it/s]
Epoch 0: |          | 10122/? [1:10:12<00:00,  2.40it/s]
Epoch 0: |          | 10122/? [1:10:12<00:00,  2.40it/s]
Epoch 0: |          | 10123/? [1:10:12<00:00,  2.40it/s]
Epoch 0: |          | 10123/? [1:10:12<00:00,  2.40it/s]
Epoch 0: |          | 10124/? [1:10:13<00:00,  2.40it/s]
Epoch 0: |          | 10124/? [1:10:13<00:00,  2.40it/s]
Epoch 0: |          | 10125/? [1:10:13<00:00,  2.40it/s]
Epoch 0: |          | 10125/? [1:10:13<00:00,  2.40it/s]
Epoch 0: |          | 10126/? [1:10:14<00:00,  2.40it/s]
Epoch 0: |          | 10126/? [1:10:14<00:00,  2.40it/s]
Epoch 0: |          | 10127/? [1:10:14<00:00,  2.40it/s]
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Epoch 0: |          | 10128/? [1:10:15<00:00,  2.40it/s]
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Epoch 0: |          | 10129/? [1:10:15<00:00,  2.40it/s]
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Epoch 0: |          | 10130/? [1:10:15<00:00,  2.40it/s]
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Epoch 0: |          | 10131/? [1:10:16<00:00,  2.40it/s]
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Epoch 0: |          | 10132/? [1:10:16<00:00,  2.40it/s]
Epoch 0: |          | 10132/? [1:10:16<00:00,  2.40it/s]
Epoch 0: |          | 10133/? [1:10:17<00:00,  2.40it/s]
Epoch 0: |          | 10133/? [1:10:17<00:00,  2.40it/s]
Epoch 0: |          | 10134/? [1:10:17<00:00,  2.40it/s]
Epoch 0: |          | 10134/? [1:10:17<00:00,  2.40it/s]
Epoch 0: |          | 10135/? [1:10:17<00:00,  2.40it/s]
Epoch 0: |          | 10135/? [1:10:17<00:00,  2.40it/s]
Epoch 0: |          | 10136/? [1:10:18<00:00,  2.40it/s]
Epoch 0: |          | 10136/? [1:10:18<00:00,  2.40it/s]
Epoch 0: |          | 10137/? [1:10:18<00:00,  2.40it/s]
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Epoch 0: |          | 10138/? [1:10:19<00:00,  2.40it/s]
Epoch 0: |          | 10138/? [1:10:19<00:00,  2.40it/s]
Epoch 0: |          | 10139/? [1:10:19<00:00,  2.40it/s]
Epoch 0: |          | 10139/? [1:10:19<00:00,  2.40it/s]
Epoch 0: |          | 10140/? [1:10:19<00:00,  2.40it/s]
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Epoch 0: |          | 10141/? [1:10:20<00:00,  2.40it/s]
Epoch 0: |          | 10141/? [1:10:20<00:00,  2.40it/s]
Epoch 0: |          | 10142/? [1:10:20<00:00,  2.40it/s]
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Epoch 0: |          | 10143/? [1:10:21<00:00,  2.40it/s]
Epoch 0: |          | 10143/? [1:10:21<00:00,  2.40it/s]
Epoch 0: |          | 10144/? [1:10:21<00:00,  2.40it/s]
Epoch 0: |          | 10144/? [1:10:21<00:00,  2.40it/s]
Epoch 0: |          | 10145/? [1:10:21<00:00,  2.40it/s]
Epoch 0: |          | 10145/? [1:10:21<00:00,  2.40it/s]
Epoch 0: |          | 10146/? [1:10:22<00:00,  2.40it/s]
Epoch 0: |          | 10146/? [1:10:22<00:00,  2.40it/s]
Epoch 0: |          | 10147/? [1:10:22<00:00,  2.40it/s]
Epoch 0: |          | 10147/? [1:10:22<00:00,  2.40it/s]
Epoch 0: |          | 10148/? [1:10:23<00:00,  2.40it/s]
Epoch 0: |          | 10148/? [1:10:23<00:00,  2.40it/s]
Epoch 0: |          | 10149/? [1:10:23<00:00,  2.40it/s]
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Epoch 0: |          | 10150/? [1:10:23<00:00,  2.40it/s]
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Epoch 0: |          | 10151/? [1:10:24<00:00,  2.40it/s]
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Epoch 0: |          | 10152/? [1:10:24<00:00,  2.40it/s]
Epoch 0: |          | 10152/? [1:10:24<00:00,  2.40it/s]
Epoch 0: |          | 10153/? [1:10:25<00:00,  2.40it/s]
Epoch 0: |          | 10153/? [1:10:25<00:00,  2.40it/s]
Epoch 0: |          | 10154/? [1:10:25<00:00,  2.40it/s]
Epoch 0: |          | 10154/? [1:10:25<00:00,  2.40it/s]
Epoch 0: |          | 10155/? [1:10:26<00:00,  2.40it/s]
Epoch 0: |          | 10155/? [1:10:26<00:00,  2.40it/s]
Epoch 0: |          | 10156/? [1:10:26<00:00,  2.40it/s]
Epoch 0: |          | 10156/? [1:10:26<00:00,  2.40it/s]
Epoch 0: |          | 10157/? [1:10:26<00:00,  2.40it/s]
Epoch 0: |          | 10157/? [1:10:26<00:00,  2.40it/s]
Epoch 0: |          | 10158/? [1:10:27<00:00,  2.40it/s]
Epoch 0: |          | 10158/? [1:10:27<00:00,  2.40it/s]
Epoch 0: |          | 10159/? [1:10:27<00:00,  2.40it/s]
Epoch 0: |          | 10159/? [1:10:27<00:00,  2.40it/s]
Epoch 0: |          | 10160/? [1:10:28<00:00,  2.40it/s]
Epoch 0: |          | 10160/? [1:10:28<00:00,  2.40it/s]
Epoch 0: |          | 10161/? [1:10:28<00:00,  2.40it/s]
Epoch 0: |          | 10161/? [1:10:28<00:00,  2.40it/s]
Epoch 0: |          | 10162/? [1:10:28<00:00,  2.40it/s]
Epoch 0: |          | 10162/? [1:10:28<00:00,  2.40it/s]
Epoch 0: |          | 10163/? [1:10:29<00:00,  2.40it/s]
Epoch 0: |          | 10163/? [1:10:29<00:00,  2.40it/s]
Epoch 0: |          | 10164/? [1:10:29<00:00,  2.40it/s]
Epoch 0: |          | 10164/? [1:10:29<00:00,  2.40it/s]
Epoch 0: |          | 10165/? [1:10:30<00:00,  2.40it/s]
Epoch 0: |          | 10165/? [1:10:30<00:00,  2.40it/s]
Epoch 0: |          | 10166/? [1:10:30<00:00,  2.40it/s]
Epoch 0: |          | 10166/? [1:10:30<00:00,  2.40it/s]
Epoch 0: |          | 10167/? [1:10:30<00:00,  2.40it/s]
Epoch 0: |          | 10167/? [1:10:30<00:00,  2.40it/s]
Epoch 0: |          | 10168/? [1:10:31<00:00,  2.40it/s]
Epoch 0: |          | 10168/? [1:10:31<00:00,  2.40it/s]
Epoch 0: |          | 10169/? [1:10:31<00:00,  2.40it/s]
Epoch 0: |          | 10169/? [1:10:31<00:00,  2.40it/s]
Epoch 0: |          | 10170/? [1:10:32<00:00,  2.40it/s]
Epoch 0: |          | 10170/? [1:10:32<00:00,  2.40it/s]
Epoch 0: |          | 10171/? [1:10:32<00:00,  2.40it/s]
Epoch 0: |          | 10171/? [1:10:32<00:00,  2.40it/s]
Epoch 0: |          | 10172/? [1:10:33<00:00,  2.40it/s]
Epoch 0: |          | 10172/? [1:10:33<00:00,  2.40it/s]
Epoch 0: |          | 10173/? [1:10:33<00:00,  2.40it/s]
Epoch 0: |          | 10173/? [1:10:33<00:00,  2.40it/s]
Epoch 0: |          | 10174/? [1:10:33<00:00,  2.40it/s]
Epoch 0: |          | 10174/? [1:10:33<00:00,  2.40it/s]
Epoch 0: |          | 10175/? [1:10:34<00:00,  2.40it/s]
Epoch 0: |          | 10175/? [1:10:34<00:00,  2.40it/s]
Epoch 0: |          | 10176/? [1:10:34<00:00,  2.40it/s]
Epoch 0: |          | 10176/? [1:10:34<00:00,  2.40it/s]
Epoch 0: |          | 10177/? [1:10:35<00:00,  2.40it/s]
Epoch 0: |          | 10177/? [1:10:35<00:00,  2.40it/s]
Epoch 0: |          | 10178/? [1:10:35<00:00,  2.40it/s]
Epoch 0: |          | 10178/? [1:10:35<00:00,  2.40it/s]
Epoch 0: |          | 10179/? [1:10:35<00:00,  2.40it/s]
Epoch 0: |          | 10179/? [1:10:35<00:00,  2.40it/s]
Epoch 0: |          | 10180/? [1:10:36<00:00,  2.40it/s]
Epoch 0: |          | 10180/? [1:10:36<00:00,  2.40it/s]
Epoch 0: |          | 10181/? [1:10:36<00:00,  2.40it/s]
Epoch 0: |          | 10181/? [1:10:36<00:00,  2.40it/s]
Epoch 0: |          | 10182/? [1:10:37<00:00,  2.40it/s]
Epoch 0: |          | 10182/? [1:10:37<00:00,  2.40it/s]
Epoch 0: |          | 10183/? [1:10:37<00:00,  2.40it/s]
Epoch 0: |          | 10183/? [1:10:37<00:00,  2.40it/s]
Epoch 0: |          | 10184/? [1:10:38<00:00,  2.40it/s]
Epoch 0: |          | 10184/? [1:10:38<00:00,  2.40it/s]
Epoch 0: |          | 10185/? [1:10:38<00:00,  2.40it/s]
Epoch 0: |          | 10185/? [1:10:38<00:00,  2.40it/s]
Epoch 0: |          | 10186/? [1:10:38<00:00,  2.40it/s]
Epoch 0: |          | 10186/? [1:10:38<00:00,  2.40it/s]
Epoch 0: |          | 10187/? [1:10:39<00:00,  2.40it/s]
Epoch 0: |          | 10187/? [1:10:39<00:00,  2.40it/s]
Epoch 0: |          | 10188/? [1:10:39<00:00,  2.40it/s]
Epoch 0: |          | 10188/? [1:10:39<00:00,  2.40it/s]
Epoch 0: |          | 10189/? [1:10:40<00:00,  2.40it/s]
Epoch 0: |          | 10189/? [1:10:40<00:00,  2.40it/s]
Epoch 0: |          | 10190/? [1:10:40<00:00,  2.40it/s]
Epoch 0: |          | 10190/? [1:10:40<00:00,  2.40it/s]
Epoch 0: |          | 10191/? [1:10:41<00:00,  2.40it/s]
Epoch 0: |          | 10191/? [1:10:41<00:00,  2.40it/s]
Epoch 0: |          | 10192/? [1:10:41<00:00,  2.40it/s]
Epoch 0: |          | 10192/? [1:10:41<00:00,  2.40it/s]
Epoch 0: |          | 10193/? [1:10:41<00:00,  2.40it/s]
Epoch 0: |          | 10193/? [1:10:41<00:00,  2.40it/s]
Epoch 0: |          | 10194/? [1:10:42<00:00,  2.40it/s]
Epoch 0: |          | 10194/? [1:10:42<00:00,  2.40it/s]
Epoch 0: |          | 10195/? [1:10:42<00:00,  2.40it/s]
Epoch 0: |          | 10195/? [1:10:42<00:00,  2.40it/s]
Epoch 0: |          | 10196/? [1:10:43<00:00,  2.40it/s]
Epoch 0: |          | 10196/? [1:10:43<00:00,  2.40it/s]
Epoch 0: |          | 10197/? [1:10:43<00:00,  2.40it/s]
Epoch 0: |          | 10197/? [1:10:43<00:00,  2.40it/s]
Epoch 0: |          | 10198/? [1:10:43<00:00,  2.40it/s]
Epoch 0: |          | 10198/? [1:10:43<00:00,  2.40it/s]
Epoch 0: |          | 10199/? [1:10:44<00:00,  2.40it/s]
Epoch 0: |          | 10199/? [1:10:44<00:00,  2.40it/s]
Epoch 0: |          | 10200/? [1:10:44<00:00,  2.40it/s]
Epoch 0: |          | 10200/? [1:10:44<00:00,  2.40it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.93it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.38it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.22it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00, 10.13it/s][A
[A
Epoch 0: |          | 10200/? [1:10:45<00:00,  2.40it/s]
Epoch 0: |          | 10201/? [1:10:45<00:00,  2.40it/s]
Epoch 0: |          | 10201/? [1:10:45<00:00,  2.40it/s]
Epoch 0: |          | 10202/? [1:10:45<00:00,  2.40it/s]
Epoch 0: |          | 10202/? [1:10:45<00:00,  2.40it/s]
Epoch 0: |          | 10203/? [1:10:46<00:00,  2.40it/s]
Epoch 0: |          | 10203/? [1:10:46<00:00,  2.40it/s]
Epoch 0: |          | 10204/? [1:10:46<00:00,  2.40it/s]
Epoch 0: |          | 10204/? [1:10:46<00:00,  2.40it/s]
Epoch 0: |          | 10205/? [1:10:47<00:00,  2.40it/s]
Epoch 0: |          | 10205/? [1:10:47<00:00,  2.40it/s]
Epoch 0: |          | 10206/? [1:10:47<00:00,  2.40it/s]
Epoch 0: |          | 10206/? [1:10:47<00:00,  2.40it/s]
Epoch 0: |          | 10207/? [1:10:47<00:00,  2.40it/s]
Epoch 0: |          | 10207/? [1:10:47<00:00,  2.40it/s]
Epoch 0: |          | 10208/? [1:10:48<00:00,  2.40it/s]
Epoch 0: |          | 10208/? [1:10:48<00:00,  2.40it/s]
Epoch 0: |          | 10209/? [1:10:48<00:00,  2.40it/s]
Epoch 0: |          | 10209/? [1:10:48<00:00,  2.40it/s]
Epoch 0: |          | 10210/? [1:10:49<00:00,  2.40it/s]
Epoch 0: |          | 10210/? [1:10:49<00:00,  2.40it/s]
Epoch 0: |          | 10211/? [1:10:49<00:00,  2.40it/s]
Epoch 0: |          | 10211/? [1:10:49<00:00,  2.40it/s]
Epoch 0: |          | 10212/? [1:10:50<00:00,  2.40it/s]
Epoch 0: |          | 10212/? [1:10:50<00:00,  2.40it/s]
Epoch 0: |          | 10213/? [1:10:50<00:00,  2.40it/s]
Epoch 0: |          | 10213/? [1:10:50<00:00,  2.40it/s]
Epoch 0: |          | 10214/? [1:10:50<00:00,  2.40it/s]
Epoch 0: |          | 10214/? [1:10:50<00:00,  2.40it/s]
Epoch 0: |          | 10215/? [1:10:51<00:00,  2.40it/s]
Epoch 0: |          | 10215/? [1:10:51<00:00,  2.40it/s]
Epoch 0: |          | 10216/? [1:10:51<00:00,  2.40it/s]
Epoch 0: |          | 10216/? [1:10:51<00:00,  2.40it/s]
Epoch 0: |          | 10217/? [1:10:51<00:00,  2.40it/s]
Epoch 0: |          | 10217/? [1:10:51<00:00,  2.40it/s]
Epoch 0: |          | 10218/? [1:10:52<00:00,  2.40it/s]
Epoch 0: |          | 10218/? [1:10:52<00:00,  2.40it/s]
Epoch 0: |          | 10219/? [1:10:52<00:00,  2.40it/s]
Epoch 0: |          | 10219/? [1:10:52<00:00,  2.40it/s]
Epoch 0: |          | 10220/? [1:10:53<00:00,  2.40it/s]
Epoch 0: |          | 10220/? [1:10:53<00:00,  2.40it/s]
Epoch 0: |          | 10221/? [1:10:53<00:00,  2.40it/s]
Epoch 0: |          | 10221/? [1:10:53<00:00,  2.40it/s]
Epoch 0: |          | 10222/? [1:10:54<00:00,  2.40it/s]
Epoch 0: |          | 10222/? [1:10:54<00:00,  2.40it/s]
Epoch 0: |          | 10223/? [1:10:54<00:00,  2.40it/s]
Epoch 0: |          | 10223/? [1:10:54<00:00,  2.40it/s]
Epoch 0: |          | 10224/? [1:10:55<00:00,  2.40it/s]
Epoch 0: |          | 10224/? [1:10:55<00:00,  2.40it/s]
Epoch 0: |          | 10225/? [1:10:55<00:00,  2.40it/s]
Epoch 0: |          | 10225/? [1:10:55<00:00,  2.40it/s]
Epoch 0: |          | 10226/? [1:10:56<00:00,  2.40it/s]
Epoch 0: |          | 10226/? [1:10:56<00:00,  2.40it/s]
Epoch 0: |          | 10227/? [1:10:56<00:00,  2.40it/s]
Epoch 0: |          | 10227/? [1:10:56<00:00,  2.40it/s]
Epoch 0: |          | 10228/? [1:10:56<00:00,  2.40it/s]
Epoch 0: |          | 10228/? [1:10:56<00:00,  2.40it/s]
Epoch 0: |          | 10229/? [1:10:57<00:00,  2.40it/s]
Epoch 0: |          | 10229/? [1:10:57<00:00,  2.40it/s]
Epoch 0: |          | 10230/? [1:10:57<00:00,  2.40it/s]
Epoch 0: |          | 10230/? [1:10:57<00:00,  2.40it/s]
Epoch 0: |          | 10231/? [1:10:58<00:00,  2.40it/s]
Epoch 0: |          | 10231/? [1:10:58<00:00,  2.40it/s]
Epoch 0: |          | 10232/? [1:10:58<00:00,  2.40it/s]
Epoch 0: |          | 10232/? [1:10:58<00:00,  2.40it/s]
Epoch 0: |          | 10233/? [1:10:59<00:00,  2.40it/s]
Epoch 0: |          | 10233/? [1:10:59<00:00,  2.40it/s]
Epoch 0: |          | 10234/? [1:10:59<00:00,  2.40it/s]
Epoch 0: |          | 10234/? [1:10:59<00:00,  2.40it/s]
Epoch 0: |          | 10235/? [1:10:59<00:00,  2.40it/s]
Epoch 0: |          | 10235/? [1:10:59<00:00,  2.40it/s]
Epoch 0: |          | 10236/? [1:11:00<00:00,  2.40it/s]
Epoch 0: |          | 10236/? [1:11:00<00:00,  2.40it/s]
Epoch 0: |          | 10237/? [1:11:00<00:00,  2.40it/s]
Epoch 0: |          | 10237/? [1:11:00<00:00,  2.40it/s]
Epoch 0: |          | 10238/? [1:11:01<00:00,  2.40it/s]
Epoch 0: |          | 10238/? [1:11:01<00:00,  2.40it/s]
Epoch 0: |          | 10239/? [1:11:01<00:00,  2.40it/s]
Epoch 0: |          | 10239/? [1:11:01<00:00,  2.40it/s]
Epoch 0: |          | 10240/? [1:11:01<00:00,  2.40it/s]
Epoch 0: |          | 10240/? [1:11:01<00:00,  2.40it/s]
Epoch 0: |          | 10241/? [1:11:02<00:00,  2.40it/s]
Epoch 0: |          | 10241/? [1:11:02<00:00,  2.40it/s]
Epoch 0: |          | 10242/? [1:11:02<00:00,  2.40it/s]
Epoch 0: |          | 10242/? [1:11:02<00:00,  2.40it/s]
Epoch 0: |          | 10243/? [1:11:03<00:00,  2.40it/s]
Epoch 0: |          | 10243/? [1:11:03<00:00,  2.40it/s]
Epoch 0: |          | 10244/? [1:11:03<00:00,  2.40it/s]
Epoch 0: |          | 10244/? [1:11:03<00:00,  2.40it/s]
Epoch 0: |          | 10245/? [1:11:03<00:00,  2.40it/s]
Epoch 0: |          | 10245/? [1:11:03<00:00,  2.40it/s]
Epoch 0: |          | 10246/? [1:11:04<00:00,  2.40it/s]
Epoch 0: |          | 10246/? [1:11:04<00:00,  2.40it/s]
Epoch 0: |          | 10247/? [1:11:04<00:00,  2.40it/s]
Epoch 0: |          | 10247/? [1:11:04<00:00,  2.40it/s]
Epoch 0: |          | 10248/? [1:11:05<00:00,  2.40it/s]
Epoch 0: |          | 10248/? [1:11:05<00:00,  2.40it/s]
Epoch 0: |          | 10249/? [1:11:05<00:00,  2.40it/s]
Epoch 0: |          | 10249/? [1:11:05<00:00,  2.40it/s]
Epoch 0: |          | 10250/? [1:11:06<00:00,  2.40it/s]
Epoch 0: |          | 10250/? [1:11:06<00:00,  2.40it/s]
Epoch 0: |          | 10251/? [1:11:06<00:00,  2.40it/s]
Epoch 0: |          | 10251/? [1:11:06<00:00,  2.40it/s]
Epoch 0: |          | 10252/? [1:11:07<00:00,  2.40it/s]
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Epoch 0: |          | 10300/? [1:11:26<00:00,  2.40it/s]
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Epoch 0: |          | 10301/? [1:11:27<00:00,  2.40it/s]
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Epoch 0: |          | 10311/? [1:11:31<00:00,  2.40it/s]
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Epoch 0: |          | 10312/? [1:11:31<00:00,  2.40it/s]
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Epoch 0: |          | 10313/? [1:11:32<00:00,  2.40it/s]
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Epoch 0: |          | 10314/? [1:11:32<00:00,  2.40it/s]
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Epoch 0: |          | 10315/? [1:11:32<00:00,  2.40it/s]
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Epoch 0: |          | 10316/? [1:11:33<00:00,  2.40it/s]
Epoch 0: |          | 10316/? [1:11:33<00:00,  2.40it/s]
Epoch 0: |          | 10317/? [1:11:33<00:00,  2.40it/s]
Epoch 0: |          | 10317/? [1:11:33<00:00,  2.40it/s]
Epoch 0: |          | 10318/? [1:11:34<00:00,  2.40it/s]
Epoch 0: |          | 10318/? [1:11:34<00:00,  2.40it/s]
Epoch 0: |          | 10319/? [1:11:34<00:00,  2.40it/s]
Epoch 0: |          | 10319/? [1:11:34<00:00,  2.40it/s]
Epoch 0: |          | 10320/? [1:11:35<00:00,  2.40it/s]
Epoch 0: |          | 10320/? [1:11:35<00:00,  2.40it/s]
Epoch 0: |          | 10321/? [1:11:35<00:00,  2.40it/s]
Epoch 0: |          | 10321/? [1:11:35<00:00,  2.40it/s]
Epoch 0: |          | 10322/? [1:11:35<00:00,  2.40it/s]
Epoch 0: |          | 10322/? [1:11:35<00:00,  2.40it/s]
Epoch 0: |          | 10323/? [1:11:36<00:00,  2.40it/s]
Epoch 0: |          | 10323/? [1:11:36<00:00,  2.40it/s]
Epoch 0: |          | 10324/? [1:11:36<00:00,  2.40it/s]
Epoch 0: |          | 10324/? [1:11:36<00:00,  2.40it/s]
Epoch 0: |          | 10325/? [1:11:37<00:00,  2.40it/s]
Epoch 0: |          | 10325/? [1:11:37<00:00,  2.40it/s]
Epoch 0: |          | 10326/? [1:11:37<00:00,  2.40it/s]
Epoch 0: |          | 10326/? [1:11:37<00:00,  2.40it/s]
Epoch 0: |          | 10327/? [1:11:37<00:00,  2.40it/s]
Epoch 0: |          | 10327/? [1:11:37<00:00,  2.40it/s]
Epoch 0: |          | 10328/? [1:11:38<00:00,  2.40it/s]
Epoch 0: |          | 10328/? [1:11:38<00:00,  2.40it/s]
Epoch 0: |          | 10329/? [1:11:38<00:00,  2.40it/s]
Epoch 0: |          | 10329/? [1:11:38<00:00,  2.40it/s]
Epoch 0: |          | 10330/? [1:11:39<00:00,  2.40it/s]
Epoch 0: |          | 10330/? [1:11:39<00:00,  2.40it/s]
Epoch 0: |          | 10331/? [1:11:39<00:00,  2.40it/s]
Epoch 0: |          | 10331/? [1:11:39<00:00,  2.40it/s]
Epoch 0: |          | 10332/? [1:11:40<00:00,  2.40it/s]
Epoch 0: |          | 10332/? [1:11:40<00:00,  2.40it/s]
Epoch 0: |          | 10333/? [1:11:40<00:00,  2.40it/s]
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Epoch 0: |          | 10334/? [1:11:40<00:00,  2.40it/s]
Epoch 0: |          | 10334/? [1:11:40<00:00,  2.40it/s]
Epoch 0: |          | 10335/? [1:11:41<00:00,  2.40it/s]
Epoch 0: |          | 10335/? [1:11:41<00:00,  2.40it/s]
Epoch 0: |          | 10336/? [1:11:41<00:00,  2.40it/s]
Epoch 0: |          | 10336/? [1:11:41<00:00,  2.40it/s]
Epoch 0: |          | 10337/? [1:11:41<00:00,  2.40it/s]
Epoch 0: |          | 10337/? [1:11:41<00:00,  2.40it/s]
Epoch 0: |          | 10338/? [1:11:42<00:00,  2.40it/s]
Epoch 0: |          | 10338/? [1:11:42<00:00,  2.40it/s]
Epoch 0: |          | 10339/? [1:11:42<00:00,  2.40it/s]
Epoch 0: |          | 10339/? [1:11:42<00:00,  2.40it/s]
Epoch 0: |          | 10340/? [1:11:43<00:00,  2.40it/s]
Epoch 0: |          | 10340/? [1:11:43<00:00,  2.40it/s]
Epoch 0: |          | 10341/? [1:11:43<00:00,  2.40it/s]
Epoch 0: |          | 10341/? [1:11:43<00:00,  2.40it/s]
Epoch 0: |          | 10342/? [1:11:44<00:00,  2.40it/s]
Epoch 0: |          | 10342/? [1:11:44<00:00,  2.40it/s]
Epoch 0: |          | 10343/? [1:11:44<00:00,  2.40it/s]
Epoch 0: |          | 10343/? [1:11:44<00:00,  2.40it/s]
Epoch 0: |          | 10344/? [1:11:44<00:00,  2.40it/s]
Epoch 0: |          | 10344/? [1:11:44<00:00,  2.40it/s]
Epoch 0: |          | 10345/? [1:11:45<00:00,  2.40it/s]
Epoch 0: |          | 10345/? [1:11:45<00:00,  2.40it/s]
Epoch 0: |          | 10346/? [1:11:45<00:00,  2.40it/s]
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Epoch 0: |          | 10347/? [1:11:46<00:00,  2.40it/s]
Epoch 0: |          | 10347/? [1:11:46<00:00,  2.40it/s]
Epoch 0: |          | 10348/? [1:11:46<00:00,  2.40it/s]
Epoch 0: |          | 10348/? [1:11:46<00:00,  2.40it/s]
Epoch 0: |          | 10349/? [1:11:46<00:00,  2.40it/s]
Epoch 0: |          | 10349/? [1:11:46<00:00,  2.40it/s]
Epoch 0: |          | 10350/? [1:11:47<00:00,  2.40it/s]
Epoch 0: |          | 10350/? [1:11:47<00:00,  2.40it/s]
Epoch 0: |          | 10351/? [1:11:47<00:00,  2.40it/s]
Epoch 0: |          | 10351/? [1:11:47<00:00,  2.40it/s]
Epoch 0: |          | 10352/? [1:11:48<00:00,  2.40it/s]
Epoch 0: |          | 10352/? [1:11:48<00:00,  2.40it/s]
Epoch 0: |          | 10353/? [1:11:48<00:00,  2.40it/s]
Epoch 0: |          | 10353/? [1:11:48<00:00,  2.40it/s]
Epoch 0: |          | 10354/? [1:11:49<00:00,  2.40it/s]
Epoch 0: |          | 10354/? [1:11:49<00:00,  2.40it/s]
Epoch 0: |          | 10355/? [1:11:49<00:00,  2.40it/s]
Epoch 0: |          | 10355/? [1:11:49<00:00,  2.40it/s]
Epoch 0: |          | 10356/? [1:11:49<00:00,  2.40it/s]
Epoch 0: |          | 10356/? [1:11:49<00:00,  2.40it/s]
Epoch 0: |          | 10357/? [1:11:50<00:00,  2.40it/s]
Epoch 0: |          | 10357/? [1:11:50<00:00,  2.40it/s]
Epoch 0: |          | 10358/? [1:11:50<00:00,  2.40it/s]
Epoch 0: |          | 10358/? [1:11:50<00:00,  2.40it/s]
Epoch 0: |          | 10359/? [1:11:51<00:00,  2.40it/s]
Epoch 0: |          | 10359/? [1:11:51<00:00,  2.40it/s]
Epoch 0: |          | 10360/? [1:11:51<00:00,  2.40it/s]
Epoch 0: |          | 10360/? [1:11:51<00:00,  2.40it/s]
Epoch 0: |          | 10361/? [1:11:51<00:00,  2.40it/s]
Epoch 0: |          | 10361/? [1:11:51<00:00,  2.40it/s]
Epoch 0: |          | 10362/? [1:11:52<00:00,  2.40it/s]
Epoch 0: |          | 10362/? [1:11:52<00:00,  2.40it/s]
Epoch 0: |          | 10363/? [1:11:52<00:00,  2.40it/s]
Epoch 0: |          | 10363/? [1:11:52<00:00,  2.40it/s]
Epoch 0: |          | 10364/? [1:11:53<00:00,  2.40it/s]
Epoch 0: |          | 10364/? [1:11:53<00:00,  2.40it/s]
Epoch 0: |          | 10365/? [1:11:53<00:00,  2.40it/s]
Epoch 0: |          | 10365/? [1:11:53<00:00,  2.40it/s]
Epoch 0: |          | 10366/? [1:11:54<00:00,  2.40it/s]
Epoch 0: |          | 10366/? [1:11:54<00:00,  2.40it/s]
Epoch 0: |          | 10367/? [1:11:54<00:00,  2.40it/s]
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Epoch 0: |          | 10368/? [1:11:55<00:00,  2.40it/s]
Epoch 0: |          | 10368/? [1:11:55<00:00,  2.40it/s]
Epoch 0: |          | 10369/? [1:11:55<00:00,  2.40it/s]
Epoch 0: |          | 10369/? [1:11:55<00:00,  2.40it/s]
Epoch 0: |          | 10370/? [1:11:55<00:00,  2.40it/s]
Epoch 0: |          | 10370/? [1:11:55<00:00,  2.40it/s]
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Epoch 0: |          | 10371/? [1:11:56<00:00,  2.40it/s]
Epoch 0: |          | 10372/? [1:11:56<00:00,  2.40it/s]
Epoch 0: |          | 10372/? [1:11:56<00:00,  2.40it/s]
Epoch 0: |          | 10373/? [1:11:57<00:00,  2.40it/s]
Epoch 0: |          | 10373/? [1:11:57<00:00,  2.40it/s]
Epoch 0: |          | 10374/? [1:11:57<00:00,  2.40it/s]
Epoch 0: |          | 10374/? [1:11:57<00:00,  2.40it/s]
Epoch 0: |          | 10375/? [1:11:57<00:00,  2.40it/s]
Epoch 0: |          | 10375/? [1:11:57<00:00,  2.40it/s]
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Epoch 0: |          | 10376/? [1:11:58<00:00,  2.40it/s]
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Epoch 0: |          | 10378/? [1:11:59<00:00,  2.40it/s]
Epoch 0: |          | 10379/? [1:11:59<00:00,  2.40it/s]
Epoch 0: |          | 10379/? [1:11:59<00:00,  2.40it/s]
Epoch 0: |          | 10380/? [1:11:59<00:00,  2.40it/s]
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Epoch 0: |          | 10381/? [1:12:00<00:00,  2.40it/s]
Epoch 0: |          | 10381/? [1:12:00<00:00,  2.40it/s]
Epoch 0: |          | 10382/? [1:12:00<00:00,  2.40it/s]
Epoch 0: |          | 10382/? [1:12:00<00:00,  2.40it/s]
Epoch 0: |          | 10383/? [1:12:01<00:00,  2.40it/s]
Epoch 0: |          | 10383/? [1:12:01<00:00,  2.40it/s]
Epoch 0: |          | 10384/? [1:12:01<00:00,  2.40it/s]
Epoch 0: |          | 10384/? [1:12:01<00:00,  2.40it/s]
Epoch 0: |          | 10385/? [1:12:01<00:00,  2.40it/s]
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Epoch 0: |          | 10386/? [1:12:02<00:00,  2.40it/s]
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Epoch 0: |          | 10387/? [1:12:02<00:00,  2.40it/s]
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Epoch 0: |          | 10388/? [1:12:03<00:00,  2.40it/s]
Epoch 0: |          | 10388/? [1:12:03<00:00,  2.40it/s]
Epoch 0: |          | 10389/? [1:12:03<00:00,  2.40it/s]
Epoch 0: |          | 10389/? [1:12:03<00:00,  2.40it/s]
Epoch 0: |          | 10390/? [1:12:03<00:00,  2.40it/s]
Epoch 0: |          | 10390/? [1:12:03<00:00,  2.40it/s]
Epoch 0: |          | 10391/? [1:12:04<00:00,  2.40it/s]
Epoch 0: |          | 10391/? [1:12:04<00:00,  2.40it/s]
Epoch 0: |          | 10392/? [1:12:04<00:00,  2.40it/s]
Epoch 0: |          | 10392/? [1:12:04<00:00,  2.40it/s]
Epoch 0: |          | 10393/? [1:12:05<00:00,  2.40it/s]
Epoch 0: |          | 10393/? [1:12:05<00:00,  2.40it/s]
Epoch 0: |          | 10394/? [1:12:05<00:00,  2.40it/s]
Epoch 0: |          | 10394/? [1:12:05<00:00,  2.40it/s]
Epoch 0: |          | 10395/? [1:12:06<00:00,  2.40it/s]
Epoch 0: |          | 10395/? [1:12:06<00:00,  2.40it/s]
Epoch 0: |          | 10396/? [1:12:06<00:00,  2.40it/s]
Epoch 0: |          | 10396/? [1:12:06<00:00,  2.40it/s]
Epoch 0: |          | 10397/? [1:12:06<00:00,  2.40it/s]
Epoch 0: |          | 10397/? [1:12:06<00:00,  2.40it/s]
Epoch 0: |          | 10398/? [1:12:07<00:00,  2.40it/s]
Epoch 0: |          | 10398/? [1:12:07<00:00,  2.40it/s]
Epoch 0: |          | 10399/? [1:12:07<00:00,  2.40it/s]
Epoch 0: |          | 10399/? [1:12:07<00:00,  2.40it/s]
Epoch 0: |          | 10400/? [1:12:08<00:00,  2.40it/s]
Epoch 0: |          | 10400/? [1:12:08<00:00,  2.40it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.98it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.60it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.62it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00, 10.46it/s][A
[A
Epoch 0: |          | 10400/? [1:12:08<00:00,  2.40it/s]
Epoch 0: |          | 10401/? [1:12:08<00:00,  2.40it/s]
Epoch 0: |          | 10401/? [1:12:08<00:00,  2.40it/s]
Epoch 0: |          | 10402/? [1:12:09<00:00,  2.40it/s]
Epoch 0: |          | 10402/? [1:12:09<00:00,  2.40it/s]
Epoch 0: |          | 10403/? [1:12:09<00:00,  2.40it/s]
Epoch 0: |          | 10403/? [1:12:09<00:00,  2.40it/s]
Epoch 0: |          | 10404/? [1:12:10<00:00,  2.40it/s]
Epoch 0: |          | 10404/? [1:12:10<00:00,  2.40it/s]
Epoch 0: |          | 10405/? [1:12:10<00:00,  2.40it/s]
Epoch 0: |          | 10405/? [1:12:10<00:00,  2.40it/s]
Epoch 0: |          | 10406/? [1:12:10<00:00,  2.40it/s]
Epoch 0: |          | 10406/? [1:12:10<00:00,  2.40it/s]
Epoch 0: |          | 10407/? [1:12:11<00:00,  2.40it/s]
Epoch 0: |          | 10407/? [1:12:11<00:00,  2.40it/s]
Epoch 0: |          | 10408/? [1:12:11<00:00,  2.40it/s]
Epoch 0: |          | 10408/? [1:12:11<00:00,  2.40it/s]
Epoch 0: |          | 10409/? [1:12:12<00:00,  2.40it/s]
Epoch 0: |          | 10409/? [1:12:12<00:00,  2.40it/s]
Epoch 0: |          | 10410/? [1:12:12<00:00,  2.40it/s]
Epoch 0: |          | 10410/? [1:12:12<00:00,  2.40it/s]
Epoch 0: |          | 10411/? [1:12:12<00:00,  2.40it/s]
Epoch 0: |          | 10411/? [1:12:12<00:00,  2.40it/s]
Epoch 0: |          | 10412/? [1:12:13<00:00,  2.40it/s]
Epoch 0: |          | 10412/? [1:12:13<00:00,  2.40it/s]
Epoch 0: |          | 10413/? [1:12:13<00:00,  2.40it/s]
Epoch 0: |          | 10413/? [1:12:13<00:00,  2.40it/s]
Epoch 0: |          | 10414/? [1:12:14<00:00,  2.40it/s]
Epoch 0: |          | 10414/? [1:12:14<00:00,  2.40it/s]
Epoch 0: |          | 10415/? [1:12:14<00:00,  2.40it/s]
Epoch 0: |          | 10415/? [1:12:14<00:00,  2.40it/s]
Epoch 0: |          | 10416/? [1:12:15<00:00,  2.40it/s]
Epoch 0: |          | 10416/? [1:12:15<00:00,  2.40it/s]
Epoch 0: |          | 10417/? [1:12:15<00:00,  2.40it/s]
Epoch 0: |          | 10417/? [1:12:15<00:00,  2.40it/s]
Epoch 0: |          | 10418/? [1:12:15<00:00,  2.40it/s]
Epoch 0: |          | 10418/? [1:12:15<00:00,  2.40it/s]
Epoch 0: |          | 10419/? [1:12:16<00:00,  2.40it/s]
Epoch 0: |          | 10419/? [1:12:16<00:00,  2.40it/s]
Epoch 0: |          | 10420/? [1:12:16<00:00,  2.40it/s]
Epoch 0: |          | 10420/? [1:12:16<00:00,  2.40it/s]
Epoch 0: |          | 10421/? [1:12:17<00:00,  2.40it/s]
Epoch 0: |          | 10421/? [1:12:17<00:00,  2.40it/s]
Epoch 0: |          | 10422/? [1:12:17<00:00,  2.40it/s]
Epoch 0: |          | 10422/? [1:12:17<00:00,  2.40it/s]
Epoch 0: |          | 10423/? [1:12:17<00:00,  2.40it/s]
Epoch 0: |          | 10423/? [1:12:17<00:00,  2.40it/s]
Epoch 0: |          | 10424/? [1:12:18<00:00,  2.40it/s]
Epoch 0: |          | 10424/? [1:12:18<00:00,  2.40it/s]
Epoch 0: |          | 10425/? [1:12:18<00:00,  2.40it/s]
Epoch 0: |          | 10425/? [1:12:18<00:00,  2.40it/s]
Epoch 0: |          | 10426/? [1:12:19<00:00,  2.40it/s]
Epoch 0: |          | 10426/? [1:12:19<00:00,  2.40it/s]
Epoch 0: |          | 10427/? [1:12:19<00:00,  2.40it/s]
Epoch 0: |          | 10427/? [1:12:19<00:00,  2.40it/s]
Epoch 0: |          | 10428/? [1:12:19<00:00,  2.40it/s]
Epoch 0: |          | 10428/? [1:12:19<00:00,  2.40it/s]
Epoch 0: |          | 10429/? [1:12:20<00:00,  2.40it/s]
Epoch 0: |          | 10429/? [1:12:20<00:00,  2.40it/s]
Epoch 0: |          | 10430/? [1:12:20<00:00,  2.40it/s]
Epoch 0: |          | 10430/? [1:12:20<00:00,  2.40it/s]
Epoch 0: |          | 10431/? [1:12:21<00:00,  2.40it/s]
Epoch 0: |          | 10431/? [1:12:21<00:00,  2.40it/s]
Epoch 0: |          | 10432/? [1:12:21<00:00,  2.40it/s]
Epoch 0: |          | 10432/? [1:12:21<00:00,  2.40it/s]
Epoch 0: |          | 10433/? [1:12:22<00:00,  2.40it/s]
Epoch 0: |          | 10433/? [1:12:22<00:00,  2.40it/s]
Epoch 0: |          | 10434/? [1:12:22<00:00,  2.40it/s]
Epoch 0: |          | 10434/? [1:12:22<00:00,  2.40it/s]
Epoch 0: |          | 10435/? [1:12:22<00:00,  2.40it/s]
Epoch 0: |          | 10435/? [1:12:22<00:00,  2.40it/s]
Epoch 0: |          | 10436/? [1:12:23<00:00,  2.40it/s]
Epoch 0: |          | 10436/? [1:12:23<00:00,  2.40it/s]
Epoch 0: |          | 10437/? [1:12:23<00:00,  2.40it/s]
Epoch 0: |          | 10437/? [1:12:23<00:00,  2.40it/s]
Epoch 0: |          | 10438/? [1:12:24<00:00,  2.40it/s]
Epoch 0: |          | 10438/? [1:12:24<00:00,  2.40it/s]
Epoch 0: |          | 10439/? [1:12:24<00:00,  2.40it/s]
Epoch 0: |          | 10439/? [1:12:24<00:00,  2.40it/s]
Epoch 0: |          | 10440/? [1:12:24<00:00,  2.40it/s]
Epoch 0: |          | 10440/? [1:12:24<00:00,  2.40it/s]
Epoch 0: |          | 10441/? [1:12:25<00:00,  2.40it/s]
Epoch 0: |          | 10441/? [1:12:25<00:00,  2.40it/s]
Epoch 0: |          | 10442/? [1:12:25<00:00,  2.40it/s]
Epoch 0: |          | 10442/? [1:12:25<00:00,  2.40it/s]
Epoch 0: |          | 10443/? [1:12:25<00:00,  2.40it/s]
Epoch 0: |          | 10443/? [1:12:25<00:00,  2.40it/s]
Epoch 0: |          | 10444/? [1:12:26<00:00,  2.40it/s]
Epoch 0: |          | 10444/? [1:12:26<00:00,  2.40it/s]
Epoch 0: |          | 10445/? [1:12:26<00:00,  2.40it/s]
Epoch 0: |          | 10445/? [1:12:26<00:00,  2.40it/s]
Epoch 0: |          | 10446/? [1:12:27<00:00,  2.40it/s]
Epoch 0: |          | 10446/? [1:12:27<00:00,  2.40it/s]
Epoch 0: |          | 10447/? [1:12:27<00:00,  2.40it/s]
Epoch 0: |          | 10447/? [1:12:27<00:00,  2.40it/s]
Epoch 0: |          | 10448/? [1:12:28<00:00,  2.40it/s]
Epoch 0: |          | 10448/? [1:12:28<00:00,  2.40it/s]
Epoch 0: |          | 10449/? [1:12:28<00:00,  2.40it/s]
Epoch 0: |          | 10449/? [1:12:28<00:00,  2.40it/s]
Epoch 0: |          | 10450/? [1:12:28<00:00,  2.40it/s]
Epoch 0: |          | 10450/? [1:12:28<00:00,  2.40it/s]
Epoch 0: |          | 10451/? [1:12:29<00:00,  2.40it/s]
Epoch 0: |          | 10451/? [1:12:29<00:00,  2.40it/s]
Epoch 0: |          | 10452/? [1:12:29<00:00,  2.40it/s]
Epoch 0: |          | 10452/? [1:12:29<00:00,  2.40it/s]
Epoch 0: |          | 10453/? [1:12:30<00:00,  2.40it/s]
Epoch 0: |          | 10453/? [1:12:30<00:00,  2.40it/s]
Epoch 0: |          | 10454/? [1:12:30<00:00,  2.40it/s]
Epoch 0: |          | 10454/? [1:12:30<00:00,  2.40it/s]
Epoch 0: |          | 10455/? [1:12:31<00:00,  2.40it/s]
Epoch 0: |          | 10455/? [1:12:31<00:00,  2.40it/s]
Epoch 0: |          | 10456/? [1:12:31<00:00,  2.40it/s]
Epoch 0: |          | 10456/? [1:12:31<00:00,  2.40it/s]
Epoch 0: |          | 10457/? [1:12:31<00:00,  2.40it/s]
Epoch 0: |          | 10457/? [1:12:31<00:00,  2.40it/s]
Epoch 0: |          | 10458/? [1:12:32<00:00,  2.40it/s]
Epoch 0: |          | 10458/? [1:12:32<00:00,  2.40it/s]
Epoch 0: |          | 10459/? [1:12:32<00:00,  2.40it/s]
Epoch 0: |          | 10459/? [1:12:32<00:00,  2.40it/s]
Epoch 0: |          | 10460/? [1:12:33<00:00,  2.40it/s]
Epoch 0: |          | 10460/? [1:12:33<00:00,  2.40it/s]
Epoch 0: |          | 10461/? [1:12:33<00:00,  2.40it/s]
Epoch 0: |          | 10461/? [1:12:33<00:00,  2.40it/s]
Epoch 0: |          | 10462/? [1:12:34<00:00,  2.40it/s]
Epoch 0: |          | 10462/? [1:12:34<00:00,  2.40it/s]
Epoch 0: |          | 10463/? [1:12:34<00:00,  2.40it/s]
Epoch 0: |          | 10463/? [1:12:34<00:00,  2.40it/s]
Epoch 0: |          | 10464/? [1:12:34<00:00,  2.40it/s]
Epoch 0: |          | 10464/? [1:12:34<00:00,  2.40it/s]
Epoch 0: |          | 10465/? [1:12:35<00:00,  2.40it/s]
Epoch 0: |          | 10465/? [1:12:35<00:00,  2.40it/s]
Epoch 0: |          | 10466/? [1:12:35<00:00,  2.40it/s]
Epoch 0: |          | 10466/? [1:12:35<00:00,  2.40it/s]
Epoch 0: |          | 10467/? [1:12:36<00:00,  2.40it/s]
Epoch 0: |          | 10467/? [1:12:36<00:00,  2.40it/s]
Epoch 0: |          | 10468/? [1:12:36<00:00,  2.40it/s]
Epoch 0: |          | 10468/? [1:12:36<00:00,  2.40it/s]
Epoch 0: |          | 10469/? [1:12:37<00:00,  2.40it/s]
Epoch 0: |          | 10469/? [1:12:37<00:00,  2.40it/s]
Epoch 0: |          | 10470/? [1:12:37<00:00,  2.40it/s]
Epoch 0: |          | 10470/? [1:12:37<00:00,  2.40it/s]
Epoch 0: |          | 10471/? [1:12:37<00:00,  2.40it/s]
Epoch 0: |          | 10471/? [1:12:37<00:00,  2.40it/s]
Epoch 0: |          | 10472/? [1:12:38<00:00,  2.40it/s]
Epoch 0: |          | 10472/? [1:12:38<00:00,  2.40it/s]
Epoch 0: |          | 10473/? [1:12:38<00:00,  2.40it/s]
Epoch 0: |          | 10473/? [1:12:38<00:00,  2.40it/s]
Epoch 0: |          | 10474/? [1:12:39<00:00,  2.40it/s]
Epoch 0: |          | 10474/? [1:12:39<00:00,  2.40it/s]
Epoch 0: |          | 10475/? [1:12:39<00:00,  2.40it/s]
Epoch 0: |          | 10475/? [1:12:39<00:00,  2.40it/s]
Epoch 0: |          | 10476/? [1:12:39<00:00,  2.40it/s]
Epoch 0: |          | 10476/? [1:12:39<00:00,  2.40it/s]
Epoch 0: |          | 10477/? [1:12:40<00:00,  2.40it/s]
Epoch 0: |          | 10477/? [1:12:40<00:00,  2.40it/s]
Epoch 0: |          | 10478/? [1:12:40<00:00,  2.40it/s]
Epoch 0: |          | 10478/? [1:12:40<00:00,  2.40it/s]
Epoch 0: |          | 10479/? [1:12:41<00:00,  2.40it/s]
Epoch 0: |          | 10479/? [1:12:41<00:00,  2.40it/s]
Epoch 0: |          | 10480/? [1:12:41<00:00,  2.40it/s]
Epoch 0: |          | 10480/? [1:12:41<00:00,  2.40it/s]
Epoch 0: |          | 10481/? [1:12:41<00:00,  2.40it/s]
Epoch 0: |          | 10481/? [1:12:41<00:00,  2.40it/s]
Epoch 0: |          | 10482/? [1:12:42<00:00,  2.40it/s]
Epoch 0: |          | 10482/? [1:12:42<00:00,  2.40it/s]
Epoch 0: |          | 10483/? [1:12:42<00:00,  2.40it/s]
Epoch 0: |          | 10483/? [1:12:42<00:00,  2.40it/s]
Epoch 0: |          | 10484/? [1:12:43<00:00,  2.40it/s]
Epoch 0: |          | 10484/? [1:12:43<00:00,  2.40it/s]
Epoch 0: |          | 10485/? [1:12:43<00:00,  2.40it/s]
Epoch 0: |          | 10485/? [1:12:43<00:00,  2.40it/s]
Epoch 0: |          | 10486/? [1:12:44<00:00,  2.40it/s]
Epoch 0: |          | 10486/? [1:12:44<00:00,  2.40it/s]
Epoch 0: |          | 10487/? [1:12:44<00:00,  2.40it/s]
Epoch 0: |          | 10487/? [1:12:44<00:00,  2.40it/s]
Epoch 0: |          | 10488/? [1:12:44<00:00,  2.40it/s]
Epoch 0: |          | 10488/? [1:12:44<00:00,  2.40it/s]
Epoch 0: |          | 10489/? [1:12:45<00:00,  2.40it/s]
Epoch 0: |          | 10489/? [1:12:45<00:00,  2.40it/s]
Epoch 0: |          | 10490/? [1:12:45<00:00,  2.40it/s]
Epoch 0: |          | 10490/? [1:12:45<00:00,  2.40it/s]
Epoch 0: |          | 10491/? [1:12:46<00:00,  2.40it/s]
Epoch 0: |          | 10491/? [1:12:46<00:00,  2.40it/s]
Epoch 0: |          | 10492/? [1:12:46<00:00,  2.40it/s]
Epoch 0: |          | 10492/? [1:12:46<00:00,  2.40it/s]
Epoch 0: |          | 10493/? [1:12:47<00:00,  2.40it/s]
Epoch 0: |          | 10493/? [1:12:47<00:00,  2.40it/s]
Epoch 0: |          | 10494/? [1:12:47<00:00,  2.40it/s]
Epoch 0: |          | 10494/? [1:12:47<00:00,  2.40it/s]
Epoch 0: |          | 10495/? [1:12:47<00:00,  2.40it/s]
Epoch 0: |          | 10495/? [1:12:47<00:00,  2.40it/s]
Epoch 0: |          | 10496/? [1:12:48<00:00,  2.40it/s]
Epoch 0: |          | 10496/? [1:12:48<00:00,  2.40it/s]
Epoch 0: |          | 10497/? [1:12:48<00:00,  2.40it/s]
Epoch 0: |          | 10497/? [1:12:48<00:00,  2.40it/s]
Epoch 0: |          | 10498/? [1:12:49<00:00,  2.40it/s]
Epoch 0: |          | 10498/? [1:12:49<00:00,  2.40it/s]
Epoch 0: |          | 10499/? [1:12:49<00:00,  2.40it/s]
Epoch 0: |          | 10499/? [1:12:49<00:00,  2.40it/s]
Epoch 0: |          | 10500/? [1:12:50<00:00,  2.40it/s]
Epoch 0: |          | 10500/? [1:12:50<00:00,  2.40it/s]
Epoch 0: |          | 10501/? [1:12:50<00:00,  2.40it/s]
Epoch 0: |          | 10501/? [1:12:50<00:00,  2.40it/s]
Epoch 0: |          | 10502/? [1:12:50<00:00,  2.40it/s]
Epoch 0: |          | 10502/? [1:12:50<00:00,  2.40it/s]
Epoch 0: |          | 10503/? [1:12:51<00:00,  2.40it/s]
Epoch 0: |          | 10503/? [1:12:51<00:00,  2.40it/s]
Epoch 0: |          | 10504/? [1:12:51<00:00,  2.40it/s]
Epoch 0: |          | 10504/? [1:12:51<00:00,  2.40it/s]
Epoch 0: |          | 10505/? [1:12:52<00:00,  2.40it/s]
Epoch 0: |          | 10505/? [1:12:52<00:00,  2.40it/s]
Epoch 0: |          | 10506/? [1:12:52<00:00,  2.40it/s]
Epoch 0: |          | 10506/? [1:12:52<00:00,  2.40it/s]
Epoch 0: |          | 10507/? [1:12:52<00:00,  2.40it/s]
Epoch 0: |          | 10507/? [1:12:52<00:00,  2.40it/s]
Epoch 0: |          | 10508/? [1:12:53<00:00,  2.40it/s]
Epoch 0: |          | 10508/? [1:12:53<00:00,  2.40it/s]
Epoch 0: |          | 10509/? [1:12:53<00:00,  2.40it/s]
Epoch 0: |          | 10509/? [1:12:53<00:00,  2.40it/s]
Epoch 0: |          | 10510/? [1:12:53<00:00,  2.40it/s]
Epoch 0: |          | 10510/? [1:12:53<00:00,  2.40it/s]
Epoch 0: |          | 10511/? [1:12:54<00:00,  2.40it/s]
Epoch 0: |          | 10511/? [1:12:54<00:00,  2.40it/s]
Epoch 0: |          | 10512/? [1:12:54<00:00,  2.40it/s]
Epoch 0: |          | 10512/? [1:12:54<00:00,  2.40it/s]
Epoch 0: |          | 10513/? [1:12:55<00:00,  2.40it/s]
Epoch 0: |          | 10513/? [1:12:55<00:00,  2.40it/s]
Epoch 0: |          | 10514/? [1:12:55<00:00,  2.40it/s]
Epoch 0: |          | 10514/? [1:12:55<00:00,  2.40it/s]
Epoch 0: |          | 10515/? [1:12:56<00:00,  2.40it/s]
Epoch 0: |          | 10515/? [1:12:56<00:00,  2.40it/s]
Epoch 0: |          | 10516/? [1:12:56<00:00,  2.40it/s]
Epoch 0: |          | 10516/? [1:12:56<00:00,  2.40it/s]
Epoch 0: |          | 10517/? [1:12:56<00:00,  2.40it/s]
Epoch 0: |          | 10517/? [1:12:56<00:00,  2.40it/s]
Epoch 0: |          | 10518/? [1:12:57<00:00,  2.40it/s]
Epoch 0: |          | 10518/? [1:12:57<00:00,  2.40it/s]
Epoch 0: |          | 10519/? [1:12:57<00:00,  2.40it/s]
Epoch 0: |          | 10519/? [1:12:57<00:00,  2.40it/s]
Epoch 0: |          | 10520/? [1:12:58<00:00,  2.40it/s]
Epoch 0: |          | 10520/? [1:12:58<00:00,  2.40it/s]
Epoch 0: |          | 10521/? [1:12:58<00:00,  2.40it/s]
Epoch 0: |          | 10521/? [1:12:58<00:00,  2.40it/s]
Epoch 0: |          | 10522/? [1:12:58<00:00,  2.40it/s]
Epoch 0: |          | 10522/? [1:12:58<00:00,  2.40it/s]
Epoch 0: |          | 10523/? [1:12:59<00:00,  2.40it/s]
Epoch 0: |          | 10523/? [1:12:59<00:00,  2.40it/s]
Epoch 0: |          | 10524/? [1:12:59<00:00,  2.40it/s]
Epoch 0: |          | 10524/? [1:12:59<00:00,  2.40it/s]
Epoch 0: |          | 10525/? [1:13:00<00:00,  2.40it/s]
Epoch 0: |          | 10525/? [1:13:00<00:00,  2.40it/s]
Epoch 0: |          | 10526/? [1:13:00<00:00,  2.40it/s]
Epoch 0: |          | 10526/? [1:13:00<00:00,  2.40it/s]
Epoch 0: |          | 10527/? [1:13:00<00:00,  2.40it/s]
Epoch 0: |          | 10527/? [1:13:00<00:00,  2.40it/s]
Epoch 0: |          | 10528/? [1:13:01<00:00,  2.40it/s]
Epoch 0: |          | 10528/? [1:13:01<00:00,  2.40it/s]
Epoch 0: |          | 10529/? [1:13:01<00:00,  2.40it/s]
Epoch 0: |          | 10529/? [1:13:01<00:00,  2.40it/s]
Epoch 0: |          | 10530/? [1:13:02<00:00,  2.40it/s]
Epoch 0: |          | 10530/? [1:13:02<00:00,  2.40it/s]
Epoch 0: |          | 10531/? [1:13:02<00:00,  2.40it/s]
Epoch 0: |          | 10531/? [1:13:02<00:00,  2.40it/s]
Epoch 0: |          | 10532/? [1:13:02<00:00,  2.40it/s]
Epoch 0: |          | 10532/? [1:13:02<00:00,  2.40it/s]
Epoch 0: |          | 10533/? [1:13:03<00:00,  2.40it/s]
Epoch 0: |          | 10533/? [1:13:03<00:00,  2.40it/s]
Epoch 0: |          | 10534/? [1:13:03<00:00,  2.40it/s]
Epoch 0: |          | 10534/? [1:13:03<00:00,  2.40it/s]
Epoch 0: |          | 10535/? [1:13:04<00:00,  2.40it/s]
Epoch 0: |          | 10535/? [1:13:04<00:00,  2.40it/s]
Epoch 0: |          | 10536/? [1:13:04<00:00,  2.40it/s]
Epoch 0: |          | 10536/? [1:13:04<00:00,  2.40it/s]
Epoch 0: |          | 10537/? [1:13:04<00:00,  2.40it/s]
Epoch 0: |          | 10537/? [1:13:04<00:00,  2.40it/s]
Epoch 0: |          | 10538/? [1:13:05<00:00,  2.40it/s]
Epoch 0: |          | 10538/? [1:13:05<00:00,  2.40it/s]
Epoch 0: |          | 10539/? [1:13:05<00:00,  2.40it/s]
Epoch 0: |          | 10539/? [1:13:05<00:00,  2.40it/s]
Epoch 0: |          | 10540/? [1:13:06<00:00,  2.40it/s]
Epoch 0: |          | 10540/? [1:13:06<00:00,  2.40it/s]
Epoch 0: |          | 10541/? [1:13:06<00:00,  2.40it/s]
Epoch 0: |          | 10541/? [1:13:06<00:00,  2.40it/s]
Epoch 0: |          | 10542/? [1:13:07<00:00,  2.40it/s]
Epoch 0: |          | 10542/? [1:13:07<00:00,  2.40it/s]
Epoch 0: |          | 10543/? [1:13:07<00:00,  2.40it/s]
Epoch 0: |          | 10543/? [1:13:07<00:00,  2.40it/s]
Epoch 0: |          | 10544/? [1:13:07<00:00,  2.40it/s]
Epoch 0: |          | 10544/? [1:13:07<00:00,  2.40it/s]
Epoch 0: |          | 10545/? [1:13:08<00:00,  2.40it/s]
Epoch 0: |          | 10545/? [1:13:08<00:00,  2.40it/s]
Epoch 0: |          | 10546/? [1:13:08<00:00,  2.40it/s]
Epoch 0: |          | 10546/? [1:13:08<00:00,  2.40it/s]
Epoch 0: |          | 10547/? [1:13:09<00:00,  2.40it/s]
Epoch 0: |          | 10547/? [1:13:09<00:00,  2.40it/s]
Epoch 0: |          | 10548/? [1:13:09<00:00,  2.40it/s]
Epoch 0: |          | 10548/? [1:13:09<00:00,  2.40it/s]
Epoch 0: |          | 10549/? [1:13:10<00:00,  2.40it/s]
Epoch 0: |          | 10549/? [1:13:10<00:00,  2.40it/s]
Epoch 0: |          | 10550/? [1:13:10<00:00,  2.40it/s]
Epoch 0: |          | 10550/? [1:13:10<00:00,  2.40it/s]
Epoch 0: |          | 10551/? [1:13:10<00:00,  2.40it/s]
Epoch 0: |          | 10551/? [1:13:10<00:00,  2.40it/s]
Epoch 0: |          | 10552/? [1:13:11<00:00,  2.40it/s]
Epoch 0: |          | 10552/? [1:13:11<00:00,  2.40it/s]
Epoch 0: |          | 10553/? [1:13:11<00:00,  2.40it/s]
Epoch 0: |          | 10553/? [1:13:11<00:00,  2.40it/s]
Epoch 0: |          | 10554/? [1:13:12<00:00,  2.40it/s]
Epoch 0: |          | 10554/? [1:13:12<00:00,  2.40it/s]
Epoch 0: |          | 10555/? [1:13:12<00:00,  2.40it/s]
Epoch 0: |          | 10555/? [1:13:12<00:00,  2.40it/s]
Epoch 0: |          | 10556/? [1:13:12<00:00,  2.40it/s]
Epoch 0: |          | 10556/? [1:13:12<00:00,  2.40it/s]
Epoch 0: |          | 10557/? [1:13:13<00:00,  2.40it/s]
Epoch 0: |          | 10557/? [1:13:13<00:00,  2.40it/s]
Epoch 0: |          | 10558/? [1:13:13<00:00,  2.40it/s]
Epoch 0: |          | 10558/? [1:13:13<00:00,  2.40it/s]
Epoch 0: |          | 10559/? [1:13:14<00:00,  2.40it/s]
Epoch 0: |          | 10559/? [1:13:14<00:00,  2.40it/s]
Epoch 0: |          | 10560/? [1:13:14<00:00,  2.40it/s]
Epoch 0: |          | 10560/? [1:13:14<00:00,  2.40it/s]
Epoch 0: |          | 10561/? [1:13:14<00:00,  2.40it/s]
Epoch 0: |          | 10561/? [1:13:14<00:00,  2.40it/s]
Epoch 0: |          | 10562/? [1:13:15<00:00,  2.40it/s]
Epoch 0: |          | 10562/? [1:13:15<00:00,  2.40it/s]
Epoch 0: |          | 10563/? [1:13:15<00:00,  2.40it/s]
Epoch 0: |          | 10563/? [1:13:15<00:00,  2.40it/s]
Epoch 0: |          | 10564/? [1:13:16<00:00,  2.40it/s]
Epoch 0: |          | 10564/? [1:13:16<00:00,  2.40it/s]
Epoch 0: |          | 10565/? [1:13:16<00:00,  2.40it/s]
Epoch 0: |          | 10565/? [1:13:16<00:00,  2.40it/s]
Epoch 0: |          | 10566/? [1:13:17<00:00,  2.40it/s]
Epoch 0: |          | 10566/? [1:13:17<00:00,  2.40it/s]
Epoch 0: |          | 10567/? [1:13:17<00:00,  2.40it/s]
Epoch 0: |          | 10567/? [1:13:17<00:00,  2.40it/s]
Epoch 0: |          | 10568/? [1:13:17<00:00,  2.40it/s]
Epoch 0: |          | 10568/? [1:13:17<00:00,  2.40it/s]
Epoch 0: |          | 10569/? [1:13:18<00:00,  2.40it/s]
Epoch 0: |          | 10569/? [1:13:18<00:00,  2.40it/s]
Epoch 0: |          | 10570/? [1:13:18<00:00,  2.40it/s]
Epoch 0: |          | 10570/? [1:13:18<00:00,  2.40it/s]
Epoch 0: |          | 10571/? [1:13:19<00:00,  2.40it/s]
Epoch 0: |          | 10571/? [1:13:19<00:00,  2.40it/s]
Epoch 0: |          | 10572/? [1:13:19<00:00,  2.40it/s]
Epoch 0: |          | 10572/? [1:13:19<00:00,  2.40it/s]
Epoch 0: |          | 10573/? [1:13:20<00:00,  2.40it/s]
Epoch 0: |          | 10573/? [1:13:20<00:00,  2.40it/s]
Epoch 0: |          | 10574/? [1:13:20<00:00,  2.40it/s]
Epoch 0: |          | 10574/? [1:13:20<00:00,  2.40it/s]
Epoch 0: |          | 10575/? [1:13:20<00:00,  2.40it/s]
Epoch 0: |          | 10575/? [1:13:20<00:00,  2.40it/s]
Epoch 0: |          | 10576/? [1:13:21<00:00,  2.40it/s]
Epoch 0: |          | 10576/? [1:13:21<00:00,  2.40it/s]
Epoch 0: |          | 10577/? [1:13:21<00:00,  2.40it/s]
Epoch 0: |          | 10577/? [1:13:21<00:00,  2.40it/s]
Epoch 0: |          | 10578/? [1:13:22<00:00,  2.40it/s]
Epoch 0: |          | 10578/? [1:13:22<00:00,  2.40it/s]
Epoch 0: |          | 10579/? [1:13:22<00:00,  2.40it/s]
Epoch 0: |          | 10579/? [1:13:22<00:00,  2.40it/s]
Epoch 0: |          | 10580/? [1:13:22<00:00,  2.40it/s]
Epoch 0: |          | 10580/? [1:13:22<00:00,  2.40it/s]
Epoch 0: |          | 10581/? [1:13:23<00:00,  2.40it/s]
Epoch 0: |          | 10581/? [1:13:23<00:00,  2.40it/s]
Epoch 0: |          | 10582/? [1:13:23<00:00,  2.40it/s]
Epoch 0: |          | 10582/? [1:13:23<00:00,  2.40it/s]
Epoch 0: |          | 10583/? [1:13:24<00:00,  2.40it/s]
Epoch 0: |          | 10583/? [1:13:24<00:00,  2.40it/s]
Epoch 0: |          | 10584/? [1:13:24<00:00,  2.40it/s]
Epoch 0: |          | 10584/? [1:13:24<00:00,  2.40it/s]
Epoch 0: |          | 10585/? [1:13:24<00:00,  2.40it/s]
Epoch 0: |          | 10585/? [1:13:24<00:00,  2.40it/s]
Epoch 0: |          | 10586/? [1:13:25<00:00,  2.40it/s]
Epoch 0: |          | 10586/? [1:13:25<00:00,  2.40it/s]
Epoch 0: |          | 10587/? [1:13:25<00:00,  2.40it/s]
Epoch 0: |          | 10587/? [1:13:25<00:00,  2.40it/s]
Epoch 0: |          | 10588/? [1:13:26<00:00,  2.40it/s]
Epoch 0: |          | 10588/? [1:13:26<00:00,  2.40it/s]
Epoch 0: |          | 10589/? [1:13:26<00:00,  2.40it/s]
Epoch 0: |          | 10589/? [1:13:26<00:00,  2.40it/s]
Epoch 0: |          | 10590/? [1:13:26<00:00,  2.40it/s]
Epoch 0: |          | 10590/? [1:13:26<00:00,  2.40it/s]
Epoch 0: |          | 10591/? [1:13:27<00:00,  2.40it/s]
Epoch 0: |          | 10591/? [1:13:27<00:00,  2.40it/s]
Epoch 0: |          | 10592/? [1:13:27<00:00,  2.40it/s]
Epoch 0: |          | 10592/? [1:13:27<00:00,  2.40it/s]
Epoch 0: |          | 10593/? [1:13:28<00:00,  2.40it/s]
Epoch 0: |          | 10593/? [1:13:28<00:00,  2.40it/s]
Epoch 0: |          | 10594/? [1:13:28<00:00,  2.40it/s]
Epoch 0: |          | 10594/? [1:13:28<00:00,  2.40it/s]
Epoch 0: |          | 10595/? [1:13:29<00:00,  2.40it/s]
Epoch 0: |          | 10595/? [1:13:29<00:00,  2.40it/s]
Epoch 0: |          | 10596/? [1:13:29<00:00,  2.40it/s]
Epoch 0: |          | 10596/? [1:13:29<00:00,  2.40it/s]
Epoch 0: |          | 10597/? [1:13:29<00:00,  2.40it/s]
Epoch 0: |          | 10597/? [1:13:29<00:00,  2.40it/s]
Epoch 0: |          | 10598/? [1:13:30<00:00,  2.40it/s]
Epoch 0: |          | 10598/? [1:13:30<00:00,  2.40it/s]
Epoch 0: |          | 10599/? [1:13:30<00:00,  2.40it/s]
Epoch 0: |          | 10599/? [1:13:30<00:00,  2.40it/s]
Epoch 0: |          | 10600/? [1:13:31<00:00,  2.40it/s]
Epoch 0: |          | 10600/? [1:13:31<00:00,  2.40it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.68it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.49it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.21it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00, 10.14it/s][A
[A
Epoch 0: |          | 10600/? [1:13:31<00:00,  2.40it/s]
Epoch 0: |          | 10601/? [1:13:31<00:00,  2.40it/s]
Epoch 0: |          | 10601/? [1:13:31<00:00,  2.40it/s]
Epoch 0: |          | 10602/? [1:13:32<00:00,  2.40it/s]
Epoch 0: |          | 10602/? [1:13:32<00:00,  2.40it/s]
Epoch 0: |          | 10603/? [1:13:32<00:00,  2.40it/s]
Epoch 0: |          | 10603/? [1:13:32<00:00,  2.40it/s]
Epoch 0: |          | 10604/? [1:13:33<00:00,  2.40it/s]
Epoch 0: |          | 10604/? [1:13:33<00:00,  2.40it/s]
Epoch 0: |          | 10605/? [1:13:33<00:00,  2.40it/s]
Epoch 0: |          | 10605/? [1:13:33<00:00,  2.40it/s]
Epoch 0: |          | 10606/? [1:13:33<00:00,  2.40it/s]
Epoch 0: |          | 10606/? [1:13:33<00:00,  2.40it/s]
Epoch 0: |          | 10607/? [1:13:34<00:00,  2.40it/s]
Epoch 0: |          | 10607/? [1:13:34<00:00,  2.40it/s]
Epoch 0: |          | 10608/? [1:13:34<00:00,  2.40it/s]
Epoch 0: |          | 10608/? [1:13:34<00:00,  2.40it/s]
Epoch 0: |          | 10609/? [1:13:35<00:00,  2.40it/s]
Epoch 0: |          | 10609/? [1:13:35<00:00,  2.40it/s]
Epoch 0: |          | 10610/? [1:13:35<00:00,  2.40it/s]
Epoch 0: |          | 10610/? [1:13:35<00:00,  2.40it/s]
Epoch 0: |          | 10611/? [1:13:36<00:00,  2.40it/s]
Epoch 0: |          | 10611/? [1:13:36<00:00,  2.40it/s]
Epoch 0: |          | 10612/? [1:13:36<00:00,  2.40it/s]
Epoch 0: |          | 10612/? [1:13:36<00:00,  2.40it/s]
Epoch 0: |          | 10613/? [1:13:36<00:00,  2.40it/s]
Epoch 0: |          | 10613/? [1:13:36<00:00,  2.40it/s]
Epoch 0: |          | 10614/? [1:13:37<00:00,  2.40it/s]
Epoch 0: |          | 10614/? [1:13:37<00:00,  2.40it/s]
Epoch 0: |          | 10615/? [1:13:37<00:00,  2.40it/s]
Epoch 0: |          | 10615/? [1:13:37<00:00,  2.40it/s]
Epoch 0: |          | 10616/? [1:13:38<00:00,  2.40it/s]
Epoch 0: |          | 10616/? [1:13:38<00:00,  2.40it/s]
Epoch 0: |          | 10617/? [1:13:38<00:00,  2.40it/s]
Epoch 0: |          | 10617/? [1:13:38<00:00,  2.40it/s]
Epoch 0: |          | 10618/? [1:13:38<00:00,  2.40it/s]
Epoch 0: |          | 10618/? [1:13:38<00:00,  2.40it/s]
Epoch 0: |          | 10619/? [1:13:39<00:00,  2.40it/s]
Epoch 0: |          | 10619/? [1:13:39<00:00,  2.40it/s]
Epoch 0: |          | 10620/? [1:13:39<00:00,  2.40it/s]
Epoch 0: |          | 10620/? [1:13:39<00:00,  2.40it/s]
Epoch 0: |          | 10621/? [1:13:40<00:00,  2.40it/s]
Epoch 0: |          | 10621/? [1:13:40<00:00,  2.40it/s]
Epoch 0: |          | 10622/? [1:13:40<00:00,  2.40it/s]
Epoch 0: |          | 10622/? [1:13:40<00:00,  2.40it/s]
Epoch 0: |          | 10623/? [1:13:41<00:00,  2.40it/s]
Epoch 0: |          | 10623/? [1:13:41<00:00,  2.40it/s]
Epoch 0: |          | 10624/? [1:13:41<00:00,  2.40it/s]
Epoch 0: |          | 10624/? [1:13:41<00:00,  2.40it/s]
Epoch 0: |          | 10625/? [1:13:41<00:00,  2.40it/s]
Epoch 0: |          | 10625/? [1:13:41<00:00,  2.40it/s]
Epoch 0: |          | 10626/? [1:13:42<00:00,  2.40it/s]
Epoch 0: |          | 10626/? [1:13:42<00:00,  2.40it/s]
Epoch 0: |          | 10627/? [1:13:42<00:00,  2.40it/s]
Epoch 0: |          | 10627/? [1:13:42<00:00,  2.40it/s]
Epoch 0: |          | 10628/? [1:13:43<00:00,  2.40it/s]
Epoch 0: |          | 10628/? [1:13:43<00:00,  2.40it/s]
Epoch 0: |          | 10629/? [1:13:43<00:00,  2.40it/s]
Epoch 0: |          | 10629/? [1:13:43<00:00,  2.40it/s]
Epoch 0: |          | 10630/? [1:13:43<00:00,  2.40it/s]
Epoch 0: |          | 10630/? [1:13:43<00:00,  2.40it/s]
Epoch 0: |          | 10631/? [1:13:44<00:00,  2.40it/s]
Epoch 0: |          | 10631/? [1:13:44<00:00,  2.40it/s]
Epoch 0: |          | 10632/? [1:13:44<00:00,  2.40it/s]
Epoch 0: |          | 10632/? [1:13:44<00:00,  2.40it/s]
Epoch 0: |          | 10633/? [1:13:45<00:00,  2.40it/s]
Epoch 0: |          | 10633/? [1:13:45<00:00,  2.40it/s]
Epoch 0: |          | 10634/? [1:13:45<00:00,  2.40it/s]
Epoch 0: |          | 10634/? [1:13:45<00:00,  2.40it/s]
Epoch 0: |          | 10635/? [1:13:45<00:00,  2.40it/s]
Epoch 0: |          | 10635/? [1:13:45<00:00,  2.40it/s]
Epoch 0: |          | 10636/? [1:13:46<00:00,  2.40it/s]
Epoch 0: |          | 10636/? [1:13:46<00:00,  2.40it/s]
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Epoch 0: |          | 10663/? [1:13:57<00:00,  2.40it/s]
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Epoch 0: |          | 10664/? [1:13:57<00:00,  2.40it/s]
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Epoch 0: |          | 10666/? [1:13:58<00:00,  2.40it/s]
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Epoch 0: |          | 10667/? [1:13:58<00:00,  2.40it/s]
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Epoch 0: |          | 10668/? [1:13:59<00:00,  2.40it/s]
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Epoch 0: |          | 10669/? [1:13:59<00:00,  2.40it/s]
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Epoch 0: |          | 10670/? [1:14:00<00:00,  2.40it/s]
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Epoch 0: |          | 10671/? [1:14:00<00:00,  2.40it/s]
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Epoch 0: |          | 10672/? [1:14:01<00:00,  2.40it/s]
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Epoch 0: |          | 10673/? [1:14:01<00:00,  2.40it/s]
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Epoch 0: |          | 10674/? [1:14:01<00:00,  2.40it/s]
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Epoch 0: |          | 10675/? [1:14:02<00:00,  2.40it/s]
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Epoch 0: |          | 10676/? [1:14:02<00:00,  2.40it/s]
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Epoch 0: |          | 10677/? [1:14:03<00:00,  2.40it/s]
Epoch 0: |          | 10677/? [1:14:03<00:00,  2.40it/s]
Epoch 0: |          | 10678/? [1:14:03<00:00,  2.40it/s]
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Epoch 0: |          | 10679/? [1:14:03<00:00,  2.40it/s]
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Epoch 0: |          | 10680/? [1:14:04<00:00,  2.40it/s]
Epoch 0: |          | 10680/? [1:14:04<00:00,  2.40it/s]
Epoch 0: |          | 10681/? [1:14:04<00:00,  2.40it/s]
Epoch 0: |          | 10681/? [1:14:04<00:00,  2.40it/s]
Epoch 0: |          | 10682/? [1:14:05<00:00,  2.40it/s]
Epoch 0: |          | 10682/? [1:14:05<00:00,  2.40it/s]
Epoch 0: |          | 10683/? [1:14:05<00:00,  2.40it/s]
Epoch 0: |          | 10683/? [1:14:05<00:00,  2.40it/s]
Epoch 0: |          | 10684/? [1:14:05<00:00,  2.40it/s]
Epoch 0: |          | 10684/? [1:14:05<00:00,  2.40it/s]
Epoch 0: |          | 10685/? [1:14:06<00:00,  2.40it/s]
Epoch 0: |          | 10685/? [1:14:06<00:00,  2.40it/s]
Epoch 0: |          | 10686/? [1:14:06<00:00,  2.40it/s]
Epoch 0: |          | 10686/? [1:14:06<00:00,  2.40it/s]
Epoch 0: |          | 10687/? [1:14:07<00:00,  2.40it/s]
Epoch 0: |          | 10687/? [1:14:07<00:00,  2.40it/s]
Epoch 0: |          | 10688/? [1:14:07<00:00,  2.40it/s]
Epoch 0: |          | 10688/? [1:14:07<00:00,  2.40it/s]
Epoch 0: |          | 10689/? [1:14:07<00:00,  2.40it/s]
Epoch 0: |          | 10689/? [1:14:07<00:00,  2.40it/s]
Epoch 0: |          | 10690/? [1:14:08<00:00,  2.40it/s]
Epoch 0: |          | 10690/? [1:14:08<00:00,  2.40it/s]
Epoch 0: |          | 10691/? [1:14:08<00:00,  2.40it/s]
Epoch 0: |          | 10691/? [1:14:08<00:00,  2.40it/s]
Epoch 0: |          | 10692/? [1:14:09<00:00,  2.40it/s]
Epoch 0: |          | 10692/? [1:14:09<00:00,  2.40it/s]
Epoch 0: |          | 10693/? [1:14:09<00:00,  2.40it/s]
Epoch 0: |          | 10693/? [1:14:09<00:00,  2.40it/s]
Epoch 0: |          | 10694/? [1:14:10<00:00,  2.40it/s]
Epoch 0: |          | 10694/? [1:14:10<00:00,  2.40it/s]
Epoch 0: |          | 10695/? [1:14:10<00:00,  2.40it/s]
Epoch 0: |          | 10695/? [1:14:10<00:00,  2.40it/s]
Epoch 0: |          | 10696/? [1:14:10<00:00,  2.40it/s]
Epoch 0: |          | 10696/? [1:14:10<00:00,  2.40it/s]
Epoch 0: |          | 10697/? [1:14:11<00:00,  2.40it/s]
Epoch 0: |          | 10697/? [1:14:11<00:00,  2.40it/s]
Epoch 0: |          | 10698/? [1:14:11<00:00,  2.40it/s]
Epoch 0: |          | 10698/? [1:14:11<00:00,  2.40it/s]
Epoch 0: |          | 10699/? [1:14:12<00:00,  2.40it/s]
Epoch 0: |          | 10699/? [1:14:12<00:00,  2.40it/s]
Epoch 0: |          | 10700/? [1:14:12<00:00,  2.40it/s]
Epoch 0: |          | 10700/? [1:14:12<00:00,  2.40it/s]
Epoch 0: |          | 10701/? [1:14:12<00:00,  2.40it/s]
Epoch 0: |          | 10701/? [1:14:12<00:00,  2.40it/s]
Epoch 0: |          | 10702/? [1:14:13<00:00,  2.40it/s]
Epoch 0: |          | 10702/? [1:14:13<00:00,  2.40it/s]
Epoch 0: |          | 10703/? [1:14:13<00:00,  2.40it/s]
Epoch 0: |          | 10703/? [1:14:13<00:00,  2.40it/s]
Epoch 0: |          | 10704/? [1:14:14<00:00,  2.40it/s]
Epoch 0: |          | 10704/? [1:14:14<00:00,  2.40it/s]
Epoch 0: |          | 10705/? [1:14:14<00:00,  2.40it/s]
Epoch 0: |          | 10705/? [1:14:14<00:00,  2.40it/s]
Epoch 0: |          | 10706/? [1:14:14<00:00,  2.40it/s]
Epoch 0: |          | 10706/? [1:14:14<00:00,  2.40it/s]
Epoch 0: |          | 10707/? [1:14:15<00:00,  2.40it/s]
Epoch 0: |          | 10707/? [1:14:15<00:00,  2.40it/s]
Epoch 0: |          | 10708/? [1:14:15<00:00,  2.40it/s]
Epoch 0: |          | 10708/? [1:14:15<00:00,  2.40it/s]
Epoch 0: |          | 10709/? [1:14:16<00:00,  2.40it/s]
Epoch 0: |          | 10709/? [1:14:16<00:00,  2.40it/s]
Epoch 0: |          | 10710/? [1:14:16<00:00,  2.40it/s]
Epoch 0: |          | 10710/? [1:14:16<00:00,  2.40it/s]
Epoch 0: |          | 10711/? [1:14:17<00:00,  2.40it/s]
Epoch 0: |          | 10711/? [1:14:17<00:00,  2.40it/s]
Epoch 0: |          | 10712/? [1:14:17<00:00,  2.40it/s]
Epoch 0: |          | 10712/? [1:14:17<00:00,  2.40it/s]
Epoch 0: |          | 10713/? [1:14:17<00:00,  2.40it/s]
Epoch 0: |          | 10713/? [1:14:17<00:00,  2.40it/s]
Epoch 0: |          | 10714/? [1:14:18<00:00,  2.40it/s]
Epoch 0: |          | 10714/? [1:14:18<00:00,  2.40it/s]
Epoch 0: |          | 10715/? [1:14:18<00:00,  2.40it/s]
Epoch 0: |          | 10715/? [1:14:18<00:00,  2.40it/s]
Epoch 0: |          | 10716/? [1:14:19<00:00,  2.40it/s]
Epoch 0: |          | 10716/? [1:14:19<00:00,  2.40it/s]
Epoch 0: |          | 10717/? [1:14:19<00:00,  2.40it/s]
Epoch 0: |          | 10717/? [1:14:19<00:00,  2.40it/s]
Epoch 0: |          | 10718/? [1:14:19<00:00,  2.40it/s]
Epoch 0: |          | 10718/? [1:14:19<00:00,  2.40it/s]
Epoch 0: |          | 10719/? [1:14:20<00:00,  2.40it/s]
Epoch 0: |          | 10719/? [1:14:20<00:00,  2.40it/s]
Epoch 0: |          | 10720/? [1:14:20<00:00,  2.40it/s]
Epoch 0: |          | 10720/? [1:14:20<00:00,  2.40it/s]
Epoch 0: |          | 10721/? [1:14:21<00:00,  2.40it/s]
Epoch 0: |          | 10721/? [1:14:21<00:00,  2.40it/s]
Epoch 0: |          | 10722/? [1:14:21<00:00,  2.40it/s]
Epoch 0: |          | 10722/? [1:14:21<00:00,  2.40it/s]
Epoch 0: |          | 10723/? [1:14:22<00:00,  2.40it/s]
Epoch 0: |          | 10723/? [1:14:22<00:00,  2.40it/s]
Epoch 0: |          | 10724/? [1:14:22<00:00,  2.40it/s]
Epoch 0: |          | 10724/? [1:14:22<00:00,  2.40it/s]
Epoch 0: |          | 10725/? [1:14:22<00:00,  2.40it/s]
Epoch 0: |          | 10725/? [1:14:22<00:00,  2.40it/s]
Epoch 0: |          | 10726/? [1:14:23<00:00,  2.40it/s]
Epoch 0: |          | 10726/? [1:14:23<00:00,  2.40it/s]
Epoch 0: |          | 10727/? [1:14:23<00:00,  2.40it/s]
Epoch 0: |          | 10727/? [1:14:23<00:00,  2.40it/s]
Epoch 0: |          | 10728/? [1:14:24<00:00,  2.40it/s]
Epoch 0: |          | 10728/? [1:14:24<00:00,  2.40it/s]
Epoch 0: |          | 10729/? [1:14:24<00:00,  2.40it/s]
Epoch 0: |          | 10729/? [1:14:24<00:00,  2.40it/s]
Epoch 0: |          | 10730/? [1:14:24<00:00,  2.40it/s]
Epoch 0: |          | 10730/? [1:14:24<00:00,  2.40it/s]
Epoch 0: |          | 10731/? [1:14:25<00:00,  2.40it/s]
Epoch 0: |          | 10731/? [1:14:25<00:00,  2.40it/s]
Epoch 0: |          | 10732/? [1:14:25<00:00,  2.40it/s]
Epoch 0: |          | 10732/? [1:14:25<00:00,  2.40it/s]
Epoch 0: |          | 10733/? [1:14:26<00:00,  2.40it/s]
Epoch 0: |          | 10733/? [1:14:26<00:00,  2.40it/s]
Epoch 0: |          | 10734/? [1:14:26<00:00,  2.40it/s]
Epoch 0: |          | 10734/? [1:14:26<00:00,  2.40it/s]
Epoch 0: |          | 10735/? [1:14:27<00:00,  2.40it/s]
Epoch 0: |          | 10735/? [1:14:27<00:00,  2.40it/s]
Epoch 0: |          | 10736/? [1:14:27<00:00,  2.40it/s]
Epoch 0: |          | 10736/? [1:14:27<00:00,  2.40it/s]
Epoch 0: |          | 10737/? [1:14:27<00:00,  2.40it/s]
Epoch 0: |          | 10737/? [1:14:27<00:00,  2.40it/s]
Epoch 0: |          | 10738/? [1:14:28<00:00,  2.40it/s]
Epoch 0: |          | 10738/? [1:14:28<00:00,  2.40it/s]
Epoch 0: |          | 10739/? [1:14:28<00:00,  2.40it/s]
Epoch 0: |          | 10739/? [1:14:28<00:00,  2.40it/s]
Epoch 0: |          | 10740/? [1:14:29<00:00,  2.40it/s]
Epoch 0: |          | 10740/? [1:14:29<00:00,  2.40it/s]
Epoch 0: |          | 10741/? [1:14:29<00:00,  2.40it/s]
Epoch 0: |          | 10741/? [1:14:29<00:00,  2.40it/s]
Epoch 0: |          | 10742/? [1:14:29<00:00,  2.40it/s]
Epoch 0: |          | 10742/? [1:14:29<00:00,  2.40it/s]
Epoch 0: |          | 10743/? [1:14:30<00:00,  2.40it/s]
Epoch 0: |          | 10743/? [1:14:30<00:00,  2.40it/s]
Epoch 0: |          | 10744/? [1:14:30<00:00,  2.40it/s]
Epoch 0: |          | 10744/? [1:14:30<00:00,  2.40it/s]
Epoch 0: |          | 10745/? [1:14:31<00:00,  2.40it/s]
Epoch 0: |          | 10745/? [1:14:31<00:00,  2.40it/s]
Epoch 0: |          | 10746/? [1:14:31<00:00,  2.40it/s]
Epoch 0: |          | 10746/? [1:14:31<00:00,  2.40it/s]
Epoch 0: |          | 10747/? [1:14:32<00:00,  2.40it/s]
Epoch 0: |          | 10747/? [1:14:32<00:00,  2.40it/s]
Epoch 0: |          | 10748/? [1:14:32<00:00,  2.40it/s]
Epoch 0: |          | 10748/? [1:14:32<00:00,  2.40it/s]
Epoch 0: |          | 10749/? [1:14:32<00:00,  2.40it/s]
Epoch 0: |          | 10749/? [1:14:32<00:00,  2.40it/s]
Epoch 0: |          | 10750/? [1:14:33<00:00,  2.40it/s]
Epoch 0: |          | 10750/? [1:14:33<00:00,  2.40it/s]
Epoch 0: |          | 10751/? [1:14:33<00:00,  2.40it/s]
Epoch 0: |          | 10751/? [1:14:33<00:00,  2.40it/s]
Epoch 0: |          | 10752/? [1:14:34<00:00,  2.40it/s]
Epoch 0: |          | 10752/? [1:14:34<00:00,  2.40it/s]
Epoch 0: |          | 10753/? [1:14:34<00:00,  2.40it/s]
Epoch 0: |          | 10753/? [1:14:34<00:00,  2.40it/s]
Epoch 0: |          | 10754/? [1:14:34<00:00,  2.40it/s]
Epoch 0: |          | 10754/? [1:14:34<00:00,  2.40it/s]
Epoch 0: |          | 10755/? [1:14:35<00:00,  2.40it/s]
Epoch 0: |          | 10755/? [1:14:35<00:00,  2.40it/s]
Epoch 0: |          | 10756/? [1:14:35<00:00,  2.40it/s]
Epoch 0: |          | 10756/? [1:14:35<00:00,  2.40it/s]
Epoch 0: |          | 10757/? [1:14:36<00:00,  2.40it/s]
Epoch 0: |          | 10757/? [1:14:36<00:00,  2.40it/s]
Epoch 0: |          | 10758/? [1:14:36<00:00,  2.40it/s]
Epoch 0: |          | 10758/? [1:14:36<00:00,  2.40it/s]
Epoch 0: |          | 10759/? [1:14:36<00:00,  2.40it/s]
Epoch 0: |          | 10759/? [1:14:36<00:00,  2.40it/s]
Epoch 0: |          | 10760/? [1:14:37<00:00,  2.40it/s]
Epoch 0: |          | 10760/? [1:14:37<00:00,  2.40it/s]
Epoch 0: |          | 10761/? [1:14:37<00:00,  2.40it/s]
Epoch 0: |          | 10761/? [1:14:37<00:00,  2.40it/s]
Epoch 0: |          | 10762/? [1:14:38<00:00,  2.40it/s]
Epoch 0: |          | 10762/? [1:14:38<00:00,  2.40it/s]
Epoch 0: |          | 10763/? [1:14:38<00:00,  2.40it/s]
Epoch 0: |          | 10763/? [1:14:38<00:00,  2.40it/s]
Epoch 0: |          | 10764/? [1:14:38<00:00,  2.40it/s]
Epoch 0: |          | 10764/? [1:14:38<00:00,  2.40it/s]
Epoch 0: |          | 10765/? [1:14:39<00:00,  2.40it/s]
Epoch 0: |          | 10765/? [1:14:39<00:00,  2.40it/s]
Epoch 0: |          | 10766/? [1:14:39<00:00,  2.40it/s]
Epoch 0: |          | 10766/? [1:14:39<00:00,  2.40it/s]
Epoch 0: |          | 10767/? [1:14:40<00:00,  2.40it/s]
Epoch 0: |          | 10767/? [1:14:40<00:00,  2.40it/s]
Epoch 0: |          | 10768/? [1:14:40<00:00,  2.40it/s]
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Epoch 0: |          | 10770/? [1:14:41<00:00,  2.40it/s]
Epoch 0: |          | 10770/? [1:14:41<00:00,  2.40it/s]
Epoch 0: |          | 10771/? [1:14:41<00:00,  2.40it/s]
Epoch 0: |          | 10771/? [1:14:41<00:00,  2.40it/s]
Epoch 0: |          | 10772/? [1:14:42<00:00,  2.40it/s]
Epoch 0: |          | 10772/? [1:14:42<00:00,  2.40it/s]
Epoch 0: |          | 10773/? [1:14:42<00:00,  2.40it/s]
Epoch 0: |          | 10773/? [1:14:42<00:00,  2.40it/s]
Epoch 0: |          | 10774/? [1:14:42<00:00,  2.40it/s]
Epoch 0: |          | 10774/? [1:14:42<00:00,  2.40it/s]
Epoch 0: |          | 10775/? [1:14:43<00:00,  2.40it/s]
Epoch 0: |          | 10775/? [1:14:43<00:00,  2.40it/s]
Epoch 0: |          | 10776/? [1:14:43<00:00,  2.40it/s]
Epoch 0: |          | 10776/? [1:14:43<00:00,  2.40it/s]
Epoch 0: |          | 10777/? [1:14:44<00:00,  2.40it/s]
Epoch 0: |          | 10777/? [1:14:44<00:00,  2.40it/s]
Epoch 0: |          | 10778/? [1:14:44<00:00,  2.40it/s]
Epoch 0: |          | 10778/? [1:14:44<00:00,  2.40it/s]
Epoch 0: |          | 10779/? [1:14:44<00:00,  2.40it/s]
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Epoch 0: |          | 10780/? [1:14:45<00:00,  2.40it/s]
Epoch 0: |          | 10780/? [1:14:45<00:00,  2.40it/s]
Epoch 0: |          | 10781/? [1:14:45<00:00,  2.40it/s]
Epoch 0: |          | 10781/? [1:14:45<00:00,  2.40it/s]
Epoch 0: |          | 10782/? [1:14:46<00:00,  2.40it/s]
Epoch 0: |          | 10782/? [1:14:46<00:00,  2.40it/s]
Epoch 0: |          | 10783/? [1:14:46<00:00,  2.40it/s]
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Epoch 0: |          | 10784/? [1:14:47<00:00,  2.40it/s]
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Epoch 0: |          | 10785/? [1:14:47<00:00,  2.40it/s]
Epoch 0: |          | 10785/? [1:14:47<00:00,  2.40it/s]
Epoch 0: |          | 10786/? [1:14:47<00:00,  2.40it/s]
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Epoch 0: |          | 10787/? [1:14:48<00:00,  2.40it/s]
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Epoch 0: |          | 10788/? [1:14:48<00:00,  2.40it/s]
Epoch 0: |          | 10788/? [1:14:48<00:00,  2.40it/s]
Epoch 0: |          | 10789/? [1:14:49<00:00,  2.40it/s]
Epoch 0: |          | 10789/? [1:14:49<00:00,  2.40it/s]
Epoch 0: |          | 10790/? [1:14:49<00:00,  2.40it/s]
Epoch 0: |          | 10790/? [1:14:49<00:00,  2.40it/s]
Epoch 0: |          | 10791/? [1:14:49<00:00,  2.40it/s]
Epoch 0: |          | 10791/? [1:14:49<00:00,  2.40it/s]
Epoch 0: |          | 10792/? [1:14:50<00:00,  2.40it/s]
Epoch 0: |          | 10792/? [1:14:50<00:00,  2.40it/s]
Epoch 0: |          | 10793/? [1:14:50<00:00,  2.40it/s]
Epoch 0: |          | 10793/? [1:14:50<00:00,  2.40it/s]
Epoch 0: |          | 10794/? [1:14:51<00:00,  2.40it/s]
Epoch 0: |          | 10794/? [1:14:51<00:00,  2.40it/s]
Epoch 0: |          | 10795/? [1:14:51<00:00,  2.40it/s]
Epoch 0: |          | 10795/? [1:14:51<00:00,  2.40it/s]
Epoch 0: |          | 10796/? [1:14:51<00:00,  2.40it/s]
Epoch 0: |          | 10796/? [1:14:51<00:00,  2.40it/s]
Epoch 0: |          | 10797/? [1:14:52<00:00,  2.40it/s]
Epoch 0: |          | 10797/? [1:14:52<00:00,  2.40it/s]
Epoch 0: |          | 10798/? [1:14:52<00:00,  2.40it/s]
Epoch 0: |          | 10798/? [1:14:52<00:00,  2.40it/s]
Epoch 0: |          | 10799/? [1:14:53<00:00,  2.40it/s]
Epoch 0: |          | 10799/? [1:14:53<00:00,  2.40it/s]
Epoch 0: |          | 10800/? [1:14:53<00:00,  2.40it/s]
Epoch 0: |          | 10800/? [1:14:53<00:00,  2.40it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.83it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.71it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.92it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.89it/s][A
[A
Epoch 0: |          | 10800/? [1:14:53<00:00,  2.40it/s]
Epoch 0: |          | 10801/? [1:14:54<00:00,  2.40it/s]
Epoch 0: |          | 10801/? [1:14:54<00:00,  2.40it/s]
Epoch 0: |          | 10802/? [1:14:54<00:00,  2.40it/s]
Epoch 0: |          | 10802/? [1:14:54<00:00,  2.40it/s]
Epoch 0: |          | 10803/? [1:14:55<00:00,  2.40it/s]
Epoch 0: |          | 10803/? [1:14:55<00:00,  2.40it/s]
Epoch 0: |          | 10804/? [1:14:55<00:00,  2.40it/s]
Epoch 0: |          | 10804/? [1:14:55<00:00,  2.40it/s]
Epoch 0: |          | 10805/? [1:14:56<00:00,  2.40it/s]
Epoch 0: |          | 10805/? [1:14:56<00:00,  2.40it/s]
Epoch 0: |          | 10806/? [1:14:56<00:00,  2.40it/s]
Epoch 0: |          | 10806/? [1:14:56<00:00,  2.40it/s]
Epoch 0: |          | 10807/? [1:14:56<00:00,  2.40it/s]
Epoch 0: |          | 10807/? [1:14:56<00:00,  2.40it/s]
Epoch 0: |          | 10808/? [1:14:57<00:00,  2.40it/s]
Epoch 0: |          | 10808/? [1:14:57<00:00,  2.40it/s]
Epoch 0: |          | 10809/? [1:14:57<00:00,  2.40it/s]
Epoch 0: |          | 10809/? [1:14:57<00:00,  2.40it/s]
Epoch 0: |          | 10810/? [1:14:58<00:00,  2.40it/s]
Epoch 0: |          | 10810/? [1:14:58<00:00,  2.40it/s]
Epoch 0: |          | 10811/? [1:14:58<00:00,  2.40it/s]
Epoch 0: |          | 10811/? [1:14:58<00:00,  2.40it/s]
Epoch 0: |          | 10812/? [1:14:58<00:00,  2.40it/s]
Epoch 0: |          | 10812/? [1:14:58<00:00,  2.40it/s]
Epoch 0: |          | 10813/? [1:14:59<00:00,  2.40it/s]
Epoch 0: |          | 10813/? [1:14:59<00:00,  2.40it/s]
Epoch 0: |          | 10814/? [1:14:59<00:00,  2.40it/s]
Epoch 0: |          | 10814/? [1:14:59<00:00,  2.40it/s]
Epoch 0: |          | 10815/? [1:15:00<00:00,  2.40it/s]
Epoch 0: |          | 10815/? [1:15:00<00:00,  2.40it/s]
Epoch 0: |          | 10816/? [1:15:00<00:00,  2.40it/s]
Epoch 0: |          | 10816/? [1:15:00<00:00,  2.40it/s]
Epoch 0: |          | 10817/? [1:15:00<00:00,  2.40it/s]
Epoch 0: |          | 10817/? [1:15:00<00:00,  2.40it/s]
Epoch 0: |          | 10818/? [1:15:01<00:00,  2.40it/s]
Epoch 0: |          | 10818/? [1:15:01<00:00,  2.40it/s]
Epoch 0: |          | 10819/? [1:15:01<00:00,  2.40it/s]
Epoch 0: |          | 10819/? [1:15:01<00:00,  2.40it/s]
Epoch 0: |          | 10820/? [1:15:02<00:00,  2.40it/s]
Epoch 0: |          | 10820/? [1:15:02<00:00,  2.40it/s]
Epoch 0: |          | 10821/? [1:15:02<00:00,  2.40it/s]
Epoch 0: |          | 10821/? [1:15:02<00:00,  2.40it/s]
Epoch 0: |          | 10822/? [1:15:02<00:00,  2.40it/s]
Epoch 0: |          | 10822/? [1:15:02<00:00,  2.40it/s]
Epoch 0: |          | 10823/? [1:15:03<00:00,  2.40it/s]
Epoch 0: |          | 10823/? [1:15:03<00:00,  2.40it/s]
Epoch 0: |          | 10824/? [1:15:03<00:00,  2.40it/s]
Epoch 0: |          | 10824/? [1:15:03<00:00,  2.40it/s]
Epoch 0: |          | 10825/? [1:15:04<00:00,  2.40it/s]
Epoch 0: |          | 10825/? [1:15:04<00:00,  2.40it/s]
Epoch 0: |          | 10826/? [1:15:04<00:00,  2.40it/s]
Epoch 0: |          | 10826/? [1:15:04<00:00,  2.40it/s]
Epoch 0: |          | 10827/? [1:15:04<00:00,  2.40it/s]
Epoch 0: |          | 10827/? [1:15:04<00:00,  2.40it/s]
Epoch 0: |          | 10828/? [1:15:05<00:00,  2.40it/s]
Epoch 0: |          | 10828/? [1:15:05<00:00,  2.40it/s]
Epoch 0: |          | 10829/? [1:15:05<00:00,  2.40it/s]
Epoch 0: |          | 10829/? [1:15:05<00:00,  2.40it/s]
Epoch 0: |          | 10830/? [1:15:06<00:00,  2.40it/s]
Epoch 0: |          | 10830/? [1:15:06<00:00,  2.40it/s]
Epoch 0: |          | 10831/? [1:15:06<00:00,  2.40it/s]
Epoch 0: |          | 10831/? [1:15:06<00:00,  2.40it/s]
Epoch 0: |          | 10832/? [1:15:06<00:00,  2.40it/s]
Epoch 0: |          | 10832/? [1:15:06<00:00,  2.40it/s]
Epoch 0: |          | 10833/? [1:15:07<00:00,  2.40it/s]
Epoch 0: |          | 10833/? [1:15:07<00:00,  2.40it/s]
Epoch 0: |          | 10834/? [1:15:07<00:00,  2.40it/s]
Epoch 0: |          | 10834/? [1:15:07<00:00,  2.40it/s]
Epoch 0: |          | 10835/? [1:15:08<00:00,  2.40it/s]
Epoch 0: |          | 10835/? [1:15:08<00:00,  2.40it/s]
Epoch 0: |          | 10836/? [1:15:08<00:00,  2.40it/s]
Epoch 0: |          | 10836/? [1:15:08<00:00,  2.40it/s]
Epoch 0: |          | 10837/? [1:15:09<00:00,  2.40it/s]
Epoch 0: |          | 10837/? [1:15:09<00:00,  2.40it/s]
Epoch 0: |          | 10838/? [1:15:09<00:00,  2.40it/s]
Epoch 0: |          | 10838/? [1:15:09<00:00,  2.40it/s]
Epoch 0: |          | 10839/? [1:15:09<00:00,  2.40it/s]
Epoch 0: |          | 10839/? [1:15:09<00:00,  2.40it/s]
Epoch 0: |          | 10840/? [1:15:10<00:00,  2.40it/s]
Epoch 0: |          | 10840/? [1:15:10<00:00,  2.40it/s]
Epoch 0: |          | 10841/? [1:15:10<00:00,  2.40it/s]
Epoch 0: |          | 10841/? [1:15:10<00:00,  2.40it/s]
Epoch 0: |          | 10842/? [1:15:10<00:00,  2.40it/s]
Epoch 0: |          | 10842/? [1:15:10<00:00,  2.40it/s]
Epoch 0: |          | 10843/? [1:15:11<00:00,  2.40it/s]
Epoch 0: |          | 10843/? [1:15:11<00:00,  2.40it/s]
Epoch 0: |          | 10844/? [1:15:11<00:00,  2.40it/s]
Epoch 0: |          | 10844/? [1:15:11<00:00,  2.40it/s]
Epoch 0: |          | 10845/? [1:15:12<00:00,  2.40it/s]
Epoch 0: |          | 10845/? [1:15:12<00:00,  2.40it/s]
Epoch 0: |          | 10846/? [1:15:12<00:00,  2.40it/s]
Epoch 0: |          | 10846/? [1:15:12<00:00,  2.40it/s]
Epoch 0: |          | 10847/? [1:15:12<00:00,  2.40it/s]
Epoch 0: |          | 10847/? [1:15:12<00:00,  2.40it/s]
Epoch 0: |          | 10848/? [1:15:13<00:00,  2.40it/s]
Epoch 0: |          | 10848/? [1:15:13<00:00,  2.40it/s]
Epoch 0: |          | 10849/? [1:15:13<00:00,  2.40it/s]
Epoch 0: |          | 10849/? [1:15:13<00:00,  2.40it/s]
Epoch 0: |          | 10850/? [1:15:14<00:00,  2.40it/s]
Epoch 0: |          | 10850/? [1:15:14<00:00,  2.40it/s]
Epoch 0: |          | 10851/? [1:15:14<00:00,  2.40it/s]
Epoch 0: |          | 10851/? [1:15:14<00:00,  2.40it/s]
Epoch 0: |          | 10852/? [1:15:14<00:00,  2.40it/s]
Epoch 0: |          | 10852/? [1:15:14<00:00,  2.40it/s]
Epoch 0: |          | 10853/? [1:15:15<00:00,  2.40it/s]
Epoch 0: |          | 10853/? [1:15:15<00:00,  2.40it/s]
Epoch 0: |          | 10854/? [1:15:15<00:00,  2.40it/s]
Epoch 0: |          | 10854/? [1:15:15<00:00,  2.40it/s]
Epoch 0: |          | 10855/? [1:15:16<00:00,  2.40it/s]
Epoch 0: |          | 10855/? [1:15:16<00:00,  2.40it/s]
Epoch 0: |          | 10856/? [1:15:16<00:00,  2.40it/s]
Epoch 0: |          | 10856/? [1:15:16<00:00,  2.40it/s]
Epoch 0: |          | 10857/? [1:15:16<00:00,  2.40it/s]
Epoch 0: |          | 10857/? [1:15:16<00:00,  2.40it/s]
Epoch 0: |          | 10858/? [1:15:17<00:00,  2.40it/s]
Epoch 0: |          | 10858/? [1:15:17<00:00,  2.40it/s]
Epoch 0: |          | 10859/? [1:15:17<00:00,  2.40it/s]
Epoch 0: |          | 10859/? [1:15:17<00:00,  2.40it/s]
Epoch 0: |          | 10860/? [1:15:18<00:00,  2.40it/s]
Epoch 0: |          | 10860/? [1:15:18<00:00,  2.40it/s]
Epoch 0: |          | 10861/? [1:15:18<00:00,  2.40it/s]
Epoch 0: |          | 10861/? [1:15:18<00:00,  2.40it/s]
Epoch 0: |          | 10862/? [1:15:18<00:00,  2.40it/s]
Epoch 0: |          | 10862/? [1:15:18<00:00,  2.40it/s]
Epoch 0: |          | 10863/? [1:15:19<00:00,  2.40it/s]
Epoch 0: |          | 10863/? [1:15:19<00:00,  2.40it/s]
Epoch 0: |          | 10864/? [1:15:19<00:00,  2.40it/s]
Epoch 0: |          | 10864/? [1:15:19<00:00,  2.40it/s]
Epoch 0: |          | 10865/? [1:15:20<00:00,  2.40it/s]
Epoch 0: |          | 10865/? [1:15:20<00:00,  2.40it/s]
Epoch 0: |          | 10866/? [1:15:20<00:00,  2.40it/s]
Epoch 0: |          | 10866/? [1:15:20<00:00,  2.40it/s]
Epoch 0: |          | 10867/? [1:15:21<00:00,  2.40it/s]
Epoch 0: |          | 10867/? [1:15:21<00:00,  2.40it/s]
Epoch 0: |          | 10868/? [1:15:21<00:00,  2.40it/s]
Epoch 0: |          | 10868/? [1:15:21<00:00,  2.40it/s]
Epoch 0: |          | 10869/? [1:15:21<00:00,  2.40it/s]
Epoch 0: |          | 10869/? [1:15:21<00:00,  2.40it/s]
Epoch 0: |          | 10870/? [1:15:22<00:00,  2.40it/s]
Epoch 0: |          | 10870/? [1:15:22<00:00,  2.40it/s]
Epoch 0: |          | 10871/? [1:15:22<00:00,  2.40it/s]
Epoch 0: |          | 10871/? [1:15:22<00:00,  2.40it/s]
Epoch 0: |          | 10872/? [1:15:23<00:00,  2.40it/s]
Epoch 0: |          | 10872/? [1:15:23<00:00,  2.40it/s]
Epoch 0: |          | 10873/? [1:15:23<00:00,  2.40it/s]
Epoch 0: |          | 10873/? [1:15:23<00:00,  2.40it/s]
Epoch 0: |          | 10874/? [1:15:23<00:00,  2.40it/s]
Epoch 0: |          | 10874/? [1:15:23<00:00,  2.40it/s]
Epoch 0: |          | 10875/? [1:15:24<00:00,  2.40it/s]
Epoch 0: |          | 10875/? [1:15:24<00:00,  2.40it/s]
Epoch 0: |          | 10876/? [1:15:24<00:00,  2.40it/s]
Epoch 0: |          | 10876/? [1:15:24<00:00,  2.40it/s]
Epoch 0: |          | 10877/? [1:15:25<00:00,  2.40it/s]
Epoch 0: |          | 10877/? [1:15:25<00:00,  2.40it/s]
Epoch 0: |          | 10878/? [1:15:25<00:00,  2.40it/s]
Epoch 0: |          | 10878/? [1:15:25<00:00,  2.40it/s]
Epoch 0: |          | 10879/? [1:15:25<00:00,  2.40it/s]
Epoch 0: |          | 10879/? [1:15:25<00:00,  2.40it/s]
Epoch 0: |          | 10880/? [1:15:26<00:00,  2.40it/s]
Epoch 0: |          | 10880/? [1:15:26<00:00,  2.40it/s]
Epoch 0: |          | 10881/? [1:15:26<00:00,  2.40it/s]
Epoch 0: |          | 10881/? [1:15:26<00:00,  2.40it/s]
Epoch 0: |          | 10882/? [1:15:27<00:00,  2.40it/s]
Epoch 0: |          | 10882/? [1:15:27<00:00,  2.40it/s]
Epoch 0: |          | 10883/? [1:15:27<00:00,  2.40it/s]
Epoch 0: |          | 10883/? [1:15:27<00:00,  2.40it/s]
Epoch 0: |          | 10884/? [1:15:27<00:00,  2.40it/s]
Epoch 0: |          | 10884/? [1:15:27<00:00,  2.40it/s]
Epoch 0: |          | 10885/? [1:15:28<00:00,  2.40it/s]
Epoch 0: |          | 10885/? [1:15:28<00:00,  2.40it/s]
Epoch 0: |          | 10886/? [1:15:28<00:00,  2.40it/s]
Epoch 0: |          | 10886/? [1:15:28<00:00,  2.40it/s]
Epoch 0: |          | 10887/? [1:15:29<00:00,  2.40it/s]
Epoch 0: |          | 10887/? [1:15:29<00:00,  2.40it/s]
Epoch 0: |          | 10888/? [1:15:29<00:00,  2.40it/s]
Epoch 0: |          | 10888/? [1:15:29<00:00,  2.40it/s]
Epoch 0: |          | 10889/? [1:15:30<00:00,  2.40it/s]
Epoch 0: |          | 10889/? [1:15:30<00:00,  2.40it/s]
Epoch 0: |          | 10890/? [1:15:30<00:00,  2.40it/s]
Epoch 0: |          | 10890/? [1:15:30<00:00,  2.40it/s]
Epoch 0: |          | 10891/? [1:15:30<00:00,  2.40it/s]
Epoch 0: |          | 10891/? [1:15:30<00:00,  2.40it/s]
Epoch 0: |          | 10892/? [1:15:31<00:00,  2.40it/s]
Epoch 0: |          | 10892/? [1:15:31<00:00,  2.40it/s]
Epoch 0: |          | 10893/? [1:15:31<00:00,  2.40it/s]
Epoch 0: |          | 10893/? [1:15:31<00:00,  2.40it/s]
Epoch 0: |          | 10894/? [1:15:32<00:00,  2.40it/s]
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Epoch 0: |          | 10895/? [1:15:32<00:00,  2.40it/s]
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Epoch 0: |          | 10896/? [1:15:33<00:00,  2.40it/s]
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Epoch 0: |          | 10898/? [1:15:33<00:00,  2.40it/s]
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Epoch 0: |          | 10899/? [1:15:34<00:00,  2.40it/s]
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Epoch 0: |          | 10900/? [1:15:34<00:00,  2.40it/s]
Epoch 0: |          | 10900/? [1:15:34<00:00,  2.40it/s]
Epoch 0: |          | 10901/? [1:15:35<00:00,  2.40it/s]
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Epoch 0: |          | 10902/? [1:15:35<00:00,  2.40it/s]
Epoch 0: |          | 10902/? [1:15:35<00:00,  2.40it/s]
Epoch 0: |          | 10903/? [1:15:35<00:00,  2.40it/s]
Epoch 0: |          | 10903/? [1:15:35<00:00,  2.40it/s]
Epoch 0: |          | 10904/? [1:15:36<00:00,  2.40it/s]
Epoch 0: |          | 10904/? [1:15:36<00:00,  2.40it/s]
Epoch 0: |          | 10905/? [1:15:36<00:00,  2.40it/s]
Epoch 0: |          | 10905/? [1:15:36<00:00,  2.40it/s]
Epoch 0: |          | 10906/? [1:15:37<00:00,  2.40it/s]
Epoch 0: |          | 10906/? [1:15:37<00:00,  2.40it/s]
Epoch 0: |          | 10907/? [1:15:37<00:00,  2.40it/s]
Epoch 0: |          | 10907/? [1:15:37<00:00,  2.40it/s]
Epoch 0: |          | 10908/? [1:15:38<00:00,  2.40it/s]
Epoch 0: |          | 10908/? [1:15:38<00:00,  2.40it/s]
Epoch 0: |          | 10909/? [1:15:38<00:00,  2.40it/s]
Epoch 0: |          | 10909/? [1:15:38<00:00,  2.40it/s]
Epoch 0: |          | 10910/? [1:15:38<00:00,  2.40it/s]
Epoch 0: |          | 10910/? [1:15:38<00:00,  2.40it/s]
Epoch 0: |          | 10911/? [1:15:39<00:00,  2.40it/s]
Epoch 0: |          | 10911/? [1:15:39<00:00,  2.40it/s]
Epoch 0: |          | 10912/? [1:15:39<00:00,  2.40it/s]
Epoch 0: |          | 10912/? [1:15:39<00:00,  2.40it/s]
Epoch 0: |          | 10913/? [1:15:40<00:00,  2.40it/s]
Epoch 0: |          | 10913/? [1:15:40<00:00,  2.40it/s]
Epoch 0: |          | 10914/? [1:15:40<00:00,  2.40it/s]
Epoch 0: |          | 10914/? [1:15:40<00:00,  2.40it/s]
Epoch 0: |          | 10915/? [1:15:40<00:00,  2.40it/s]
Epoch 0: |          | 10915/? [1:15:40<00:00,  2.40it/s]
Epoch 0: |          | 10916/? [1:15:41<00:00,  2.40it/s]
Epoch 0: |          | 10916/? [1:15:41<00:00,  2.40it/s]
Epoch 0: |          | 10917/? [1:15:41<00:00,  2.40it/s]
Epoch 0: |          | 10917/? [1:15:41<00:00,  2.40it/s]
Epoch 0: |          | 10918/? [1:15:42<00:00,  2.40it/s]
Epoch 0: |          | 10918/? [1:15:42<00:00,  2.40it/s]
Epoch 0: |          | 10919/? [1:15:42<00:00,  2.40it/s]
Epoch 0: |          | 10919/? [1:15:42<00:00,  2.40it/s]
Epoch 0: |          | 10920/? [1:15:42<00:00,  2.40it/s]
Epoch 0: |          | 10920/? [1:15:42<00:00,  2.40it/s]
Epoch 0: |          | 10921/? [1:15:43<00:00,  2.40it/s]
Epoch 0: |          | 10921/? [1:15:43<00:00,  2.40it/s]
Epoch 0: |          | 10922/? [1:15:43<00:00,  2.40it/s]
Epoch 0: |          | 10922/? [1:15:43<00:00,  2.40it/s]
Epoch 0: |          | 10923/? [1:15:44<00:00,  2.40it/s]
Epoch 0: |          | 10923/? [1:15:44<00:00,  2.40it/s]
Epoch 0: |          | 10924/? [1:15:44<00:00,  2.40it/s]
Epoch 0: |          | 10924/? [1:15:44<00:00,  2.40it/s]
Epoch 0: |          | 10925/? [1:15:44<00:00,  2.40it/s]
Epoch 0: |          | 10925/? [1:15:44<00:00,  2.40it/s]
Epoch 0: |          | 10926/? [1:15:45<00:00,  2.40it/s]
Epoch 0: |          | 10926/? [1:15:45<00:00,  2.40it/s]
Epoch 0: |          | 10927/? [1:15:45<00:00,  2.40it/s]
Epoch 0: |          | 10927/? [1:15:45<00:00,  2.40it/s]
Epoch 0: |          | 10928/? [1:15:46<00:00,  2.40it/s]
Epoch 0: |          | 10928/? [1:15:46<00:00,  2.40it/s]
Epoch 0: |          | 10929/? [1:15:46<00:00,  2.40it/s]
Epoch 0: |          | 10929/? [1:15:46<00:00,  2.40it/s]
Epoch 0: |          | 10930/? [1:15:46<00:00,  2.40it/s]
Epoch 0: |          | 10930/? [1:15:46<00:00,  2.40it/s]
Epoch 0: |          | 10931/? [1:15:47<00:00,  2.40it/s]
Epoch 0: |          | 10931/? [1:15:47<00:00,  2.40it/s]
Epoch 0: |          | 10932/? [1:15:47<00:00,  2.40it/s]
Epoch 0: |          | 10932/? [1:15:47<00:00,  2.40it/s]
Epoch 0: |          | 10933/? [1:15:48<00:00,  2.40it/s]
Epoch 0: |          | 10933/? [1:15:48<00:00,  2.40it/s]
Epoch 0: |          | 10934/? [1:15:48<00:00,  2.40it/s]
Epoch 0: |          | 10934/? [1:15:48<00:00,  2.40it/s]
Epoch 0: |          | 10935/? [1:15:49<00:00,  2.40it/s]
Epoch 0: |          | 10935/? [1:15:49<00:00,  2.40it/s]
Epoch 0: |          | 10936/? [1:15:49<00:00,  2.40it/s]
Epoch 0: |          | 10936/? [1:15:49<00:00,  2.40it/s]
Epoch 0: |          | 10937/? [1:15:49<00:00,  2.40it/s]
Epoch 0: |          | 10937/? [1:15:49<00:00,  2.40it/s]
Epoch 0: |          | 10938/? [1:15:50<00:00,  2.40it/s]
Epoch 0: |          | 10938/? [1:15:50<00:00,  2.40it/s]
Epoch 0: |          | 10939/? [1:15:50<00:00,  2.40it/s]
Epoch 0: |          | 10939/? [1:15:50<00:00,  2.40it/s]
Epoch 0: |          | 10940/? [1:15:50<00:00,  2.40it/s]
Epoch 0: |          | 10940/? [1:15:50<00:00,  2.40it/s]
Epoch 0: |          | 10941/? [1:15:51<00:00,  2.40it/s]
Epoch 0: |          | 10941/? [1:15:51<00:00,  2.40it/s]
Epoch 0: |          | 10942/? [1:15:51<00:00,  2.40it/s]
Epoch 0: |          | 10942/? [1:15:51<00:00,  2.40it/s]
Epoch 0: |          | 10943/? [1:15:52<00:00,  2.40it/s]
Epoch 0: |          | 10943/? [1:15:52<00:00,  2.40it/s]
Epoch 0: |          | 10944/? [1:15:52<00:00,  2.40it/s]
Epoch 0: |          | 10944/? [1:15:52<00:00,  2.40it/s]
Epoch 0: |          | 10945/? [1:15:52<00:00,  2.40it/s]
Epoch 0: |          | 10945/? [1:15:52<00:00,  2.40it/s]
Epoch 0: |          | 10946/? [1:15:53<00:00,  2.40it/s]
Epoch 0: |          | 10946/? [1:15:53<00:00,  2.40it/s]
Epoch 0: |          | 10947/? [1:15:53<00:00,  2.40it/s]
Epoch 0: |          | 10947/? [1:15:53<00:00,  2.40it/s]
Epoch 0: |          | 10948/? [1:15:54<00:00,  2.40it/s]
Epoch 0: |          | 10948/? [1:15:54<00:00,  2.40it/s]
Epoch 0: |          | 10949/? [1:15:54<00:00,  2.40it/s]
Epoch 0: |          | 10949/? [1:15:54<00:00,  2.40it/s]
Epoch 0: |          | 10950/? [1:15:55<00:00,  2.40it/s]
Epoch 0: |          | 10950/? [1:15:55<00:00,  2.40it/s]
Epoch 0: |          | 10951/? [1:15:55<00:00,  2.40it/s]
Epoch 0: |          | 10951/? [1:15:55<00:00,  2.40it/s]
Epoch 0: |          | 10952/? [1:15:55<00:00,  2.40it/s]
Epoch 0: |          | 10952/? [1:15:55<00:00,  2.40it/s]
Epoch 0: |          | 10953/? [1:15:56<00:00,  2.40it/s]
Epoch 0: |          | 10953/? [1:15:56<00:00,  2.40it/s]
Epoch 0: |          | 10954/? [1:15:56<00:00,  2.40it/s]
Epoch 0: |          | 10954/? [1:15:56<00:00,  2.40it/s]
Epoch 0: |          | 10955/? [1:15:56<00:00,  2.40it/s]
Epoch 0: |          | 10955/? [1:15:56<00:00,  2.40it/s]
Epoch 0: |          | 10956/? [1:15:57<00:00,  2.40it/s]
Epoch 0: |          | 10956/? [1:15:57<00:00,  2.40it/s]
Epoch 0: |          | 10957/? [1:15:57<00:00,  2.40it/s]
Epoch 0: |          | 10957/? [1:15:57<00:00,  2.40it/s]
Epoch 0: |          | 10958/? [1:15:58<00:00,  2.40it/s]
Epoch 0: |          | 10958/? [1:15:58<00:00,  2.40it/s]
Epoch 0: |          | 10959/? [1:15:58<00:00,  2.40it/s]
Epoch 0: |          | 10959/? [1:15:58<00:00,  2.40it/s]
Epoch 0: |          | 10960/? [1:15:58<00:00,  2.40it/s]
Epoch 0: |          | 10960/? [1:15:58<00:00,  2.40it/s]
Epoch 0: |          | 10961/? [1:15:59<00:00,  2.40it/s]
Epoch 0: |          | 10961/? [1:15:59<00:00,  2.40it/s]
Epoch 0: |          | 10962/? [1:15:59<00:00,  2.40it/s]
Epoch 0: |          | 10962/? [1:15:59<00:00,  2.40it/s]
Epoch 0: |          | 10963/? [1:16:00<00:00,  2.40it/s]
Epoch 0: |          | 10963/? [1:16:00<00:00,  2.40it/s]
Epoch 0: |          | 10964/? [1:16:00<00:00,  2.40it/s]
Epoch 0: |          | 10964/? [1:16:00<00:00,  2.40it/s]
Epoch 0: |          | 10965/? [1:16:00<00:00,  2.40it/s]
Epoch 0: |          | 10965/? [1:16:00<00:00,  2.40it/s]
Epoch 0: |          | 10966/? [1:16:01<00:00,  2.40it/s]
Epoch 0: |          | 10966/? [1:16:01<00:00,  2.40it/s]
Epoch 0: |          | 10967/? [1:16:01<00:00,  2.40it/s]
Epoch 0: |          | 10967/? [1:16:01<00:00,  2.40it/s]
Epoch 0: |          | 10968/? [1:16:02<00:00,  2.40it/s]
Epoch 0: |          | 10968/? [1:16:02<00:00,  2.40it/s]
Epoch 0: |          | 10969/? [1:16:02<00:00,  2.40it/s]
Epoch 0: |          | 10969/? [1:16:02<00:00,  2.40it/s]
Epoch 0: |          | 10970/? [1:16:02<00:00,  2.40it/s]
Epoch 0: |          | 10970/? [1:16:02<00:00,  2.40it/s]
Epoch 0: |          | 10971/? [1:16:03<00:00,  2.40it/s]
Epoch 0: |          | 10971/? [1:16:03<00:00,  2.40it/s]
Epoch 0: |          | 10972/? [1:16:03<00:00,  2.40it/s]
Epoch 0: |          | 10972/? [1:16:03<00:00,  2.40it/s]
Epoch 0: |          | 10973/? [1:16:04<00:00,  2.40it/s]
Epoch 0: |          | 10973/? [1:16:04<00:00,  2.40it/s]
Epoch 0: |          | 10974/? [1:16:04<00:00,  2.40it/s]
Epoch 0: |          | 10974/? [1:16:04<00:00,  2.40it/s]
Epoch 0: |          | 10975/? [1:16:04<00:00,  2.40it/s]
Epoch 0: |          | 10975/? [1:16:04<00:00,  2.40it/s]
Epoch 0: |          | 10976/? [1:16:05<00:00,  2.40it/s]
Epoch 0: |          | 10976/? [1:16:05<00:00,  2.40it/s]
Epoch 0: |          | 10977/? [1:16:05<00:00,  2.40it/s]
Epoch 0: |          | 10977/? [1:16:05<00:00,  2.40it/s]
Epoch 0: |          | 10978/? [1:16:06<00:00,  2.40it/s]
Epoch 0: |          | 10978/? [1:16:06<00:00,  2.40it/s]
Epoch 0: |          | 10979/? [1:16:06<00:00,  2.40it/s]
Epoch 0: |          | 10979/? [1:16:06<00:00,  2.40it/s]
Epoch 0: |          | 10980/? [1:16:06<00:00,  2.40it/s]
Epoch 0: |          | 10980/? [1:16:06<00:00,  2.40it/s]
Epoch 0: |          | 10981/? [1:16:07<00:00,  2.40it/s]
Epoch 0: |          | 10981/? [1:16:07<00:00,  2.40it/s]
Epoch 0: |          | 10982/? [1:16:07<00:00,  2.40it/s]
Epoch 0: |          | 10982/? [1:16:07<00:00,  2.40it/s]
Epoch 0: |          | 10983/? [1:16:08<00:00,  2.40it/s]
Epoch 0: |          | 10983/? [1:16:08<00:00,  2.40it/s]
Epoch 0: |          | 10984/? [1:16:08<00:00,  2.40it/s]
Epoch 0: |          | 10984/? [1:16:08<00:00,  2.40it/s]
Epoch 0: |          | 10985/? [1:16:08<00:00,  2.40it/s]
Epoch 0: |          | 10985/? [1:16:08<00:00,  2.40it/s]
Epoch 0: |          | 10986/? [1:16:09<00:00,  2.40it/s]
Epoch 0: |          | 10986/? [1:16:09<00:00,  2.40it/s]
Epoch 0: |          | 10987/? [1:16:09<00:00,  2.40it/s]
Epoch 0: |          | 10987/? [1:16:09<00:00,  2.40it/s]
Epoch 0: |          | 10988/? [1:16:10<00:00,  2.40it/s]
Epoch 0: |          | 10988/? [1:16:10<00:00,  2.40it/s]
Epoch 0: |          | 10989/? [1:16:10<00:00,  2.40it/s]
Epoch 0: |          | 10989/? [1:16:10<00:00,  2.40it/s]
Epoch 0: |          | 10990/? [1:16:10<00:00,  2.40it/s]
Epoch 0: |          | 10990/? [1:16:10<00:00,  2.40it/s]
Epoch 0: |          | 10991/? [1:16:11<00:00,  2.40it/s]
Epoch 0: |          | 10991/? [1:16:11<00:00,  2.40it/s]
Epoch 0: |          | 10992/? [1:16:11<00:00,  2.40it/s]
Epoch 0: |          | 10992/? [1:16:11<00:00,  2.40it/s]
Epoch 0: |          | 10993/? [1:16:12<00:00,  2.40it/s]
Epoch 0: |          | 10993/? [1:16:12<00:00,  2.40it/s]
Epoch 0: |          | 10994/? [1:16:12<00:00,  2.40it/s]
Epoch 0: |          | 10994/? [1:16:12<00:00,  2.40it/s]
Epoch 0: |          | 10995/? [1:16:13<00:00,  2.40it/s]
Epoch 0: |          | 10995/? [1:16:13<00:00,  2.40it/s]
Epoch 0: |          | 10996/? [1:16:13<00:00,  2.40it/s]
Epoch 0: |          | 10996/? [1:16:13<00:00,  2.40it/s]
Epoch 0: |          | 10997/? [1:16:13<00:00,  2.40it/s]
Epoch 0: |          | 10997/? [1:16:13<00:00,  2.40it/s]
Epoch 0: |          | 10998/? [1:16:14<00:00,  2.40it/s]
Epoch 0: |          | 10998/? [1:16:14<00:00,  2.40it/s]
Epoch 0: |          | 10999/? [1:16:14<00:00,  2.40it/s]
Epoch 0: |          | 10999/? [1:16:14<00:00,  2.40it/s]
Epoch 0: |          | 11000/? [1:16:15<00:00,  2.40it/s]
Epoch 0: |          | 11000/? [1:16:15<00:00,  2.40it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.96it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.61it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.34it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00, 10.27it/s][A
[A
Epoch 0: |          | 11000/? [1:16:15<00:00,  2.40it/s]
Epoch 0: |          | 11001/? [1:16:15<00:00,  2.40it/s]
Epoch 0: |          | 11001/? [1:16:15<00:00,  2.40it/s]
Epoch 0: |          | 11002/? [1:16:16<00:00,  2.40it/s]
Epoch 0: |          | 11002/? [1:16:16<00:00,  2.40it/s]
Epoch 0: |          | 11003/? [1:16:16<00:00,  2.40it/s]
Epoch 0: |          | 11003/? [1:16:16<00:00,  2.40it/s]
Epoch 0: |          | 11004/? [1:16:17<00:00,  2.40it/s]
Epoch 0: |          | 11004/? [1:16:17<00:00,  2.40it/s]
Epoch 0: |          | 11005/? [1:16:17<00:00,  2.40it/s]
Epoch 0: |          | 11005/? [1:16:17<00:00,  2.40it/s]
Epoch 0: |          | 11006/? [1:16:18<00:00,  2.40it/s]
Epoch 0: |          | 11006/? [1:16:18<00:00,  2.40it/s]
Epoch 0: |          | 11007/? [1:16:18<00:00,  2.40it/s]
Epoch 0: |          | 11007/? [1:16:18<00:00,  2.40it/s]
Epoch 0: |          | 11008/? [1:16:18<00:00,  2.40it/s]
Epoch 0: |          | 11008/? [1:16:18<00:00,  2.40it/s]
Epoch 0: |          | 11009/? [1:16:19<00:00,  2.40it/s]
Epoch 0: |          | 11009/? [1:16:19<00:00,  2.40it/s]
Epoch 0: |          | 11010/? [1:16:19<00:00,  2.40it/s]
Epoch 0: |          | 11010/? [1:16:19<00:00,  2.40it/s]
Epoch 0: |          | 11011/? [1:16:20<00:00,  2.40it/s]
Epoch 0: |          | 11011/? [1:16:20<00:00,  2.40it/s]
Epoch 0: |          | 11012/? [1:16:20<00:00,  2.40it/s]
Epoch 0: |          | 11012/? [1:16:20<00:00,  2.40it/s]
Epoch 0: |          | 11013/? [1:16:20<00:00,  2.40it/s]
Epoch 0: |          | 11013/? [1:16:20<00:00,  2.40it/s]
Epoch 0: |          | 11014/? [1:16:21<00:00,  2.40it/s]
Epoch 0: |          | 11014/? [1:16:21<00:00,  2.40it/s]
Epoch 0: |          | 11015/? [1:16:21<00:00,  2.40it/s]
Epoch 0: |          | 11015/? [1:16:21<00:00,  2.40it/s]
Epoch 0: |          | 11016/? [1:16:22<00:00,  2.40it/s]
Epoch 0: |          | 11016/? [1:16:22<00:00,  2.40it/s]
Epoch 0: |          | 11017/? [1:16:22<00:00,  2.40it/s]
Epoch 0: |          | 11017/? [1:16:22<00:00,  2.40it/s]
Epoch 0: |          | 11018/? [1:16:23<00:00,  2.40it/s]
Epoch 0: |          | 11018/? [1:16:23<00:00,  2.40it/s]
Epoch 0: |          | 11019/? [1:16:23<00:00,  2.40it/s]
Epoch 0: |          | 11019/? [1:16:23<00:00,  2.40it/s]
Epoch 0: |          | 11020/? [1:16:23<00:00,  2.40it/s]
Epoch 0: |          | 11020/? [1:16:23<00:00,  2.40it/s]
Epoch 0: |          | 11021/? [1:16:24<00:00,  2.40it/s]
Epoch 0: |          | 11021/? [1:16:24<00:00,  2.40it/s]
Epoch 0: |          | 11022/? [1:16:24<00:00,  2.40it/s]
Epoch 0: |          | 11022/? [1:16:24<00:00,  2.40it/s]
Epoch 0: |          | 11023/? [1:16:25<00:00,  2.40it/s]
Epoch 0: |          | 11023/? [1:16:25<00:00,  2.40it/s]
Epoch 0: |          | 11024/? [1:16:25<00:00,  2.40it/s]
Epoch 0: |          | 11024/? [1:16:25<00:00,  2.40it/s]
Epoch 0: |          | 11025/? [1:16:25<00:00,  2.40it/s]
Epoch 0: |          | 11025/? [1:16:25<00:00,  2.40it/s]
Epoch 0: |          | 11026/? [1:16:26<00:00,  2.40it/s]
Epoch 0: |          | 11026/? [1:16:26<00:00,  2.40it/s]
Epoch 0: |          | 11027/? [1:16:26<00:00,  2.40it/s]
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Epoch 0: |          | 11028/? [1:16:27<00:00,  2.40it/s]
Epoch 0: |          | 11028/? [1:16:27<00:00,  2.40it/s]
Epoch 0: |          | 11029/? [1:16:27<00:00,  2.40it/s]
Epoch 0: |          | 11029/? [1:16:27<00:00,  2.40it/s]
Epoch 0: |          | 11030/? [1:16:27<00:00,  2.40it/s]
Epoch 0: |          | 11030/? [1:16:27<00:00,  2.40it/s]
Epoch 0: |          | 11031/? [1:16:28<00:00,  2.40it/s]
Epoch 0: |          | 11031/? [1:16:28<00:00,  2.40it/s]
Epoch 0: |          | 11032/? [1:16:28<00:00,  2.40it/s]
Epoch 0: |          | 11032/? [1:16:28<00:00,  2.40it/s]
Epoch 0: |          | 11033/? [1:16:29<00:00,  2.40it/s]
Epoch 0: |          | 11033/? [1:16:29<00:00,  2.40it/s]
Epoch 0: |          | 11034/? [1:16:29<00:00,  2.40it/s]
Epoch 0: |          | 11034/? [1:16:29<00:00,  2.40it/s]
Epoch 0: |          | 11035/? [1:16:30<00:00,  2.40it/s]
Epoch 0: |          | 11035/? [1:16:30<00:00,  2.40it/s]
Epoch 0: |          | 11036/? [1:16:30<00:00,  2.40it/s]
Epoch 0: |          | 11036/? [1:16:30<00:00,  2.40it/s]
Epoch 0: |          | 11037/? [1:16:30<00:00,  2.40it/s]
Epoch 0: |          | 11037/? [1:16:30<00:00,  2.40it/s]
Epoch 0: |          | 11038/? [1:16:31<00:00,  2.40it/s]
Epoch 0: |          | 11038/? [1:16:31<00:00,  2.40it/s]
Epoch 0: |          | 11039/? [1:16:31<00:00,  2.40it/s]
Epoch 0: |          | 11039/? [1:16:31<00:00,  2.40it/s]
Epoch 0: |          | 11040/? [1:16:32<00:00,  2.40it/s]
Epoch 0: |          | 11040/? [1:16:32<00:00,  2.40it/s]
Epoch 0: |          | 11041/? [1:16:32<00:00,  2.40it/s]
Epoch 0: |          | 11041/? [1:16:32<00:00,  2.40it/s]
Epoch 0: |          | 11042/? [1:16:32<00:00,  2.40it/s]
Epoch 0: |          | 11042/? [1:16:32<00:00,  2.40it/s]
Epoch 0: |          | 11043/? [1:16:33<00:00,  2.40it/s]
Epoch 0: |          | 11043/? [1:16:33<00:00,  2.40it/s]
Epoch 0: |          | 11044/? [1:16:33<00:00,  2.40it/s]
Epoch 0: |          | 11044/? [1:16:33<00:00,  2.40it/s]
Epoch 0: |          | 11045/? [1:16:34<00:00,  2.40it/s]
Epoch 0: |          | 11045/? [1:16:34<00:00,  2.40it/s]
Epoch 0: |          | 11046/? [1:16:34<00:00,  2.40it/s]
Epoch 0: |          | 11046/? [1:16:34<00:00,  2.40it/s]
Epoch 0: |          | 11047/? [1:16:35<00:00,  2.40it/s]
Epoch 0: |          | 11047/? [1:16:35<00:00,  2.40it/s]
Epoch 0: |          | 11048/? [1:16:35<00:00,  2.40it/s]
Epoch 0: |          | 11048/? [1:16:35<00:00,  2.40it/s]
Epoch 0: |          | 11049/? [1:16:35<00:00,  2.40it/s]
Epoch 0: |          | 11049/? [1:16:35<00:00,  2.40it/s]
Epoch 0: |          | 11050/? [1:16:36<00:00,  2.40it/s]
Epoch 0: |          | 11050/? [1:16:36<00:00,  2.40it/s]
Epoch 0: |          | 11051/? [1:16:36<00:00,  2.40it/s]
Epoch 0: |          | 11051/? [1:16:36<00:00,  2.40it/s]
Epoch 0: |          | 11052/? [1:16:37<00:00,  2.40it/s]
Epoch 0: |          | 11052/? [1:16:37<00:00,  2.40it/s]
Epoch 0: |          | 11053/? [1:16:37<00:00,  2.40it/s]
Epoch 0: |          | 11053/? [1:16:37<00:00,  2.40it/s]
Epoch 0: |          | 11054/? [1:16:37<00:00,  2.40it/s]
Epoch 0: |          | 11054/? [1:16:37<00:00,  2.40it/s]
Epoch 0: |          | 11055/? [1:16:38<00:00,  2.40it/s]
Epoch 0: |          | 11055/? [1:16:38<00:00,  2.40it/s]
Epoch 0: |          | 11056/? [1:16:38<00:00,  2.40it/s]
Epoch 0: |          | 11056/? [1:16:38<00:00,  2.40it/s]
Epoch 0: |          | 11057/? [1:16:39<00:00,  2.40it/s]
Epoch 0: |          | 11057/? [1:16:39<00:00,  2.40it/s]
Epoch 0: |          | 11058/? [1:16:39<00:00,  2.40it/s]
Epoch 0: |          | 11058/? [1:16:39<00:00,  2.40it/s]
Epoch 0: |          | 11059/? [1:16:39<00:00,  2.40it/s]
Epoch 0: |          | 11059/? [1:16:39<00:00,  2.40it/s]
Epoch 0: |          | 11060/? [1:16:40<00:00,  2.40it/s]
Epoch 0: |          | 11060/? [1:16:40<00:00,  2.40it/s]
Epoch 0: |          | 11061/? [1:16:40<00:00,  2.40it/s]
Epoch 0: |          | 11061/? [1:16:40<00:00,  2.40it/s]
Epoch 0: |          | 11062/? [1:16:41<00:00,  2.40it/s]
Epoch 0: |          | 11062/? [1:16:41<00:00,  2.40it/s]
Epoch 0: |          | 11063/? [1:16:41<00:00,  2.40it/s]
Epoch 0: |          | 11063/? [1:16:41<00:00,  2.40it/s]
Epoch 0: |          | 11064/? [1:16:42<00:00,  2.40it/s]
Epoch 0: |          | 11064/? [1:16:42<00:00,  2.40it/s]
Epoch 0: |          | 11065/? [1:16:42<00:00,  2.40it/s]
Epoch 0: |          | 11065/? [1:16:42<00:00,  2.40it/s]
Epoch 0: |          | 11066/? [1:16:42<00:00,  2.40it/s]
Epoch 0: |          | 11066/? [1:16:42<00:00,  2.40it/s]
Epoch 0: |          | 11067/? [1:16:43<00:00,  2.40it/s]
Epoch 0: |          | 11067/? [1:16:43<00:00,  2.40it/s]
Epoch 0: |          | 11068/? [1:16:43<00:00,  2.40it/s]
Epoch 0: |          | 11068/? [1:16:43<00:00,  2.40it/s]
Epoch 0: |          | 11069/? [1:16:44<00:00,  2.40it/s]
Epoch 0: |          | 11069/? [1:16:44<00:00,  2.40it/s]
Epoch 0: |          | 11070/? [1:16:44<00:00,  2.40it/s]
Epoch 0: |          | 11070/? [1:16:44<00:00,  2.40it/s]
Epoch 0: |          | 11071/? [1:16:45<00:00,  2.40it/s]
Epoch 0: |          | 11071/? [1:16:45<00:00,  2.40it/s]
Epoch 0: |          | 11072/? [1:16:45<00:00,  2.40it/s]
Epoch 0: |          | 11072/? [1:16:45<00:00,  2.40it/s]
Epoch 0: |          | 11073/? [1:16:45<00:00,  2.40it/s]
Epoch 0: |          | 11073/? [1:16:45<00:00,  2.40it/s]
Epoch 0: |          | 11074/? [1:16:46<00:00,  2.40it/s]
Epoch 0: |          | 11074/? [1:16:46<00:00,  2.40it/s]
Epoch 0: |          | 11075/? [1:16:46<00:00,  2.40it/s]
Epoch 0: |          | 11075/? [1:16:46<00:00,  2.40it/s]
Epoch 0: |          | 11076/? [1:16:46<00:00,  2.40it/s]
Epoch 0: |          | 11076/? [1:16:46<00:00,  2.40it/s]
Epoch 0: |          | 11077/? [1:16:47<00:00,  2.40it/s]
Epoch 0: |          | 11077/? [1:16:47<00:00,  2.40it/s]
Epoch 0: |          | 11078/? [1:16:47<00:00,  2.40it/s]
Epoch 0: |          | 11078/? [1:16:47<00:00,  2.40it/s]
Epoch 0: |          | 11079/? [1:16:48<00:00,  2.40it/s]
Epoch 0: |          | 11079/? [1:16:48<00:00,  2.40it/s]
Epoch 0: |          | 11080/? [1:16:48<00:00,  2.40it/s]
Epoch 0: |          | 11080/? [1:16:48<00:00,  2.40it/s]
Epoch 0: |          | 11081/? [1:16:48<00:00,  2.40it/s]
Epoch 0: |          | 11081/? [1:16:48<00:00,  2.40it/s]
Epoch 0: |          | 11082/? [1:16:49<00:00,  2.40it/s]
Epoch 0: |          | 11082/? [1:16:49<00:00,  2.40it/s]
Epoch 0: |          | 11083/? [1:16:49<00:00,  2.40it/s]
Epoch 0: |          | 11083/? [1:16:49<00:00,  2.40it/s]
Epoch 0: |          | 11084/? [1:16:50<00:00,  2.40it/s]
Epoch 0: |          | 11084/? [1:16:50<00:00,  2.40it/s]
Epoch 0: |          | 11085/? [1:16:50<00:00,  2.40it/s]
Epoch 0: |          | 11085/? [1:16:50<00:00,  2.40it/s]
Epoch 0: |          | 11086/? [1:16:50<00:00,  2.40it/s]
Epoch 0: |          | 11086/? [1:16:50<00:00,  2.40it/s]
Epoch 0: |          | 11087/? [1:16:51<00:00,  2.40it/s]
Epoch 0: |          | 11087/? [1:16:51<00:00,  2.40it/s]
Epoch 0: |          | 11088/? [1:16:51<00:00,  2.40it/s]
Epoch 0: |          | 11088/? [1:16:51<00:00,  2.40it/s]
Epoch 0: |          | 11089/? [1:16:52<00:00,  2.40it/s]
Epoch 0: |          | 11089/? [1:16:52<00:00,  2.40it/s]
Epoch 0: |          | 11090/? [1:16:52<00:00,  2.40it/s]
Epoch 0: |          | 11090/? [1:16:52<00:00,  2.40it/s]
Epoch 0: |          | 11091/? [1:16:52<00:00,  2.40it/s]
Epoch 0: |          | 11091/? [1:16:52<00:00,  2.40it/s]
Epoch 0: |          | 11092/? [1:16:53<00:00,  2.40it/s]
Epoch 0: |          | 11092/? [1:16:53<00:00,  2.40it/s]
Epoch 0: |          | 11093/? [1:16:53<00:00,  2.40it/s]
Epoch 0: |          | 11093/? [1:16:53<00:00,  2.40it/s]
Epoch 0: |          | 11094/? [1:16:54<00:00,  2.40it/s]
Epoch 0: |          | 11094/? [1:16:54<00:00,  2.40it/s]
Epoch 0: |          | 11095/? [1:16:54<00:00,  2.40it/s]
Epoch 0: |          | 11095/? [1:16:54<00:00,  2.40it/s]
Epoch 0: |          | 11096/? [1:16:54<00:00,  2.40it/s]
Epoch 0: |          | 11096/? [1:16:54<00:00,  2.40it/s]
Epoch 0: |          | 11097/? [1:16:55<00:00,  2.40it/s]
Epoch 0: |          | 11097/? [1:16:55<00:00,  2.40it/s]
Epoch 0: |          | 11098/? [1:16:55<00:00,  2.40it/s]
Epoch 0: |          | 11098/? [1:16:55<00:00,  2.40it/s]
Epoch 0: |          | 11099/? [1:16:56<00:00,  2.40it/s]
Epoch 0: |          | 11099/? [1:16:56<00:00,  2.40it/s]
Epoch 0: |          | 11100/? [1:16:56<00:00,  2.40it/s]
Epoch 0: |          | 11100/? [1:16:56<00:00,  2.40it/s]
Epoch 0: |          | 11101/? [1:16:57<00:00,  2.40it/s]
Epoch 0: |          | 11101/? [1:16:57<00:00,  2.40it/s]
Epoch 0: |          | 11102/? [1:16:57<00:00,  2.40it/s]
Epoch 0: |          | 11102/? [1:16:57<00:00,  2.40it/s]
Epoch 0: |          | 11103/? [1:16:57<00:00,  2.40it/s]
Epoch 0: |          | 11103/? [1:16:57<00:00,  2.40it/s]
Epoch 0: |          | 11104/? [1:16:58<00:00,  2.40it/s]
Epoch 0: |          | 11104/? [1:16:58<00:00,  2.40it/s]
Epoch 0: |          | 11105/? [1:16:58<00:00,  2.40it/s]
Epoch 0: |          | 11105/? [1:16:58<00:00,  2.40it/s]
Epoch 0: |          | 11106/? [1:16:59<00:00,  2.40it/s]
Epoch 0: |          | 11106/? [1:16:59<00:00,  2.40it/s]
Epoch 0: |          | 11107/? [1:16:59<00:00,  2.40it/s]
Epoch 0: |          | 11107/? [1:16:59<00:00,  2.40it/s]
Epoch 0: |          | 11108/? [1:16:59<00:00,  2.40it/s]
Epoch 0: |          | 11108/? [1:16:59<00:00,  2.40it/s]
Epoch 0: |          | 11109/? [1:17:00<00:00,  2.40it/s]
Epoch 0: |          | 11109/? [1:17:00<00:00,  2.40it/s]
Epoch 0: |          | 11110/? [1:17:00<00:00,  2.40it/s]
Epoch 0: |          | 11110/? [1:17:00<00:00,  2.40it/s]
Epoch 0: |          | 11111/? [1:17:01<00:00,  2.40it/s]
Epoch 0: |          | 11111/? [1:17:01<00:00,  2.40it/s]
Epoch 0: |          | 11112/? [1:17:01<00:00,  2.40it/s]
Epoch 0: |          | 11112/? [1:17:01<00:00,  2.40it/s]
Epoch 0: |          | 11113/? [1:17:01<00:00,  2.40it/s]
Epoch 0: |          | 11113/? [1:17:01<00:00,  2.40it/s]
Epoch 0: |          | 11114/? [1:17:02<00:00,  2.40it/s]
Epoch 0: |          | 11114/? [1:17:02<00:00,  2.40it/s]
Epoch 0: |          | 11115/? [1:17:02<00:00,  2.40it/s]
Epoch 0: |          | 11115/? [1:17:02<00:00,  2.40it/s]
Epoch 0: |          | 11116/? [1:17:03<00:00,  2.40it/s]
Epoch 0: |          | 11116/? [1:17:03<00:00,  2.40it/s]
Epoch 0: |          | 11117/? [1:17:03<00:00,  2.40it/s]
Epoch 0: |          | 11117/? [1:17:03<00:00,  2.40it/s]
Epoch 0: |          | 11118/? [1:17:03<00:00,  2.40it/s]
Epoch 0: |          | 11118/? [1:17:03<00:00,  2.40it/s]
Epoch 0: |          | 11119/? [1:17:04<00:00,  2.40it/s]
Epoch 0: |          | 11119/? [1:17:04<00:00,  2.40it/s]
Epoch 0: |          | 11120/? [1:17:04<00:00,  2.40it/s]
Epoch 0: |          | 11120/? [1:17:04<00:00,  2.40it/s]
Epoch 0: |          | 11121/? [1:17:05<00:00,  2.40it/s]
Epoch 0: |          | 11121/? [1:17:05<00:00,  2.40it/s]
Epoch 0: |          | 11122/? [1:17:05<00:00,  2.40it/s]
Epoch 0: |          | 11122/? [1:17:05<00:00,  2.40it/s]
Epoch 0: |          | 11123/? [1:17:05<00:00,  2.40it/s]
Epoch 0: |          | 11123/? [1:17:05<00:00,  2.40it/s]
Epoch 0: |          | 11124/? [1:17:06<00:00,  2.40it/s]
Epoch 0: |          | 11124/? [1:17:06<00:00,  2.40it/s]
Epoch 0: |          | 11125/? [1:17:06<00:00,  2.40it/s]
Epoch 0: |          | 11125/? [1:17:06<00:00,  2.40it/s]
Epoch 0: |          | 11126/? [1:17:07<00:00,  2.40it/s]
Epoch 0: |          | 11126/? [1:17:07<00:00,  2.40it/s]
Epoch 0: |          | 11127/? [1:17:07<00:00,  2.40it/s]
Epoch 0: |          | 11127/? [1:17:07<00:00,  2.40it/s]
Epoch 0: |          | 11128/? [1:17:07<00:00,  2.40it/s]
Epoch 0: |          | 11128/? [1:17:07<00:00,  2.40it/s]
Epoch 0: |          | 11129/? [1:17:08<00:00,  2.40it/s]
Epoch 0: |          | 11129/? [1:17:08<00:00,  2.40it/s]
Epoch 0: |          | 11130/? [1:17:08<00:00,  2.40it/s]
Epoch 0: |          | 11130/? [1:17:08<00:00,  2.40it/s]
Epoch 0: |          | 11131/? [1:17:09<00:00,  2.40it/s]
Epoch 0: |          | 11131/? [1:17:09<00:00,  2.40it/s]
Epoch 0: |          | 11132/? [1:17:09<00:00,  2.40it/s]
Epoch 0: |          | 11132/? [1:17:09<00:00,  2.40it/s]
Epoch 0: |          | 11133/? [1:17:09<00:00,  2.40it/s]
Epoch 0: |          | 11133/? [1:17:09<00:00,  2.40it/s]
Epoch 0: |          | 11134/? [1:17:10<00:00,  2.40it/s]
Epoch 0: |          | 11134/? [1:17:10<00:00,  2.40it/s]
Epoch 0: |          | 11135/? [1:17:10<00:00,  2.40it/s]
Epoch 0: |          | 11135/? [1:17:10<00:00,  2.40it/s]
Epoch 0: |          | 11136/? [1:17:11<00:00,  2.40it/s]
Epoch 0: |          | 11136/? [1:17:11<00:00,  2.40it/s]
Epoch 0: |          | 11137/? [1:17:11<00:00,  2.40it/s]
Epoch 0: |          | 11137/? [1:17:11<00:00,  2.40it/s]
Epoch 0: |          | 11138/? [1:17:11<00:00,  2.40it/s]
Epoch 0: |          | 11138/? [1:17:11<00:00,  2.40it/s]
Epoch 0: |          | 11139/? [1:17:12<00:00,  2.40it/s]
Epoch 0: |          | 11139/? [1:17:12<00:00,  2.40it/s]
Epoch 0: |          | 11140/? [1:17:12<00:00,  2.40it/s]
Epoch 0: |          | 11140/? [1:17:12<00:00,  2.40it/s]
Epoch 0: |          | 11141/? [1:17:13<00:00,  2.40it/s]
Epoch 0: |          | 11141/? [1:17:13<00:00,  2.40it/s]
Epoch 0: |          | 11142/? [1:17:13<00:00,  2.40it/s]
Epoch 0: |          | 11142/? [1:17:13<00:00,  2.40it/s]
Epoch 0: |          | 11143/? [1:17:13<00:00,  2.40it/s]
Epoch 0: |          | 11143/? [1:17:13<00:00,  2.40it/s]
Epoch 0: |          | 11144/? [1:17:14<00:00,  2.40it/s]
Epoch 0: |          | 11144/? [1:17:14<00:00,  2.40it/s]
Epoch 0: |          | 11145/? [1:17:14<00:00,  2.40it/s]
Epoch 0: |          | 11145/? [1:17:14<00:00,  2.40it/s]
Epoch 0: |          | 11146/? [1:17:14<00:00,  2.40it/s]
Epoch 0: |          | 11146/? [1:17:14<00:00,  2.40it/s]
Epoch 0: |          | 11147/? [1:17:15<00:00,  2.40it/s]
Epoch 0: |          | 11147/? [1:17:15<00:00,  2.40it/s]
Epoch 0: |          | 11148/? [1:17:15<00:00,  2.40it/s]
Epoch 0: |          | 11148/? [1:17:15<00:00,  2.40it/s]
Epoch 0: |          | 11149/? [1:17:16<00:00,  2.40it/s]
Epoch 0: |          | 11149/? [1:17:16<00:00,  2.40it/s]
Epoch 0: |          | 11150/? [1:17:16<00:00,  2.40it/s]
Epoch 0: |          | 11150/? [1:17:16<00:00,  2.40it/s]
Epoch 0: |          | 11151/? [1:17:16<00:00,  2.40it/s]
Epoch 0: |          | 11151/? [1:17:16<00:00,  2.40it/s]
Epoch 0: |          | 11152/? [1:17:17<00:00,  2.40it/s]
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Epoch 0: |          | 11153/? [1:17:17<00:00,  2.40it/s]
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Epoch 0: |          | 11154/? [1:17:18<00:00,  2.40it/s]
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Epoch 0: |          | 11155/? [1:17:18<00:00,  2.40it/s]
Epoch 0: |          | 11155/? [1:17:18<00:00,  2.40it/s]
Epoch 0: |          | 11156/? [1:17:18<00:00,  2.40it/s]
Epoch 0: |          | 11156/? [1:17:18<00:00,  2.40it/s]
Epoch 0: |          | 11157/? [1:17:19<00:00,  2.40it/s]
Epoch 0: |          | 11157/? [1:17:19<00:00,  2.40it/s]
Epoch 0: |          | 11158/? [1:17:19<00:00,  2.40it/s]
Epoch 0: |          | 11158/? [1:17:19<00:00,  2.40it/s]
Epoch 0: |          | 11159/? [1:17:20<00:00,  2.40it/s]
Epoch 0: |          | 11159/? [1:17:20<00:00,  2.40it/s]
Epoch 0: |          | 11160/? [1:17:20<00:00,  2.40it/s]
Epoch 0: |          | 11160/? [1:17:20<00:00,  2.40it/s]
Epoch 0: |          | 11161/? [1:17:21<00:00,  2.40it/s]
Epoch 0: |          | 11161/? [1:17:21<00:00,  2.40it/s]
Epoch 0: |          | 11162/? [1:17:21<00:00,  2.40it/s]
Epoch 0: |          | 11162/? [1:17:21<00:00,  2.40it/s]
Epoch 0: |          | 11163/? [1:17:21<00:00,  2.40it/s]
Epoch 0: |          | 11163/? [1:17:21<00:00,  2.40it/s]
Epoch 0: |          | 11164/? [1:17:22<00:00,  2.40it/s]
Epoch 0: |          | 11164/? [1:17:22<00:00,  2.40it/s]
Epoch 0: |          | 11165/? [1:17:22<00:00,  2.40it/s]
Epoch 0: |          | 11165/? [1:17:22<00:00,  2.40it/s]
Epoch 0: |          | 11166/? [1:17:23<00:00,  2.40it/s]
Epoch 0: |          | 11166/? [1:17:23<00:00,  2.40it/s]
Epoch 0: |          | 11167/? [1:17:23<00:00,  2.40it/s]
Epoch 0: |          | 11167/? [1:17:23<00:00,  2.40it/s]
Epoch 0: |          | 11168/? [1:17:24<00:00,  2.40it/s]
Epoch 0: |          | 11168/? [1:17:24<00:00,  2.40it/s]
Epoch 0: |          | 11169/? [1:17:24<00:00,  2.40it/s]
Epoch 0: |          | 11169/? [1:17:24<00:00,  2.40it/s]
Epoch 0: |          | 11170/? [1:17:24<00:00,  2.40it/s]
Epoch 0: |          | 11170/? [1:17:24<00:00,  2.40it/s]
Epoch 0: |          | 11171/? [1:17:25<00:00,  2.40it/s]
Epoch 0: |          | 11171/? [1:17:25<00:00,  2.40it/s]
Epoch 0: |          | 11172/? [1:17:25<00:00,  2.40it/s]
Epoch 0: |          | 11172/? [1:17:25<00:00,  2.40it/s]
Epoch 0: |          | 11173/? [1:17:26<00:00,  2.40it/s]
Epoch 0: |          | 11173/? [1:17:26<00:00,  2.40it/s]
Epoch 0: |          | 11174/? [1:17:26<00:00,  2.40it/s]
Epoch 0: |          | 11174/? [1:17:26<00:00,  2.40it/s]
Epoch 0: |          | 11175/? [1:17:26<00:00,  2.40it/s]
Epoch 0: |          | 11175/? [1:17:26<00:00,  2.40it/s]
Epoch 0: |          | 11176/? [1:17:27<00:00,  2.40it/s]
Epoch 0: |          | 11176/? [1:17:27<00:00,  2.40it/s]
Epoch 0: |          | 11177/? [1:17:27<00:00,  2.40it/s]
Epoch 0: |          | 11177/? [1:17:27<00:00,  2.40it/s]
Epoch 0: |          | 11178/? [1:17:28<00:00,  2.40it/s]
Epoch 0: |          | 11178/? [1:17:28<00:00,  2.40it/s]
Epoch 0: |          | 11179/? [1:17:28<00:00,  2.40it/s]
Epoch 0: |          | 11179/? [1:17:28<00:00,  2.40it/s]
Epoch 0: |          | 11180/? [1:17:28<00:00,  2.40it/s]
Epoch 0: |          | 11180/? [1:17:28<00:00,  2.40it/s]
Epoch 0: |          | 11181/? [1:17:29<00:00,  2.40it/s]
Epoch 0: |          | 11181/? [1:17:29<00:00,  2.40it/s]
Epoch 0: |          | 11182/? [1:17:29<00:00,  2.40it/s]
Epoch 0: |          | 11182/? [1:17:29<00:00,  2.40it/s]
Epoch 0: |          | 11183/? [1:17:30<00:00,  2.40it/s]
Epoch 0: |          | 11183/? [1:17:30<00:00,  2.40it/s]
Epoch 0: |          | 11184/? [1:17:30<00:00,  2.40it/s]
Epoch 0: |          | 11184/? [1:17:30<00:00,  2.40it/s]
Epoch 0: |          | 11185/? [1:17:30<00:00,  2.40it/s]
Epoch 0: |          | 11185/? [1:17:30<00:00,  2.40it/s]
Epoch 0: |          | 11186/? [1:17:31<00:00,  2.40it/s]
Epoch 0: |          | 11186/? [1:17:31<00:00,  2.40it/s]
Epoch 0: |          | 11187/? [1:17:31<00:00,  2.40it/s]
Epoch 0: |          | 11187/? [1:17:31<00:00,  2.40it/s]
Epoch 0: |          | 11188/? [1:17:32<00:00,  2.40it/s]
Epoch 0: |          | 11188/? [1:17:32<00:00,  2.40it/s]
Epoch 0: |          | 11189/? [1:17:32<00:00,  2.40it/s]
Epoch 0: |          | 11189/? [1:17:32<00:00,  2.40it/s]
Epoch 0: |          | 11190/? [1:17:33<00:00,  2.40it/s]
Epoch 0: |          | 11190/? [1:17:33<00:00,  2.40it/s]
Epoch 0: |          | 11191/? [1:17:33<00:00,  2.40it/s]
Epoch 0: |          | 11191/? [1:17:33<00:00,  2.40it/s]
Epoch 0: |          | 11192/? [1:17:33<00:00,  2.40it/s]
Epoch 0: |          | 11192/? [1:17:33<00:00,  2.40it/s]
Epoch 0: |          | 11193/? [1:17:34<00:00,  2.40it/s]
Epoch 0: |          | 11193/? [1:17:34<00:00,  2.40it/s]
Epoch 0: |          | 11194/? [1:17:34<00:00,  2.40it/s]
Epoch 0: |          | 11194/? [1:17:34<00:00,  2.40it/s]
Epoch 0: |          | 11195/? [1:17:35<00:00,  2.40it/s]
Epoch 0: |          | 11195/? [1:17:35<00:00,  2.40it/s]
Epoch 0: |          | 11196/? [1:17:35<00:00,  2.40it/s]
Epoch 0: |          | 11196/? [1:17:35<00:00,  2.40it/s]
Epoch 0: |          | 11197/? [1:17:35<00:00,  2.40it/s]
Epoch 0: |          | 11197/? [1:17:35<00:00,  2.40it/s]
Epoch 0: |          | 11198/? [1:17:36<00:00,  2.40it/s]
Epoch 0: |          | 11198/? [1:17:36<00:00,  2.40it/s]
Epoch 0: |          | 11199/? [1:17:36<00:00,  2.40it/s]
Epoch 0: |          | 11199/? [1:17:36<00:00,  2.40it/s]
Epoch 0: |          | 11200/? [1:17:36<00:00,  2.41it/s]
Epoch 0: |          | 11200/? [1:17:36<00:00,  2.41it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.73it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  9.82it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  9.88it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.86it/s][A
[A
Epoch 0: |          | 11200/? [1:17:37<00:00,  2.40it/s]
Epoch 0: |          | 11201/? [1:17:37<00:00,  2.40it/s]
Epoch 0: |          | 11201/? [1:17:37<00:00,  2.40it/s]
Epoch 0: |          | 11202/? [1:17:38<00:00,  2.40it/s]
Epoch 0: |          | 11202/? [1:17:38<00:00,  2.40it/s]
Epoch 0: |          | 11203/? [1:17:38<00:00,  2.40it/s]
Epoch 0: |          | 11203/? [1:17:38<00:00,  2.40it/s]
Epoch 0: |          | 11204/? [1:17:38<00:00,  2.40it/s]
Epoch 0: |          | 11204/? [1:17:38<00:00,  2.40it/s]
Epoch 0: |          | 11205/? [1:17:39<00:00,  2.40it/s]
Epoch 0: |          | 11205/? [1:17:39<00:00,  2.40it/s]
Epoch 0: |          | 11206/? [1:17:39<00:00,  2.40it/s]
Epoch 0: |          | 11206/? [1:17:39<00:00,  2.40it/s]
Epoch 0: |          | 11207/? [1:17:40<00:00,  2.40it/s]
Epoch 0: |          | 11207/? [1:17:40<00:00,  2.40it/s]
Epoch 0: |          | 11208/? [1:17:40<00:00,  2.40it/s]
Epoch 0: |          | 11208/? [1:17:40<00:00,  2.40it/s]
Epoch 0: |          | 11209/? [1:17:41<00:00,  2.40it/s]
Epoch 0: |          | 11209/? [1:17:41<00:00,  2.40it/s]
Epoch 0: |          | 11210/? [1:17:41<00:00,  2.40it/s]
Epoch 0: |          | 11210/? [1:17:41<00:00,  2.40it/s]
Epoch 0: |          | 11211/? [1:17:41<00:00,  2.40it/s]
Epoch 0: |          | 11211/? [1:17:41<00:00,  2.40it/s]
Epoch 0: |          | 11212/? [1:17:42<00:00,  2.40it/s]
Epoch 0: |          | 11212/? [1:17:42<00:00,  2.40it/s]
Epoch 0: |          | 11213/? [1:17:42<00:00,  2.40it/s]
Epoch 0: |          | 11213/? [1:17:42<00:00,  2.40it/s]
Epoch 0: |          | 11214/? [1:17:43<00:00,  2.40it/s]
Epoch 0: |          | 11214/? [1:17:43<00:00,  2.40it/s]
Epoch 0: |          | 11215/? [1:17:43<00:00,  2.40it/s]
Epoch 0: |          | 11215/? [1:17:43<00:00,  2.40it/s]
Epoch 0: |          | 11216/? [1:17:43<00:00,  2.40it/s]
Epoch 0: |          | 11216/? [1:17:43<00:00,  2.40it/s]
Epoch 0: |          | 11217/? [1:17:44<00:00,  2.40it/s]
Epoch 0: |          | 11217/? [1:17:44<00:00,  2.40it/s]
Epoch 0: |          | 11218/? [1:17:44<00:00,  2.40it/s]
Epoch 0: |          | 11218/? [1:17:44<00:00,  2.40it/s]
Epoch 0: |          | 11219/? [1:17:44<00:00,  2.40it/s]
Epoch 0: |          | 11219/? [1:17:44<00:00,  2.40it/s]
Epoch 0: |          | 11220/? [1:17:45<00:00,  2.40it/s]
Epoch 0: |          | 11220/? [1:17:45<00:00,  2.40it/s]
Epoch 0: |          | 11221/? [1:17:45<00:00,  2.40it/s]
Epoch 0: |          | 11221/? [1:17:45<00:00,  2.40it/s]
Epoch 0: |          | 11222/? [1:17:46<00:00,  2.40it/s]
Epoch 0: |          | 11222/? [1:17:46<00:00,  2.40it/s]
Epoch 0: |          | 11223/? [1:17:46<00:00,  2.40it/s]
Epoch 0: |          | 11223/? [1:17:46<00:00,  2.40it/s]
Epoch 0: |          | 11224/? [1:17:46<00:00,  2.41it/s]
Epoch 0: |          | 11224/? [1:17:46<00:00,  2.41it/s]
Epoch 0: |          | 11225/? [1:17:47<00:00,  2.40it/s]
Epoch 0: |          | 11225/? [1:17:47<00:00,  2.40it/s]
Epoch 0: |          | 11226/? [1:17:47<00:00,  2.41it/s]
Epoch 0: |          | 11226/? [1:17:47<00:00,  2.41it/s]
Epoch 0: |          | 11227/? [1:17:48<00:00,  2.40it/s]
Epoch 0: |          | 11227/? [1:17:48<00:00,  2.40it/s]
Epoch 0: |          | 11228/? [1:17:48<00:00,  2.41it/s]
Epoch 0: |          | 11228/? [1:17:48<00:00,  2.41it/s]
Epoch 0: |          | 11229/? [1:17:48<00:00,  2.41it/s]
Epoch 0: |          | 11229/? [1:17:48<00:00,  2.41it/s]
Epoch 0: |          | 11230/? [1:17:49<00:00,  2.41it/s]
Epoch 0: |          | 11230/? [1:17:49<00:00,  2.41it/s]
Epoch 0: |          | 11231/? [1:17:49<00:00,  2.41it/s]
Epoch 0: |          | 11231/? [1:17:49<00:00,  2.41it/s]
Epoch 0: |          | 11232/? [1:17:50<00:00,  2.41it/s]
Epoch 0: |          | 11232/? [1:17:50<00:00,  2.41it/s]
Epoch 0: |          | 11233/? [1:17:50<00:00,  2.41it/s]
Epoch 0: |          | 11233/? [1:17:50<00:00,  2.41it/s]
Epoch 0: |          | 11234/? [1:17:50<00:00,  2.41it/s]
Epoch 0: |          | 11234/? [1:17:50<00:00,  2.41it/s]
Epoch 0: |          | 11235/? [1:17:51<00:00,  2.41it/s]
Epoch 0: |          | 11235/? [1:17:51<00:00,  2.41it/s]
Epoch 0: |          | 11236/? [1:17:51<00:00,  2.41it/s]
Epoch 0: |          | 11236/? [1:17:51<00:00,  2.41it/s]
Epoch 0: |          | 11237/? [1:17:52<00:00,  2.41it/s]
Epoch 0: |          | 11237/? [1:17:52<00:00,  2.41it/s]
Epoch 0: |          | 11238/? [1:17:52<00:00,  2.41it/s]
Epoch 0: |          | 11238/? [1:17:52<00:00,  2.41it/s]
Epoch 0: |          | 11239/? [1:17:52<00:00,  2.41it/s]
Epoch 0: |          | 11239/? [1:17:52<00:00,  2.41it/s]
Epoch 0: |          | 11240/? [1:17:53<00:00,  2.41it/s]
Epoch 0: |          | 11240/? [1:17:53<00:00,  2.41it/s]
Epoch 0: |          | 11241/? [1:17:53<00:00,  2.41it/s]
Epoch 0: |          | 11241/? [1:17:53<00:00,  2.41it/s]
Epoch 0: |          | 11242/? [1:17:54<00:00,  2.41it/s]
Epoch 0: |          | 11242/? [1:17:54<00:00,  2.41it/s]
Epoch 0: |          | 11243/? [1:17:54<00:00,  2.41it/s]
Epoch 0: |          | 11243/? [1:17:54<00:00,  2.41it/s]
Epoch 0: |          | 11244/? [1:17:54<00:00,  2.41it/s]
Epoch 0: |          | 11244/? [1:17:54<00:00,  2.41it/s]
Epoch 0: |          | 11245/? [1:17:55<00:00,  2.41it/s]
Epoch 0: |          | 11245/? [1:17:55<00:00,  2.41it/s]
Epoch 0: |          | 11246/? [1:17:55<00:00,  2.41it/s]
Epoch 0: |          | 11246/? [1:17:55<00:00,  2.41it/s]
Epoch 0: |          | 11247/? [1:17:56<00:00,  2.41it/s]
Epoch 0: |          | 11247/? [1:17:56<00:00,  2.41it/s]
Epoch 0: |          | 11248/? [1:17:56<00:00,  2.41it/s]
Epoch 0: |          | 11248/? [1:17:56<00:00,  2.41it/s]
Epoch 0: |          | 11249/? [1:17:57<00:00,  2.41it/s]
Epoch 0: |          | 11249/? [1:17:57<00:00,  2.41it/s]
Epoch 0: |          | 11250/? [1:17:57<00:00,  2.41it/s]
Epoch 0: |          | 11250/? [1:17:57<00:00,  2.41it/s]
Epoch 0: |          | 11251/? [1:17:57<00:00,  2.41it/s]
Epoch 0: |          | 11251/? [1:17:57<00:00,  2.41it/s]
Epoch 0: |          | 11252/? [1:17:58<00:00,  2.41it/s]
Epoch 0: |          | 11252/? [1:17:58<00:00,  2.41it/s]
Epoch 0: |          | 11253/? [1:17:58<00:00,  2.41it/s]
Epoch 0: |          | 11253/? [1:17:58<00:00,  2.41it/s]
Epoch 0: |          | 11254/? [1:17:59<00:00,  2.41it/s]
Epoch 0: |          | 11254/? [1:17:59<00:00,  2.41it/s]
Epoch 0: |          | 11255/? [1:17:59<00:00,  2.41it/s]
Epoch 0: |          | 11255/? [1:17:59<00:00,  2.41it/s]
Epoch 0: |          | 11256/? [1:17:59<00:00,  2.41it/s]
Epoch 0: |          | 11256/? [1:17:59<00:00,  2.41it/s]
Epoch 0: |          | 11257/? [1:18:00<00:00,  2.41it/s]
Epoch 0: |          | 11257/? [1:18:00<00:00,  2.41it/s]
Epoch 0: |          | 11258/? [1:18:00<00:00,  2.41it/s]
Epoch 0: |          | 11258/? [1:18:00<00:00,  2.41it/s]
Epoch 0: |          | 11259/? [1:18:01<00:00,  2.41it/s]
Epoch 0: |          | 11259/? [1:18:01<00:00,  2.41it/s]
Epoch 0: |          | 11260/? [1:18:01<00:00,  2.41it/s]
Epoch 0: |          | 11260/? [1:18:01<00:00,  2.41it/s]
Epoch 0: |          | 11261/? [1:18:01<00:00,  2.41it/s]
Epoch 0: |          | 11261/? [1:18:01<00:00,  2.41it/s]
Epoch 0: |          | 11262/? [1:18:02<00:00,  2.41it/s]
Epoch 0: |          | 11262/? [1:18:02<00:00,  2.41it/s]
Epoch 0: |          | 11263/? [1:18:02<00:00,  2.41it/s]
Epoch 0: |          | 11263/? [1:18:02<00:00,  2.41it/s]
Epoch 0: |          | 11264/? [1:18:03<00:00,  2.41it/s]
Epoch 0: |          | 11264/? [1:18:03<00:00,  2.41it/s]
Epoch 0: |          | 11265/? [1:18:03<00:00,  2.41it/s]
Epoch 0: |          | 11265/? [1:18:03<00:00,  2.41it/s]
Epoch 0: |          | 11266/? [1:18:03<00:00,  2.41it/s]
Epoch 0: |          | 11266/? [1:18:03<00:00,  2.41it/s]
Epoch 0: |          | 11267/? [1:18:04<00:00,  2.41it/s]
Epoch 0: |          | 11267/? [1:18:04<00:00,  2.41it/s]
Epoch 0: |          | 11268/? [1:18:04<00:00,  2.41it/s]
Epoch 0: |          | 11268/? [1:18:04<00:00,  2.41it/s]
Epoch 0: |          | 11269/? [1:18:05<00:00,  2.41it/s]
Epoch 0: |          | 11269/? [1:18:05<00:00,  2.41it/s]
Epoch 0: |          | 11270/? [1:18:05<00:00,  2.41it/s]
Epoch 0: |          | 11270/? [1:18:05<00:00,  2.41it/s]
Epoch 0: |          | 11271/? [1:18:06<00:00,  2.41it/s]
Epoch 0: |          | 11271/? [1:18:06<00:00,  2.41it/s]
Epoch 0: |          | 11272/? [1:18:06<00:00,  2.41it/s]
Epoch 0: |          | 11272/? [1:18:06<00:00,  2.41it/s]
Epoch 0: |          | 11273/? [1:18:06<00:00,  2.41it/s]
Epoch 0: |          | 11273/? [1:18:06<00:00,  2.41it/s]
Epoch 0: |          | 11274/? [1:18:07<00:00,  2.41it/s]
Epoch 0: |          | 11274/? [1:18:07<00:00,  2.41it/s]
Epoch 0: |          | 11275/? [1:18:07<00:00,  2.41it/s]
Epoch 0: |          | 11275/? [1:18:07<00:00,  2.41it/s]
Epoch 0: |          | 11276/? [1:18:08<00:00,  2.41it/s]
Epoch 0: |          | 11276/? [1:18:08<00:00,  2.41it/s]
Epoch 0: |          | 11277/? [1:18:08<00:00,  2.41it/s]
Epoch 0: |          | 11277/? [1:18:08<00:00,  2.41it/s]
Epoch 0: |          | 11278/? [1:18:08<00:00,  2.41it/s]
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Epoch 0: |          | 11309/? [1:18:21<00:00,  2.41it/s]
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Epoch 0: |          | 11311/? [1:18:22<00:00,  2.41it/s]
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Epoch 0: |          | 11313/? [1:18:23<00:00,  2.41it/s]
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Epoch 0: |          | 11314/? [1:18:23<00:00,  2.41it/s]
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Epoch 0: |          | 11315/? [1:18:23<00:00,  2.41it/s]
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Epoch 0: |          | 11316/? [1:18:24<00:00,  2.41it/s]
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Epoch 0: |          | 11317/? [1:18:24<00:00,  2.41it/s]
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Epoch 0: |          | 11318/? [1:18:24<00:00,  2.41it/s]
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Epoch 0: |          | 11319/? [1:18:25<00:00,  2.41it/s]
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Epoch 0: |          | 11320/? [1:18:25<00:00,  2.41it/s]
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Epoch 0: |          | 11321/? [1:18:26<00:00,  2.41it/s]
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Epoch 0: |          | 11322/? [1:18:26<00:00,  2.41it/s]
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Epoch 0: |          | 11323/? [1:18:26<00:00,  2.41it/s]
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Epoch 0: |          | 11324/? [1:18:27<00:00,  2.41it/s]
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Epoch 0: |          | 11325/? [1:18:27<00:00,  2.41it/s]
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Epoch 0: |          | 11326/? [1:18:28<00:00,  2.41it/s]
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Epoch 0: |          | 11327/? [1:18:28<00:00,  2.41it/s]
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Epoch 0: |          | 11328/? [1:18:28<00:00,  2.41it/s]
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Epoch 0: |          | 11329/? [1:18:29<00:00,  2.41it/s]
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Epoch 0: |          | 11330/? [1:18:29<00:00,  2.41it/s]
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Epoch 0: |          | 11334/? [1:18:31<00:00,  2.41it/s]
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Epoch 0: |          | 11335/? [1:18:31<00:00,  2.41it/s]
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Epoch 0: |          | 11336/? [1:18:32<00:00,  2.41it/s]
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Epoch 0: |          | 11337/? [1:18:32<00:00,  2.41it/s]
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Epoch 0: |          | 11338/? [1:18:32<00:00,  2.41it/s]
Epoch 0: |          | 11338/? [1:18:32<00:00,  2.41it/s]
Epoch 0: |          | 11339/? [1:18:33<00:00,  2.41it/s]
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Epoch 0: |          | 11340/? [1:18:33<00:00,  2.41it/s]
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Epoch 0: |          | 11341/? [1:18:34<00:00,  2.41it/s]
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Epoch 0: |          | 11342/? [1:18:34<00:00,  2.41it/s]
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Epoch 0: |          | 11343/? [1:18:34<00:00,  2.41it/s]
Epoch 0: |          | 11343/? [1:18:34<00:00,  2.41it/s]
Epoch 0: |          | 11344/? [1:18:35<00:00,  2.41it/s]
Epoch 0: |          | 11344/? [1:18:35<00:00,  2.41it/s]
Epoch 0: |          | 11345/? [1:18:35<00:00,  2.41it/s]
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Epoch 0: |          | 11346/? [1:18:36<00:00,  2.41it/s]
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Epoch 0: |          | 11347/? [1:18:36<00:00,  2.41it/s]
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Epoch 0: |          | 11348/? [1:18:37<00:00,  2.41it/s]
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Epoch 0: |          | 11349/? [1:18:37<00:00,  2.41it/s]
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Epoch 0: |          | 11350/? [1:18:37<00:00,  2.41it/s]
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Epoch 0: |          | 11351/? [1:18:38<00:00,  2.41it/s]
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Epoch 0: |          | 11352/? [1:18:38<00:00,  2.41it/s]
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Epoch 0: |          | 11353/? [1:18:39<00:00,  2.41it/s]
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Epoch 0: |          | 11354/? [1:18:39<00:00,  2.41it/s]
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Epoch 0: |          | 11355/? [1:18:39<00:00,  2.41it/s]
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Epoch 0: |          | 11356/? [1:18:40<00:00,  2.41it/s]
Epoch 0: |          | 11356/? [1:18:40<00:00,  2.41it/s]
Epoch 0: |          | 11357/? [1:18:40<00:00,  2.41it/s]
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Epoch 0: |          | 11358/? [1:18:41<00:00,  2.41it/s]
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Epoch 0: |          | 11359/? [1:18:41<00:00,  2.41it/s]
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Epoch 0: |          | 11360/? [1:18:41<00:00,  2.41it/s]
Epoch 0: |          | 11360/? [1:18:41<00:00,  2.41it/s]
Epoch 0: |          | 11361/? [1:18:42<00:00,  2.41it/s]
Epoch 0: |          | 11361/? [1:18:42<00:00,  2.41it/s]
Epoch 0: |          | 11362/? [1:18:42<00:00,  2.41it/s]
Epoch 0: |          | 11362/? [1:18:42<00:00,  2.41it/s]
Epoch 0: |          | 11363/? [1:18:43<00:00,  2.41it/s]
Epoch 0: |          | 11363/? [1:18:43<00:00,  2.41it/s]
Epoch 0: |          | 11364/? [1:18:43<00:00,  2.41it/s]
Epoch 0: |          | 11364/? [1:18:43<00:00,  2.41it/s]
Epoch 0: |          | 11365/? [1:18:43<00:00,  2.41it/s]
Epoch 0: |          | 11365/? [1:18:43<00:00,  2.41it/s]
Epoch 0: |          | 11366/? [1:18:44<00:00,  2.41it/s]
Epoch 0: |          | 11366/? [1:18:44<00:00,  2.41it/s]
Epoch 0: |          | 11367/? [1:18:44<00:00,  2.41it/s]
Epoch 0: |          | 11367/? [1:18:44<00:00,  2.41it/s]
Epoch 0: |          | 11368/? [1:18:45<00:00,  2.41it/s]
Epoch 0: |          | 11368/? [1:18:45<00:00,  2.41it/s]
Epoch 0: |          | 11369/? [1:18:45<00:00,  2.41it/s]
Epoch 0: |          | 11369/? [1:18:45<00:00,  2.41it/s]
Epoch 0: |          | 11370/? [1:18:45<00:00,  2.41it/s]
Epoch 0: |          | 11370/? [1:18:45<00:00,  2.41it/s]
Epoch 0: |          | 11371/? [1:18:46<00:00,  2.41it/s]
Epoch 0: |          | 11371/? [1:18:46<00:00,  2.41it/s]
Epoch 0: |          | 11372/? [1:18:46<00:00,  2.41it/s]
Epoch 0: |          | 11372/? [1:18:46<00:00,  2.41it/s]
Epoch 0: |          | 11373/? [1:18:47<00:00,  2.41it/s]
Epoch 0: |          | 11373/? [1:18:47<00:00,  2.41it/s]
Epoch 0: |          | 11374/? [1:18:47<00:00,  2.41it/s]
Epoch 0: |          | 11374/? [1:18:47<00:00,  2.41it/s]
Epoch 0: |          | 11375/? [1:18:47<00:00,  2.41it/s]
Epoch 0: |          | 11375/? [1:18:47<00:00,  2.41it/s]
Epoch 0: |          | 11376/? [1:18:48<00:00,  2.41it/s]
Epoch 0: |          | 11376/? [1:18:48<00:00,  2.41it/s]
Epoch 0: |          | 11377/? [1:18:48<00:00,  2.41it/s]
Epoch 0: |          | 11377/? [1:18:48<00:00,  2.41it/s]
Epoch 0: |          | 11378/? [1:18:49<00:00,  2.41it/s]
Epoch 0: |          | 11378/? [1:18:49<00:00,  2.41it/s]
Epoch 0: |          | 11379/? [1:18:49<00:00,  2.41it/s]
Epoch 0: |          | 11379/? [1:18:49<00:00,  2.41it/s]
Epoch 0: |          | 11380/? [1:18:49<00:00,  2.41it/s]
Epoch 0: |          | 11380/? [1:18:49<00:00,  2.41it/s]
Epoch 0: |          | 11381/? [1:18:50<00:00,  2.41it/s]
Epoch 0: |          | 11381/? [1:18:50<00:00,  2.41it/s]
Epoch 0: |          | 11382/? [1:18:50<00:00,  2.41it/s]
Epoch 0: |          | 11382/? [1:18:50<00:00,  2.41it/s]
Epoch 0: |          | 11383/? [1:18:51<00:00,  2.41it/s]
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Epoch 0: |          | 11385/? [1:18:51<00:00,  2.41it/s]
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Epoch 0: |          | 11386/? [1:18:52<00:00,  2.41it/s]
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Epoch 0: |          | 11387/? [1:18:52<00:00,  2.41it/s]
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Epoch 0: |          | 11388/? [1:18:53<00:00,  2.41it/s]
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Epoch 0: |          | 11389/? [1:18:53<00:00,  2.41it/s]
Epoch 0: |          | 11389/? [1:18:53<00:00,  2.41it/s]
Epoch 0: |          | 11390/? [1:18:53<00:00,  2.41it/s]
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Epoch 0: |          | 11391/? [1:18:54<00:00,  2.41it/s]
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Epoch 0: |          | 11393/? [1:18:55<00:00,  2.41it/s]
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Epoch 0: |          | 11394/? [1:18:55<00:00,  2.41it/s]
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Epoch 0: |          | 11395/? [1:18:55<00:00,  2.41it/s]
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Epoch 0: |          | 11396/? [1:18:56<00:00,  2.41it/s]
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Epoch 0: |          | 11397/? [1:18:56<00:00,  2.41it/s]
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Epoch 0: |          | 11398/? [1:18:57<00:00,  2.41it/s]
Epoch 0: |          | 11398/? [1:18:57<00:00,  2.41it/s]
Epoch 0: |          | 11399/? [1:18:57<00:00,  2.41it/s]
Epoch 0: |          | 11399/? [1:18:57<00:00,  2.41it/s]
Epoch 0: |          | 11400/? [1:18:57<00:00,  2.41it/s]
Epoch 0: |          | 11400/? [1:18:57<00:00,  2.41it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 11.90it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.59it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.09it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00,  9.85it/s][A
[A
Epoch 0: |          | 11400/? [1:18:58<00:00,  2.41it/s]
Epoch 0: |          | 11401/? [1:18:58<00:00,  2.41it/s]
Epoch 0: |          | 11401/? [1:18:58<00:00,  2.41it/s]
Epoch 0: |          | 11402/? [1:18:59<00:00,  2.41it/s]
Epoch 0: |          | 11402/? [1:18:59<00:00,  2.41it/s]
Epoch 0: |          | 11403/? [1:18:59<00:00,  2.41it/s]
Epoch 0: |          | 11403/? [1:18:59<00:00,  2.41it/s]
Epoch 0: |          | 11404/? [1:18:59<00:00,  2.41it/s]
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Epoch 0: |          | 11413/? [1:19:03<00:00,  2.41it/s]
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Epoch 0: |          | 11414/? [1:19:04<00:00,  2.41it/s]
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Epoch 0: |          | 11415/? [1:19:04<00:00,  2.41it/s]
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Epoch 0: |          | 11427/? [1:19:09<00:00,  2.41it/s]
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Epoch 0: |          | 11431/? [1:19:10<00:00,  2.41it/s]
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Epoch 0: |          | 11432/? [1:19:11<00:00,  2.41it/s]
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Epoch 0: |          | 11433/? [1:19:11<00:00,  2.41it/s]
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Epoch 0: |          | 11434/? [1:19:12<00:00,  2.41it/s]
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Epoch 0: |          | 11435/? [1:19:12<00:00,  2.41it/s]
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Epoch 0: |          | 11436/? [1:19:12<00:00,  2.41it/s]
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Epoch 0: |          | 11437/? [1:19:13<00:00,  2.41it/s]
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Epoch 0: |          | 11438/? [1:19:13<00:00,  2.41it/s]
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Epoch 0: |          | 11439/? [1:19:14<00:00,  2.41it/s]
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Epoch 0: |          | 11440/? [1:19:14<00:00,  2.41it/s]
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Epoch 0: |          | 11441/? [1:19:15<00:00,  2.41it/s]
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Epoch 0: |          | 11442/? [1:19:15<00:00,  2.41it/s]
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Epoch 0: |          | 11444/? [1:19:16<00:00,  2.41it/s]
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Epoch 0: |          | 11445/? [1:19:16<00:00,  2.41it/s]
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Epoch 0: |          | 11446/? [1:19:17<00:00,  2.41it/s]
Epoch 0: |          | 11446/? [1:19:17<00:00,  2.41it/s]
Epoch 0: |          | 11447/? [1:19:17<00:00,  2.41it/s]
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Epoch 0: |          | 11448/? [1:19:18<00:00,  2.41it/s]
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Epoch 0: |          | 11449/? [1:19:18<00:00,  2.41it/s]
Epoch 0: |          | 11449/? [1:19:18<00:00,  2.41it/s]
Epoch 0: |          | 11450/? [1:19:18<00:00,  2.41it/s]
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Epoch 0: |          | 11451/? [1:19:19<00:00,  2.41it/s]
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Epoch 0: |          | 11452/? [1:19:19<00:00,  2.41it/s]
Epoch 0: |          | 11452/? [1:19:19<00:00,  2.41it/s]
Epoch 0: |          | 11453/? [1:19:20<00:00,  2.41it/s]
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Epoch 0: |          | 11454/? [1:19:20<00:00,  2.41it/s]
Epoch 0: |          | 11454/? [1:19:20<00:00,  2.41it/s]
Epoch 0: |          | 11455/? [1:19:20<00:00,  2.41it/s]
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Epoch 0: |          | 11456/? [1:19:21<00:00,  2.41it/s]
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Epoch 0: |          | 11457/? [1:19:21<00:00,  2.41it/s]
Epoch 0: |          | 11457/? [1:19:21<00:00,  2.41it/s]
Epoch 0: |          | 11458/? [1:19:22<00:00,  2.41it/s]
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Epoch 0: |          | 11459/? [1:19:22<00:00,  2.41it/s]
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Epoch 0: |          | 11460/? [1:19:22<00:00,  2.41it/s]
Epoch 0: |          | 11460/? [1:19:22<00:00,  2.41it/s]
Epoch 0: |          | 11461/? [1:19:23<00:00,  2.41it/s]
Epoch 0: |          | 11461/? [1:19:23<00:00,  2.41it/s]
Epoch 0: |          | 11462/? [1:19:23<00:00,  2.41it/s]
Epoch 0: |          | 11462/? [1:19:23<00:00,  2.41it/s]
Epoch 0: |          | 11463/? [1:19:23<00:00,  2.41it/s]
Epoch 0: |          | 11463/? [1:19:23<00:00,  2.41it/s]
Epoch 0: |          | 11464/? [1:19:24<00:00,  2.41it/s]
Epoch 0: |          | 11464/? [1:19:24<00:00,  2.41it/s]
Epoch 0: |          | 11465/? [1:19:24<00:00,  2.41it/s]
Epoch 0: |          | 11465/? [1:19:24<00:00,  2.41it/s]
Epoch 0: |          | 11466/? [1:19:25<00:00,  2.41it/s]
Epoch 0: |          | 11466/? [1:19:25<00:00,  2.41it/s]
Epoch 0: |          | 11467/? [1:19:25<00:00,  2.41it/s]
Epoch 0: |          | 11467/? [1:19:25<00:00,  2.41it/s]
Epoch 0: |          | 11468/? [1:19:26<00:00,  2.41it/s]
Epoch 0: |          | 11468/? [1:19:26<00:00,  2.41it/s]
Epoch 0: |          | 11469/? [1:19:26<00:00,  2.41it/s]
Epoch 0: |          | 11469/? [1:19:26<00:00,  2.41it/s]
Epoch 0: |          | 11470/? [1:19:26<00:00,  2.41it/s]
Epoch 0: |          | 11470/? [1:19:26<00:00,  2.41it/s]
Epoch 0: |          | 11471/? [1:19:27<00:00,  2.41it/s]
Epoch 0: |          | 11471/? [1:19:27<00:00,  2.41it/s]
Epoch 0: |          | 11472/? [1:19:27<00:00,  2.41it/s]
Epoch 0: |          | 11472/? [1:19:27<00:00,  2.41it/s]
Epoch 0: |          | 11473/? [1:19:28<00:00,  2.41it/s]
Epoch 0: |          | 11473/? [1:19:28<00:00,  2.41it/s]
Epoch 0: |          | 11474/? [1:19:28<00:00,  2.41it/s]
Epoch 0: |          | 11474/? [1:19:28<00:00,  2.41it/s]
Epoch 0: |          | 11475/? [1:19:28<00:00,  2.41it/s]
Epoch 0: |          | 11475/? [1:19:28<00:00,  2.41it/s]
Epoch 0: |          | 11476/? [1:19:29<00:00,  2.41it/s]
Epoch 0: |          | 11476/? [1:19:29<00:00,  2.41it/s]
Epoch 0: |          | 11477/? [1:19:29<00:00,  2.41it/s]
Epoch 0: |          | 11477/? [1:19:29<00:00,  2.41it/s]
Epoch 0: |          | 11478/? [1:19:30<00:00,  2.41it/s]
Epoch 0: |          | 11478/? [1:19:30<00:00,  2.41it/s]
Epoch 0: |          | 11479/? [1:19:30<00:00,  2.41it/s]
Epoch 0: |          | 11479/? [1:19:30<00:00,  2.41it/s]
Epoch 0: |          | 11480/? [1:19:30<00:00,  2.41it/s]
Epoch 0: |          | 11480/? [1:19:30<00:00,  2.41it/s]
Epoch 0: |          | 11481/? [1:19:31<00:00,  2.41it/s]
Epoch 0: |          | 11481/? [1:19:31<00:00,  2.41it/s]
Epoch 0: |          | 11482/? [1:19:31<00:00,  2.41it/s]
Epoch 0: |          | 11482/? [1:19:31<00:00,  2.41it/s]
Epoch 0: |          | 11483/? [1:19:32<00:00,  2.41it/s]
Epoch 0: |          | 11483/? [1:19:32<00:00,  2.41it/s]
Epoch 0: |          | 11484/? [1:19:32<00:00,  2.41it/s]
Epoch 0: |          | 11484/? [1:19:32<00:00,  2.41it/s]
Epoch 0: |          | 11485/? [1:19:32<00:00,  2.41it/s]
Epoch 0: |          | 11485/? [1:19:32<00:00,  2.41it/s]
Epoch 0: |          | 11486/? [1:19:33<00:00,  2.41it/s]
Epoch 0: |          | 11486/? [1:19:33<00:00,  2.41it/s]
Epoch 0: |          | 11487/? [1:19:33<00:00,  2.41it/s]
Epoch 0: |          | 11487/? [1:19:33<00:00,  2.41it/s]
Epoch 0: |          | 11488/? [1:19:34<00:00,  2.41it/s]
Epoch 0: |          | 11488/? [1:19:34<00:00,  2.41it/s]
Epoch 0: |          | 11489/? [1:19:34<00:00,  2.41it/s]
Epoch 0: |          | 11489/? [1:19:34<00:00,  2.41it/s]
Epoch 0: |          | 11490/? [1:19:34<00:00,  2.41it/s]
Epoch 0: |          | 11490/? [1:19:34<00:00,  2.41it/s]
Epoch 0: |          | 11491/? [1:19:35<00:00,  2.41it/s]
Epoch 0: |          | 11491/? [1:19:35<00:00,  2.41it/s]
Epoch 0: |          | 11492/? [1:19:35<00:00,  2.41it/s]
Epoch 0: |          | 11492/? [1:19:35<00:00,  2.41it/s]
Epoch 0: |          | 11493/? [1:19:36<00:00,  2.41it/s]
Epoch 0: |          | 11493/? [1:19:36<00:00,  2.41it/s]
Epoch 0: |          | 11494/? [1:19:36<00:00,  2.41it/s]
Epoch 0: |          | 11494/? [1:19:36<00:00,  2.41it/s]
Epoch 0: |          | 11495/? [1:19:36<00:00,  2.41it/s]
Epoch 0: |          | 11495/? [1:19:36<00:00,  2.41it/s]
Epoch 0: |          | 11496/? [1:19:37<00:00,  2.41it/s]
Epoch 0: |          | 11496/? [1:19:37<00:00,  2.41it/s]
Epoch 0: |          | 11497/? [1:19:37<00:00,  2.41it/s]
Epoch 0: |          | 11497/? [1:19:37<00:00,  2.41it/s]
Epoch 0: |          | 11498/? [1:19:38<00:00,  2.41it/s]
Epoch 0: |          | 11498/? [1:19:38<00:00,  2.41it/s]
Epoch 0: |          | 11499/? [1:19:38<00:00,  2.41it/s]
Epoch 0: |          | 11499/? [1:19:38<00:00,  2.41it/s]
Epoch 0: |          | 11500/? [1:19:38<00:00,  2.41it/s]
Epoch 0: |          | 11500/? [1:19:38<00:00,  2.41it/s]
Epoch 0: |          | 11501/? [1:19:39<00:00,  2.41it/s]
Epoch 0: |          | 11501/? [1:19:39<00:00,  2.41it/s]
Epoch 0: |          | 11502/? [1:19:39<00:00,  2.41it/s]
Epoch 0: |          | 11502/? [1:19:39<00:00,  2.41it/s]
Epoch 0: |          | 11503/? [1:19:40<00:00,  2.41it/s]
Epoch 0: |          | 11503/? [1:19:40<00:00,  2.41it/s]
Epoch 0: |          | 11504/? [1:19:40<00:00,  2.41it/s]
Epoch 0: |          | 11504/? [1:19:40<00:00,  2.41it/s]
Epoch 0: |          | 11505/? [1:19:41<00:00,  2.41it/s]
Epoch 0: |          | 11505/? [1:19:41<00:00,  2.41it/s]
Epoch 0: |          | 11506/? [1:19:41<00:00,  2.41it/s]
Epoch 0: |          | 11506/? [1:19:41<00:00,  2.41it/s]
Epoch 0: |          | 11507/? [1:19:41<00:00,  2.41it/s]
Epoch 0: |          | 11507/? [1:19:41<00:00,  2.41it/s]
Epoch 0: |          | 11508/? [1:19:42<00:00,  2.41it/s]
Epoch 0: |          | 11508/? [1:19:42<00:00,  2.41it/s]
Epoch 0: |          | 11509/? [1:19:42<00:00,  2.41it/s]
Epoch 0: |          | 11509/? [1:19:42<00:00,  2.41it/s]
Epoch 0: |          | 11510/? [1:19:43<00:00,  2.41it/s]
Epoch 0: |          | 11510/? [1:19:43<00:00,  2.41it/s]
Epoch 0: |          | 11511/? [1:19:43<00:00,  2.41it/s]
Epoch 0: |          | 11511/? [1:19:43<00:00,  2.41it/s]
Epoch 0: |          | 11512/? [1:19:43<00:00,  2.41it/s]
Epoch 0: |          | 11512/? [1:19:43<00:00,  2.41it/s]
Epoch 0: |          | 11513/? [1:19:44<00:00,  2.41it/s]
Epoch 0: |          | 11513/? [1:19:44<00:00,  2.41it/s]
Epoch 0: |          | 11514/? [1:19:44<00:00,  2.41it/s]
Epoch 0: |          | 11514/? [1:19:44<00:00,  2.41it/s]
Epoch 0: |          | 11515/? [1:19:45<00:00,  2.41it/s]
Epoch 0: |          | 11515/? [1:19:45<00:00,  2.41it/s]
Epoch 0: |          | 11516/? [1:19:45<00:00,  2.41it/s]
Epoch 0: |          | 11516/? [1:19:45<00:00,  2.41it/s]
Epoch 0: |          | 11517/? [1:19:45<00:00,  2.41it/s]
Epoch 0: |          | 11517/? [1:19:45<00:00,  2.41it/s]
Epoch 0: |          | 11518/? [1:19:46<00:00,  2.41it/s]
Epoch 0: |          | 11518/? [1:19:46<00:00,  2.41it/s]
Epoch 0: |          | 11519/? [1:19:46<00:00,  2.41it/s]
Epoch 0: |          | 11519/? [1:19:46<00:00,  2.41it/s]
Epoch 0: |          | 11520/? [1:19:47<00:00,  2.41it/s]
Epoch 0: |          | 11520/? [1:19:47<00:00,  2.41it/s]
Epoch 0: |          | 11521/? [1:19:47<00:00,  2.41it/s]
Epoch 0: |          | 11521/? [1:19:47<00:00,  2.41it/s]
Epoch 0: |          | 11522/? [1:19:47<00:00,  2.41it/s]
Epoch 0: |          | 11522/? [1:19:47<00:00,  2.41it/s]
Epoch 0: |          | 11523/? [1:19:48<00:00,  2.41it/s]
Epoch 0: |          | 11523/? [1:19:48<00:00,  2.41it/s]
Epoch 0: |          | 11524/? [1:19:48<00:00,  2.41it/s]
Epoch 0: |          | 11524/? [1:19:48<00:00,  2.41it/s]
Epoch 0: |          | 11525/? [1:19:49<00:00,  2.41it/s]
Epoch 0: |          | 11525/? [1:19:49<00:00,  2.41it/s]
Epoch 0: |          | 11526/? [1:19:49<00:00,  2.41it/s]
Epoch 0: |          | 11526/? [1:19:49<00:00,  2.41it/s]
Epoch 0: |          | 11527/? [1:19:49<00:00,  2.41it/s]
Epoch 0: |          | 11527/? [1:19:49<00:00,  2.41it/s]
Epoch 0: |          | 11528/? [1:19:50<00:00,  2.41it/s]
Epoch 0: |          | 11528/? [1:19:50<00:00,  2.41it/s]
Epoch 0: |          | 11529/? [1:19:50<00:00,  2.41it/s]
Epoch 0: |          | 11529/? [1:19:50<00:00,  2.41it/s]
Epoch 0: |          | 11530/? [1:19:51<00:00,  2.41it/s]
Epoch 0: |          | 11530/? [1:19:51<00:00,  2.41it/s]
Epoch 0: |          | 11531/? [1:19:51<00:00,  2.41it/s]
Epoch 0: |          | 11531/? [1:19:51<00:00,  2.41it/s]
Epoch 0: |          | 11532/? [1:19:51<00:00,  2.41it/s]
Epoch 0: |          | 11532/? [1:19:51<00:00,  2.41it/s]
Epoch 0: |          | 11533/? [1:19:52<00:00,  2.41it/s]
Epoch 0: |          | 11533/? [1:19:52<00:00,  2.41it/s]
Epoch 0: |          | 11534/? [1:19:52<00:00,  2.41it/s]
Epoch 0: |          | 11534/? [1:19:52<00:00,  2.41it/s]
Epoch 0: |          | 11535/? [1:19:53<00:00,  2.41it/s]
Epoch 0: |          | 11535/? [1:19:53<00:00,  2.41it/s]
Epoch 0: |          | 11536/? [1:19:53<00:00,  2.41it/s]
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Epoch 0: |          | 11537/? [1:19:54<00:00,  2.41it/s]
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Epoch 0: |          | 11538/? [1:19:54<00:00,  2.41it/s]
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Epoch 0: |          | 11539/? [1:19:54<00:00,  2.41it/s]
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Epoch 0: |          | 11540/? [1:19:55<00:00,  2.41it/s]
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Epoch 0: |          | 11552/? [1:20:00<00:00,  2.41it/s]
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Epoch 0: |          | 11554/? [1:20:00<00:00,  2.41it/s]
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Epoch 0: |          | 11555/? [1:20:01<00:00,  2.41it/s]
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Epoch 0: |          | 11556/? [1:20:01<00:00,  2.41it/s]
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Epoch 0: |          | 11557/? [1:20:02<00:00,  2.41it/s]
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Epoch 0: |          | 11558/? [1:20:02<00:00,  2.41it/s]
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Epoch 0: |          | 11559/? [1:20:03<00:00,  2.41it/s]
Epoch 0: |          | 11559/? [1:20:03<00:00,  2.41it/s]
Epoch 0: |          | 11560/? [1:20:03<00:00,  2.41it/s]
Epoch 0: |          | 11560/? [1:20:03<00:00,  2.41it/s]
Epoch 0: |          | 11561/? [1:20:03<00:00,  2.41it/s]
Epoch 0: |          | 11561/? [1:20:03<00:00,  2.41it/s]
Epoch 0: |          | 11562/? [1:20:04<00:00,  2.41it/s]
Epoch 0: |          | 11562/? [1:20:04<00:00,  2.41it/s]
Epoch 0: |          | 11563/? [1:20:04<00:00,  2.41it/s]
Epoch 0: |          | 11563/? [1:20:04<00:00,  2.41it/s]
Epoch 0: |          | 11564/? [1:20:05<00:00,  2.41it/s]
Epoch 0: |          | 11564/? [1:20:05<00:00,  2.41it/s]
Epoch 0: |          | 11565/? [1:20:05<00:00,  2.41it/s]
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Epoch 0: |          | 11566/? [1:20:05<00:00,  2.41it/s]
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Epoch 0: |          | 11567/? [1:20:06<00:00,  2.41it/s]
Epoch 0: |          | 11567/? [1:20:06<00:00,  2.41it/s]
Epoch 0: |          | 11568/? [1:20:06<00:00,  2.41it/s]
Epoch 0: |          | 11568/? [1:20:06<00:00,  2.41it/s]
Epoch 0: |          | 11569/? [1:20:07<00:00,  2.41it/s]
Epoch 0: |          | 11569/? [1:20:07<00:00,  2.41it/s]
Epoch 0: |          | 11570/? [1:20:07<00:00,  2.41it/s]
Epoch 0: |          | 11570/? [1:20:07<00:00,  2.41it/s]
Epoch 0: |          | 11571/? [1:20:07<00:00,  2.41it/s]
Epoch 0: |          | 11571/? [1:20:07<00:00,  2.41it/s]
Epoch 0: |          | 11572/? [1:20:08<00:00,  2.41it/s]
Epoch 0: |          | 11572/? [1:20:08<00:00,  2.41it/s]
Epoch 0: |          | 11573/? [1:20:08<00:00,  2.41it/s]
Epoch 0: |          | 11573/? [1:20:08<00:00,  2.41it/s]
Epoch 0: |          | 11574/? [1:20:09<00:00,  2.41it/s]
Epoch 0: |          | 11574/? [1:20:09<00:00,  2.41it/s]
Epoch 0: |          | 11575/? [1:20:09<00:00,  2.41it/s]
Epoch 0: |          | 11575/? [1:20:09<00:00,  2.41it/s]
Epoch 0: |          | 11576/? [1:20:09<00:00,  2.41it/s]
Epoch 0: |          | 11576/? [1:20:09<00:00,  2.41it/s]
Epoch 0: |          | 11577/? [1:20:10<00:00,  2.41it/s]
Epoch 0: |          | 11577/? [1:20:10<00:00,  2.41it/s]
Epoch 0: |          | 11578/? [1:20:10<00:00,  2.41it/s]
Epoch 0: |          | 11578/? [1:20:10<00:00,  2.41it/s]
Epoch 0: |          | 11579/? [1:20:11<00:00,  2.41it/s]
Epoch 0: |          | 11579/? [1:20:11<00:00,  2.41it/s]
Epoch 0: |          | 11580/? [1:20:11<00:00,  2.41it/s]
Epoch 0: |          | 11580/? [1:20:11<00:00,  2.41it/s]
Epoch 0: |          | 11581/? [1:20:11<00:00,  2.41it/s]
Epoch 0: |          | 11581/? [1:20:11<00:00,  2.41it/s]
Epoch 0: |          | 11582/? [1:20:12<00:00,  2.41it/s]
Epoch 0: |          | 11582/? [1:20:12<00:00,  2.41it/s]
Epoch 0: |          | 11583/? [1:20:12<00:00,  2.41it/s]
Epoch 0: |          | 11583/? [1:20:12<00:00,  2.41it/s]
Epoch 0: |          | 11584/? [1:20:13<00:00,  2.41it/s]
Epoch 0: |          | 11584/? [1:20:13<00:00,  2.41it/s]
Epoch 0: |          | 11585/? [1:20:13<00:00,  2.41it/s]
Epoch 0: |          | 11585/? [1:20:13<00:00,  2.41it/s]
Epoch 0: |          | 11586/? [1:20:13<00:00,  2.41it/s]
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Epoch 0: |          | 11587/? [1:20:14<00:00,  2.41it/s]
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Epoch 0: |          | 11588/? [1:20:14<00:00,  2.41it/s]
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Epoch 0: |          | 11589/? [1:20:15<00:00,  2.41it/s]
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Epoch 0: |          | 11590/? [1:20:15<00:00,  2.41it/s]
Epoch 0: |          | 11590/? [1:20:15<00:00,  2.41it/s]
Epoch 0: |          | 11591/? [1:20:15<00:00,  2.41it/s]
Epoch 0: |          | 11591/? [1:20:15<00:00,  2.41it/s]
Epoch 0: |          | 11592/? [1:20:16<00:00,  2.41it/s]
Epoch 0: |          | 11592/? [1:20:16<00:00,  2.41it/s]
Epoch 0: |          | 11593/? [1:20:16<00:00,  2.41it/s]
Epoch 0: |          | 11593/? [1:20:16<00:00,  2.41it/s]
Epoch 0: |          | 11594/? [1:20:17<00:00,  2.41it/s]
Epoch 0: |          | 11594/? [1:20:17<00:00,  2.41it/s]
Epoch 0: |          | 11595/? [1:20:17<00:00,  2.41it/s]
Epoch 0: |          | 11595/? [1:20:17<00:00,  2.41it/s]
Epoch 0: |          | 11596/? [1:20:17<00:00,  2.41it/s]
Epoch 0: |          | 11596/? [1:20:17<00:00,  2.41it/s]
Epoch 0: |          | 11597/? [1:20:18<00:00,  2.41it/s]
Epoch 0: |          | 11597/? [1:20:18<00:00,  2.41it/s]
Epoch 0: |          | 11598/? [1:20:18<00:00,  2.41it/s]
Epoch 0: |          | 11598/? [1:20:18<00:00,  2.41it/s]
Epoch 0: |          | 11599/? [1:20:19<00:00,  2.41it/s]
Epoch 0: |          | 11599/? [1:20:19<00:00,  2.41it/s]
Epoch 0: |          | 11600/? [1:20:19<00:00,  2.41it/s]
Epoch 0: |          | 11600/? [1:20:19<00:00,  2.41it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 12.12it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.82it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.54it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00, 10.46it/s][A
[A
Epoch 0: |          | 11600/? [1:20:19<00:00,  2.41it/s]
Epoch 0: |          | 11601/? [1:20:20<00:00,  2.41it/s]
Epoch 0: |          | 11601/? [1:20:20<00:00,  2.41it/s]
Epoch 0: |          | 11602/? [1:20:20<00:00,  2.41it/s]
Epoch 0: |          | 11602/? [1:20:20<00:00,  2.41it/s]
Epoch 0: |          | 11603/? [1:20:21<00:00,  2.41it/s]
Epoch 0: |          | 11603/? [1:20:21<00:00,  2.41it/s]
Epoch 0: |          | 11604/? [1:20:21<00:00,  2.41it/s]
Epoch 0: |          | 11604/? [1:20:21<00:00,  2.41it/s]
Epoch 0: |          | 11605/? [1:20:22<00:00,  2.41it/s]
Epoch 0: |          | 11605/? [1:20:22<00:00,  2.41it/s]
Epoch 0: |          | 11606/? [1:20:22<00:00,  2.41it/s]
Epoch 0: |          | 11606/? [1:20:22<00:00,  2.41it/s]
Epoch 0: |          | 11607/? [1:20:22<00:00,  2.41it/s]
Epoch 0: |          | 11607/? [1:20:22<00:00,  2.41it/s]
Epoch 0: |          | 11608/? [1:20:23<00:00,  2.41it/s]
Epoch 0: |          | 11608/? [1:20:23<00:00,  2.41it/s]
Epoch 0: |          | 11609/? [1:20:23<00:00,  2.41it/s]
Epoch 0: |          | 11609/? [1:20:23<00:00,  2.41it/s]
Epoch 0: |          | 11610/? [1:20:23<00:00,  2.41it/s]
Epoch 0: |          | 11610/? [1:20:23<00:00,  2.41it/s]
Epoch 0: |          | 11611/? [1:20:24<00:00,  2.41it/s]
Epoch 0: |          | 11611/? [1:20:24<00:00,  2.41it/s]
Epoch 0: |          | 11612/? [1:20:24<00:00,  2.41it/s]
Epoch 0: |          | 11612/? [1:20:24<00:00,  2.41it/s]
Epoch 0: |          | 11613/? [1:20:25<00:00,  2.41it/s]
Epoch 0: |          | 11613/? [1:20:25<00:00,  2.41it/s]
Epoch 0: |          | 11614/? [1:20:25<00:00,  2.41it/s]
Epoch 0: |          | 11614/? [1:20:25<00:00,  2.41it/s]
Epoch 0: |          | 11615/? [1:20:26<00:00,  2.41it/s]
Epoch 0: |          | 11615/? [1:20:26<00:00,  2.41it/s]
Epoch 0: |          | 11616/? [1:20:26<00:00,  2.41it/s]
Epoch 0: |          | 11616/? [1:20:26<00:00,  2.41it/s]
Epoch 0: |          | 11617/? [1:20:26<00:00,  2.41it/s]
Epoch 0: |          | 11617/? [1:20:26<00:00,  2.41it/s]
Epoch 0: |          | 11618/? [1:20:27<00:00,  2.41it/s]
Epoch 0: |          | 11618/? [1:20:27<00:00,  2.41it/s]
Epoch 0: |          | 11619/? [1:20:27<00:00,  2.41it/s]
Epoch 0: |          | 11619/? [1:20:27<00:00,  2.41it/s]
Epoch 0: |          | 11620/? [1:20:28<00:00,  2.41it/s]
Epoch 0: |          | 11620/? [1:20:28<00:00,  2.41it/s]
Epoch 0: |          | 11621/? [1:20:28<00:00,  2.41it/s]
Epoch 0: |          | 11621/? [1:20:28<00:00,  2.41it/s]
Epoch 0: |          | 11622/? [1:20:28<00:00,  2.41it/s]
Epoch 0: |          | 11622/? [1:20:28<00:00,  2.41it/s]
Epoch 0: |          | 11623/? [1:20:29<00:00,  2.41it/s]
Epoch 0: |          | 11623/? [1:20:29<00:00,  2.41it/s]
Epoch 0: |          | 11624/? [1:20:29<00:00,  2.41it/s]
Epoch 0: |          | 11624/? [1:20:29<00:00,  2.41it/s]
Epoch 0: |          | 11625/? [1:20:30<00:00,  2.41it/s]
Epoch 0: |          | 11625/? [1:20:30<00:00,  2.41it/s]
Epoch 0: |          | 11626/? [1:20:30<00:00,  2.41it/s]
Epoch 0: |          | 11626/? [1:20:30<00:00,  2.41it/s]
Epoch 0: |          | 11627/? [1:20:30<00:00,  2.41it/s]
Epoch 0: |          | 11627/? [1:20:30<00:00,  2.41it/s]
Epoch 0: |          | 11628/? [1:20:31<00:00,  2.41it/s]
Epoch 0: |          | 11628/? [1:20:31<00:00,  2.41it/s]
Epoch 0: |          | 11629/? [1:20:31<00:00,  2.41it/s]
Epoch 0: |          | 11629/? [1:20:31<00:00,  2.41it/s]
Epoch 0: |          | 11630/? [1:20:32<00:00,  2.41it/s]
Epoch 0: |          | 11630/? [1:20:32<00:00,  2.41it/s]
Epoch 0: |          | 11631/? [1:20:32<00:00,  2.41it/s]
Epoch 0: |          | 11631/? [1:20:32<00:00,  2.41it/s]
Epoch 0: |          | 11632/? [1:20:32<00:00,  2.41it/s]
Epoch 0: |          | 11632/? [1:20:32<00:00,  2.41it/s]
Epoch 0: |          | 11633/? [1:20:33<00:00,  2.41it/s]
Epoch 0: |          | 11633/? [1:20:33<00:00,  2.41it/s]
Epoch 0: |          | 11634/? [1:20:33<00:00,  2.41it/s]
Epoch 0: |          | 11634/? [1:20:33<00:00,  2.41it/s]
Epoch 0: |          | 11635/? [1:20:34<00:00,  2.41it/s]
Epoch 0: |          | 11635/? [1:20:34<00:00,  2.41it/s]
Epoch 0: |          | 11636/? [1:20:34<00:00,  2.41it/s]
Epoch 0: |          | 11636/? [1:20:34<00:00,  2.41it/s]
Epoch 0: |          | 11637/? [1:20:34<00:00,  2.41it/s]
Epoch 0: |          | 11637/? [1:20:34<00:00,  2.41it/s]
Epoch 0: |          | 11638/? [1:20:35<00:00,  2.41it/s]
Epoch 0: |          | 11638/? [1:20:35<00:00,  2.41it/s]
Epoch 0: |          | 11639/? [1:20:35<00:00,  2.41it/s]
Epoch 0: |          | 11639/? [1:20:35<00:00,  2.41it/s]
Epoch 0: |          | 11640/? [1:20:36<00:00,  2.41it/s]
Epoch 0: |          | 11640/? [1:20:36<00:00,  2.41it/s]
Epoch 0: |          | 11641/? [1:20:36<00:00,  2.41it/s]
Epoch 0: |          | 11641/? [1:20:36<00:00,  2.41it/s]
Epoch 0: |          | 11642/? [1:20:36<00:00,  2.41it/s]
Epoch 0: |          | 11642/? [1:20:36<00:00,  2.41it/s]
Epoch 0: |          | 11643/? [1:20:37<00:00,  2.41it/s]
Epoch 0: |          | 11643/? [1:20:37<00:00,  2.41it/s]
Epoch 0: |          | 11644/? [1:20:37<00:00,  2.41it/s]
Epoch 0: |          | 11644/? [1:20:37<00:00,  2.41it/s]
Epoch 0: |          | 11645/? [1:20:38<00:00,  2.41it/s]
Epoch 0: |          | 11645/? [1:20:38<00:00,  2.41it/s]
Epoch 0: |          | 11646/? [1:20:38<00:00,  2.41it/s]
Epoch 0: |          | 11646/? [1:20:38<00:00,  2.41it/s]
Epoch 0: |          | 11647/? [1:20:38<00:00,  2.41it/s]
Epoch 0: |          | 11647/? [1:20:38<00:00,  2.41it/s]
Epoch 0: |          | 11648/? [1:20:39<00:00,  2.41it/s]
Epoch 0: |          | 11648/? [1:20:39<00:00,  2.41it/s]
Epoch 0: |          | 11649/? [1:20:39<00:00,  2.41it/s]
Epoch 0: |          | 11649/? [1:20:39<00:00,  2.41it/s]
Epoch 0: |          | 11650/? [1:20:40<00:00,  2.41it/s]
Epoch 0: |          | 11650/? [1:20:40<00:00,  2.41it/s]
Epoch 0: |          | 11651/? [1:20:40<00:00,  2.41it/s]
Epoch 0: |          | 11651/? [1:20:40<00:00,  2.41it/s]
Epoch 0: |          | 11652/? [1:20:40<00:00,  2.41it/s]
Epoch 0: |          | 11652/? [1:20:40<00:00,  2.41it/s]
Epoch 0: |          | 11653/? [1:20:41<00:00,  2.41it/s]
Epoch 0: |          | 11653/? [1:20:41<00:00,  2.41it/s]
Epoch 0: |          | 11654/? [1:20:41<00:00,  2.41it/s]
Epoch 0: |          | 11654/? [1:20:41<00:00,  2.41it/s]
Epoch 0: |          | 11655/? [1:20:41<00:00,  2.41it/s]
Epoch 0: |          | 11655/? [1:20:41<00:00,  2.41it/s]
Epoch 0: |          | 11656/? [1:20:42<00:00,  2.41it/s]
Epoch 0: |          | 11656/? [1:20:42<00:00,  2.41it/s]
Epoch 0: |          | 11657/? [1:20:42<00:00,  2.41it/s]
Epoch 0: |          | 11657/? [1:20:42<00:00,  2.41it/s]
Epoch 0: |          | 11658/? [1:20:43<00:00,  2.41it/s]
Epoch 0: |          | 11658/? [1:20:43<00:00,  2.41it/s]
Epoch 0: |          | 11659/? [1:20:43<00:00,  2.41it/s]
Epoch 0: |          | 11659/? [1:20:43<00:00,  2.41it/s]
Epoch 0: |          | 11660/? [1:20:44<00:00,  2.41it/s]
Epoch 0: |          | 11660/? [1:20:44<00:00,  2.41it/s]
Epoch 0: |          | 11661/? [1:20:44<00:00,  2.41it/s]
Epoch 0: |          | 11661/? [1:20:44<00:00,  2.41it/s]
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Epoch 0: |          | 11725/? [1:21:10<00:00,  2.41it/s]
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Epoch 0: |          | 11727/? [1:21:10<00:00,  2.41it/s]
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Epoch 0: |          | 11728/? [1:21:11<00:00,  2.41it/s]
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Epoch 0: |          | 11729/? [1:21:11<00:00,  2.41it/s]
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Epoch 0: |          | 11730/? [1:21:12<00:00,  2.41it/s]
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Epoch 0: |          | 11731/? [1:21:12<00:00,  2.41it/s]
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Epoch 0: |          | 11732/? [1:21:12<00:00,  2.41it/s]
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Epoch 0: |          | 11733/? [1:21:13<00:00,  2.41it/s]
Epoch 0: |          | 11733/? [1:21:13<00:00,  2.41it/s]
Epoch 0: |          | 11734/? [1:21:13<00:00,  2.41it/s]
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Epoch 0: |          | 11735/? [1:21:14<00:00,  2.41it/s]
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Epoch 0: |          | 11736/? [1:21:14<00:00,  2.41it/s]
Epoch 0: |          | 11736/? [1:21:14<00:00,  2.41it/s]
Epoch 0: |          | 11737/? [1:21:14<00:00,  2.41it/s]
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Epoch 0: |          | 11738/? [1:21:15<00:00,  2.41it/s]
Epoch 0: |          | 11738/? [1:21:15<00:00,  2.41it/s]
Epoch 0: |          | 11739/? [1:21:15<00:00,  2.41it/s]
Epoch 0: |          | 11739/? [1:21:15<00:00,  2.41it/s]
Epoch 0: |          | 11740/? [1:21:16<00:00,  2.41it/s]
Epoch 0: |          | 11740/? [1:21:16<00:00,  2.41it/s]
Epoch 0: |          | 11741/? [1:21:16<00:00,  2.41it/s]
Epoch 0: |          | 11741/? [1:21:16<00:00,  2.41it/s]
Epoch 0: |          | 11742/? [1:21:16<00:00,  2.41it/s]
Epoch 0: |          | 11742/? [1:21:16<00:00,  2.41it/s]
Epoch 0: |          | 11743/? [1:21:17<00:00,  2.41it/s]
Epoch 0: |          | 11743/? [1:21:17<00:00,  2.41it/s]
Epoch 0: |          | 11744/? [1:21:17<00:00,  2.41it/s]
Epoch 0: |          | 11744/? [1:21:17<00:00,  2.41it/s]
Epoch 0: |          | 11745/? [1:21:18<00:00,  2.41it/s]
Epoch 0: |          | 11745/? [1:21:18<00:00,  2.41it/s]
Epoch 0: |          | 11746/? [1:21:18<00:00,  2.41it/s]
Epoch 0: |          | 11746/? [1:21:18<00:00,  2.41it/s]
Epoch 0: |          | 11747/? [1:21:18<00:00,  2.41it/s]
Epoch 0: |          | 11747/? [1:21:18<00:00,  2.41it/s]
Epoch 0: |          | 11748/? [1:21:19<00:00,  2.41it/s]
Epoch 0: |          | 11748/? [1:21:19<00:00,  2.41it/s]
Epoch 0: |          | 11749/? [1:21:19<00:00,  2.41it/s]
Epoch 0: |          | 11749/? [1:21:19<00:00,  2.41it/s]
Epoch 0: |          | 11750/? [1:21:19<00:00,  2.41it/s]
Epoch 0: |          | 11750/? [1:21:19<00:00,  2.41it/s]
Epoch 0: |          | 11751/? [1:21:20<00:00,  2.41it/s]
Epoch 0: |          | 11751/? [1:21:20<00:00,  2.41it/s]
Epoch 0: |          | 11752/? [1:21:20<00:00,  2.41it/s]
Epoch 0: |          | 11752/? [1:21:20<00:00,  2.41it/s]
Epoch 0: |          | 11753/? [1:21:21<00:00,  2.41it/s]
Epoch 0: |          | 11753/? [1:21:21<00:00,  2.41it/s]
Epoch 0: |          | 11754/? [1:21:21<00:00,  2.41it/s]
Epoch 0: |          | 11754/? [1:21:21<00:00,  2.41it/s]
Epoch 0: |          | 11755/? [1:21:21<00:00,  2.41it/s]
Epoch 0: |          | 11755/? [1:21:21<00:00,  2.41it/s]
Epoch 0: |          | 11756/? [1:21:22<00:00,  2.41it/s]
Epoch 0: |          | 11756/? [1:21:22<00:00,  2.41it/s]
Epoch 0: |          | 11757/? [1:21:22<00:00,  2.41it/s]
Epoch 0: |          | 11757/? [1:21:22<00:00,  2.41it/s]
Epoch 0: |          | 11758/? [1:21:23<00:00,  2.41it/s]
Epoch 0: |          | 11758/? [1:21:23<00:00,  2.41it/s]
Epoch 0: |          | 11759/? [1:21:23<00:00,  2.41it/s]
Epoch 0: |          | 11759/? [1:21:23<00:00,  2.41it/s]
Epoch 0: |          | 11760/? [1:21:24<00:00,  2.41it/s]
Epoch 0: |          | 11760/? [1:21:24<00:00,  2.41it/s]
Epoch 0: |          | 11761/? [1:21:24<00:00,  2.41it/s]
Epoch 0: |          | 11761/? [1:21:24<00:00,  2.41it/s]
Epoch 0: |          | 11762/? [1:21:24<00:00,  2.41it/s]
Epoch 0: |          | 11762/? [1:21:24<00:00,  2.41it/s]
Epoch 0: |          | 11763/? [1:21:25<00:00,  2.41it/s]
Epoch 0: |          | 11763/? [1:21:25<00:00,  2.41it/s]
Epoch 0: |          | 11764/? [1:21:25<00:00,  2.41it/s]
Epoch 0: |          | 11764/? [1:21:25<00:00,  2.41it/s]
Epoch 0: |          | 11765/? [1:21:25<00:00,  2.41it/s]
Epoch 0: |          | 11765/? [1:21:25<00:00,  2.41it/s]
Epoch 0: |          | 11766/? [1:21:26<00:00,  2.41it/s]
Epoch 0: |          | 11766/? [1:21:26<00:00,  2.41it/s]
Epoch 0: |          | 11767/? [1:21:26<00:00,  2.41it/s]
Epoch 0: |          | 11767/? [1:21:26<00:00,  2.41it/s]
Epoch 0: |          | 11768/? [1:21:27<00:00,  2.41it/s]
Epoch 0: |          | 11768/? [1:21:27<00:00,  2.41it/s]
Epoch 0: |          | 11769/? [1:21:27<00:00,  2.41it/s]
Epoch 0: |          | 11769/? [1:21:27<00:00,  2.41it/s]
Epoch 0: |          | 11770/? [1:21:28<00:00,  2.41it/s]
Epoch 0: |          | 11770/? [1:21:28<00:00,  2.41it/s]
Epoch 0: |          | 11771/? [1:21:28<00:00,  2.41it/s]
Epoch 0: |          | 11771/? [1:21:28<00:00,  2.41it/s]
Epoch 0: |          | 11772/? [1:21:28<00:00,  2.41it/s]
Epoch 0: |          | 11772/? [1:21:28<00:00,  2.41it/s]
Epoch 0: |          | 11773/? [1:21:29<00:00,  2.41it/s]
Epoch 0: |          | 11773/? [1:21:29<00:00,  2.41it/s]
Epoch 0: |          | 11774/? [1:21:29<00:00,  2.41it/s]
Epoch 0: |          | 11774/? [1:21:29<00:00,  2.41it/s]
Epoch 0: |          | 11775/? [1:21:30<00:00,  2.41it/s]
Epoch 0: |          | 11775/? [1:21:30<00:00,  2.41it/s]
Epoch 0: |          | 11776/? [1:21:30<00:00,  2.41it/s]
Epoch 0: |          | 11776/? [1:21:30<00:00,  2.41it/s]
Epoch 0: |          | 11777/? [1:21:30<00:00,  2.41it/s]
Epoch 0: |          | 11777/? [1:21:30<00:00,  2.41it/s]
Epoch 0: |          | 11778/? [1:21:31<00:00,  2.41it/s]
Epoch 0: |          | 11778/? [1:21:31<00:00,  2.41it/s]
Epoch 0: |          | 11779/? [1:21:31<00:00,  2.41it/s]
Epoch 0: |          | 11779/? [1:21:31<00:00,  2.41it/s]
Epoch 0: |          | 11780/? [1:21:32<00:00,  2.41it/s]
Epoch 0: |          | 11780/? [1:21:32<00:00,  2.41it/s]
Epoch 0: |          | 11781/? [1:21:32<00:00,  2.41it/s]
Epoch 0: |          | 11781/? [1:21:32<00:00,  2.41it/s]
Epoch 0: |          | 11782/? [1:21:32<00:00,  2.41it/s]
Epoch 0: |          | 11782/? [1:21:32<00:00,  2.41it/s]
Epoch 0: |          | 11783/? [1:21:33<00:00,  2.41it/s]
Epoch 0: |          | 11783/? [1:21:33<00:00,  2.41it/s]
Epoch 0: |          | 11784/? [1:21:33<00:00,  2.41it/s]
Epoch 0: |          | 11784/? [1:21:33<00:00,  2.41it/s]
Epoch 0: |          | 11785/? [1:21:34<00:00,  2.41it/s]
Epoch 0: |          | 11785/? [1:21:34<00:00,  2.41it/s]
Epoch 0: |          | 11786/? [1:21:34<00:00,  2.41it/s]
Epoch 0: |          | 11786/? [1:21:34<00:00,  2.41it/s]
Epoch 0: |          | 11787/? [1:21:34<00:00,  2.41it/s]
Epoch 0: |          | 11787/? [1:21:34<00:00,  2.41it/s]
Epoch 0: |          | 11788/? [1:21:35<00:00,  2.41it/s]
Epoch 0: |          | 11788/? [1:21:35<00:00,  2.41it/s]
Epoch 0: |          | 11789/? [1:21:35<00:00,  2.41it/s]
Epoch 0: |          | 11789/? [1:21:35<00:00,  2.41it/s]
Epoch 0: |          | 11790/? [1:21:36<00:00,  2.41it/s]
Epoch 0: |          | 11790/? [1:21:36<00:00,  2.41it/s]
Epoch 0: |          | 11791/? [1:21:36<00:00,  2.41it/s]
Epoch 0: |          | 11791/? [1:21:36<00:00,  2.41it/s]
Epoch 0: |          | 11792/? [1:21:36<00:00,  2.41it/s]
Epoch 0: |          | 11792/? [1:21:36<00:00,  2.41it/s]
Epoch 0: |          | 11793/? [1:21:37<00:00,  2.41it/s]
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Epoch 0: |          | 11794/? [1:21:37<00:00,  2.41it/s]
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Epoch 0: |          | 11795/? [1:21:38<00:00,  2.41it/s]
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Epoch 0: |          | 11796/? [1:21:38<00:00,  2.41it/s]
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Epoch 0: |          | 11797/? [1:21:38<00:00,  2.41it/s]
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Epoch 0: |          | 11798/? [1:21:39<00:00,  2.41it/s]
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Epoch 0: |          | 11799/? [1:21:39<00:00,  2.41it/s]
Epoch 0: |          | 11799/? [1:21:39<00:00,  2.41it/s]
Epoch 0: |          | 11800/? [1:21:40<00:00,  2.41it/s]
Epoch 0: |          | 11800/? [1:21:40<00:00,  2.41it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 12.04it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.88it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.59it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00, 10.50it/s][A
[A
Epoch 0: |          | 11800/? [1:21:40<00:00,  2.41it/s]
Epoch 0: |          | 11801/? [1:21:40<00:00,  2.41it/s]
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Epoch 0: |          | 11809/? [1:21:43<00:00,  2.41it/s]
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Epoch 0: |          | 11810/? [1:21:44<00:00,  2.41it/s]
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Epoch 0: |          | 11811/? [1:21:44<00:00,  2.41it/s]
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Epoch 0: |          | 11812/? [1:21:45<00:00,  2.41it/s]
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Epoch 0: |          | 11813/? [1:21:45<00:00,  2.41it/s]
Epoch 0: |          | 11813/? [1:21:45<00:00,  2.41it/s]
Epoch 0: |          | 11814/? [1:21:45<00:00,  2.41it/s]
Epoch 0: |          | 11814/? [1:21:45<00:00,  2.41it/s]
Epoch 0: |          | 11815/? [1:21:46<00:00,  2.41it/s]
Epoch 0: |          | 11815/? [1:21:46<00:00,  2.41it/s]
Epoch 0: |          | 11816/? [1:21:46<00:00,  2.41it/s]
Epoch 0: |          | 11816/? [1:21:46<00:00,  2.41it/s]
Epoch 0: |          | 11817/? [1:21:47<00:00,  2.41it/s]
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Epoch 0: |          | 11818/? [1:21:47<00:00,  2.41it/s]
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Epoch 0: |          | 11819/? [1:21:47<00:00,  2.41it/s]
Epoch 0: |          | 11819/? [1:21:47<00:00,  2.41it/s]
Epoch 0: |          | 11820/? [1:21:48<00:00,  2.41it/s]
Epoch 0: |          | 11820/? [1:21:48<00:00,  2.41it/s]
Epoch 0: |          | 11821/? [1:21:48<00:00,  2.41it/s]
Epoch 0: |          | 11821/? [1:21:48<00:00,  2.41it/s]
Epoch 0: |          | 11822/? [1:21:49<00:00,  2.41it/s]
Epoch 0: |          | 11822/? [1:21:49<00:00,  2.41it/s]
Epoch 0: |          | 11823/? [1:21:49<00:00,  2.41it/s]
Epoch 0: |          | 11823/? [1:21:49<00:00,  2.41it/s]
Epoch 0: |          | 11824/? [1:21:49<00:00,  2.41it/s]
Epoch 0: |          | 11824/? [1:21:49<00:00,  2.41it/s]
Epoch 0: |          | 11825/? [1:21:50<00:00,  2.41it/s]
Epoch 0: |          | 11825/? [1:21:50<00:00,  2.41it/s]
Epoch 0: |          | 11826/? [1:21:50<00:00,  2.41it/s]
Epoch 0: |          | 11826/? [1:21:50<00:00,  2.41it/s]
Epoch 0: |          | 11827/? [1:21:51<00:00,  2.41it/s]
Epoch 0: |          | 11827/? [1:21:51<00:00,  2.41it/s]
Epoch 0: |          | 11828/? [1:21:51<00:00,  2.41it/s]
Epoch 0: |          | 11828/? [1:21:51<00:00,  2.41it/s]
Epoch 0: |          | 11829/? [1:21:51<00:00,  2.41it/s]
Epoch 0: |          | 11829/? [1:21:51<00:00,  2.41it/s]
Epoch 0: |          | 11830/? [1:21:52<00:00,  2.41it/s]
Epoch 0: |          | 11830/? [1:21:52<00:00,  2.41it/s]
Epoch 0: |          | 11831/? [1:21:52<00:00,  2.41it/s]
Epoch 0: |          | 11831/? [1:21:52<00:00,  2.41it/s]
Epoch 0: |          | 11832/? [1:21:53<00:00,  2.41it/s]
Epoch 0: |          | 11832/? [1:21:53<00:00,  2.41it/s]
Epoch 0: |          | 11833/? [1:21:53<00:00,  2.41it/s]
Epoch 0: |          | 11833/? [1:21:53<00:00,  2.41it/s]
Epoch 0: |          | 11834/? [1:21:53<00:00,  2.41it/s]
Epoch 0: |          | 11834/? [1:21:53<00:00,  2.41it/s]
Epoch 0: |          | 11835/? [1:21:54<00:00,  2.41it/s]
Epoch 0: |          | 11835/? [1:21:54<00:00,  2.41it/s]
Epoch 0: |          | 11836/? [1:21:54<00:00,  2.41it/s]
Epoch 0: |          | 11836/? [1:21:54<00:00,  2.41it/s]
Epoch 0: |          | 11837/? [1:21:55<00:00,  2.41it/s]
Epoch 0: |          | 11837/? [1:21:55<00:00,  2.41it/s]
Epoch 0: |          | 11838/? [1:21:55<00:00,  2.41it/s]
Epoch 0: |          | 11838/? [1:21:55<00:00,  2.41it/s]
Epoch 0: |          | 11839/? [1:21:55<00:00,  2.41it/s]
Epoch 0: |          | 11839/? [1:21:55<00:00,  2.41it/s]
Epoch 0: |          | 11840/? [1:21:56<00:00,  2.41it/s]
Epoch 0: |          | 11840/? [1:21:56<00:00,  2.41it/s]
Epoch 0: |          | 11841/? [1:21:56<00:00,  2.41it/s]
Epoch 0: |          | 11841/? [1:21:56<00:00,  2.41it/s]
Epoch 0: |          | 11842/? [1:21:57<00:00,  2.41it/s]
Epoch 0: |          | 11842/? [1:21:57<00:00,  2.41it/s]
Epoch 0: |          | 11843/? [1:21:57<00:00,  2.41it/s]
Epoch 0: |          | 11843/? [1:21:57<00:00,  2.41it/s]
Epoch 0: |          | 11844/? [1:21:57<00:00,  2.41it/s]
Epoch 0: |          | 11844/? [1:21:57<00:00,  2.41it/s]
Epoch 0: |          | 11845/? [1:21:58<00:00,  2.41it/s]
Epoch 0: |          | 11845/? [1:21:58<00:00,  2.41it/s]
Epoch 0: |          | 11846/? [1:21:58<00:00,  2.41it/s]
Epoch 0: |          | 11846/? [1:21:58<00:00,  2.41it/s]
Epoch 0: |          | 11847/? [1:21:59<00:00,  2.41it/s]
Epoch 0: |          | 11847/? [1:21:59<00:00,  2.41it/s]
Epoch 0: |          | 11848/? [1:21:59<00:00,  2.41it/s]
Epoch 0: |          | 11848/? [1:21:59<00:00,  2.41it/s]
Epoch 0: |          | 11849/? [1:21:59<00:00,  2.41it/s]
Epoch 0: |          | 11849/? [1:21:59<00:00,  2.41it/s]
Epoch 0: |          | 11850/? [1:22:00<00:00,  2.41it/s]
Epoch 0: |          | 11850/? [1:22:00<00:00,  2.41it/s]
Epoch 0: |          | 11851/? [1:22:00<00:00,  2.41it/s]
Epoch 0: |          | 11851/? [1:22:00<00:00,  2.41it/s]
Epoch 0: |          | 11852/? [1:22:01<00:00,  2.41it/s]
Epoch 0: |          | 11852/? [1:22:01<00:00,  2.41it/s]
Epoch 0: |          | 11853/? [1:22:01<00:00,  2.41it/s]
Epoch 0: |          | 11853/? [1:22:01<00:00,  2.41it/s]
Epoch 0: |          | 11854/? [1:22:01<00:00,  2.41it/s]
Epoch 0: |          | 11854/? [1:22:01<00:00,  2.41it/s]
Epoch 0: |          | 11855/? [1:22:02<00:00,  2.41it/s]
Epoch 0: |          | 11855/? [1:22:02<00:00,  2.41it/s]
Epoch 0: |          | 11856/? [1:22:02<00:00,  2.41it/s]
Epoch 0: |          | 11856/? [1:22:02<00:00,  2.41it/s]
Epoch 0: |          | 11857/? [1:22:03<00:00,  2.41it/s]
Epoch 0: |          | 11857/? [1:22:03<00:00,  2.41it/s]
Epoch 0: |          | 11858/? [1:22:03<00:00,  2.41it/s]
Epoch 0: |          | 11858/? [1:22:03<00:00,  2.41it/s]
Epoch 0: |          | 11859/? [1:22:03<00:00,  2.41it/s]
Epoch 0: |          | 11859/? [1:22:03<00:00,  2.41it/s]
Epoch 0: |          | 11860/? [1:22:04<00:00,  2.41it/s]
Epoch 0: |          | 11860/? [1:22:04<00:00,  2.41it/s]
Epoch 0: |          | 11861/? [1:22:04<00:00,  2.41it/s]
Epoch 0: |          | 11861/? [1:22:04<00:00,  2.41it/s]
Epoch 0: |          | 11862/? [1:22:05<00:00,  2.41it/s]
Epoch 0: |          | 11862/? [1:22:05<00:00,  2.41it/s]
Epoch 0: |          | 11863/? [1:22:05<00:00,  2.41it/s]
Epoch 0: |          | 11863/? [1:22:05<00:00,  2.41it/s]
Epoch 0: |          | 11864/? [1:22:06<00:00,  2.41it/s]
Epoch 0: |          | 11864/? [1:22:06<00:00,  2.41it/s]
Epoch 0: |          | 11865/? [1:22:06<00:00,  2.41it/s]
Epoch 0: |          | 11865/? [1:22:06<00:00,  2.41it/s]
Epoch 0: |          | 11866/? [1:22:06<00:00,  2.41it/s]
Epoch 0: |          | 11866/? [1:22:06<00:00,  2.41it/s]
Epoch 0: |          | 11867/? [1:22:07<00:00,  2.41it/s]
Epoch 0: |          | 11867/? [1:22:07<00:00,  2.41it/s]
Epoch 0: |          | 11868/? [1:22:07<00:00,  2.41it/s]
Epoch 0: |          | 11868/? [1:22:07<00:00,  2.41it/s]
Epoch 0: |          | 11869/? [1:22:08<00:00,  2.41it/s]
Epoch 0: |          | 11869/? [1:22:08<00:00,  2.41it/s]
Epoch 0: |          | 11870/? [1:22:08<00:00,  2.41it/s]
Epoch 0: |          | 11870/? [1:22:08<00:00,  2.41it/s]
Epoch 0: |          | 11871/? [1:22:08<00:00,  2.41it/s]
Epoch 0: |          | 11871/? [1:22:08<00:00,  2.41it/s]
Epoch 0: |          | 11872/? [1:22:09<00:00,  2.41it/s]
Epoch 0: |          | 11872/? [1:22:09<00:00,  2.41it/s]
Epoch 0: |          | 11873/? [1:22:09<00:00,  2.41it/s]
Epoch 0: |          | 11873/? [1:22:09<00:00,  2.41it/s]
Epoch 0: |          | 11874/? [1:22:10<00:00,  2.41it/s]
Epoch 0: |          | 11874/? [1:22:10<00:00,  2.41it/s]
Epoch 0: |          | 11875/? [1:22:10<00:00,  2.41it/s]
Epoch 0: |          | 11875/? [1:22:10<00:00,  2.41it/s]
Epoch 0: |          | 11876/? [1:22:10<00:00,  2.41it/s]
Epoch 0: |          | 11876/? [1:22:10<00:00,  2.41it/s]
Epoch 0: |          | 11877/? [1:22:11<00:00,  2.41it/s]
Epoch 0: |          | 11877/? [1:22:11<00:00,  2.41it/s]
Epoch 0: |          | 11878/? [1:22:11<00:00,  2.41it/s]
Epoch 0: |          | 11878/? [1:22:11<00:00,  2.41it/s]
Epoch 0: |          | 11879/? [1:22:11<00:00,  2.41it/s]
Epoch 0: |          | 11879/? [1:22:11<00:00,  2.41it/s]
Epoch 0: |          | 11880/? [1:22:12<00:00,  2.41it/s]
Epoch 0: |          | 11880/? [1:22:12<00:00,  2.41it/s]
Epoch 0: |          | 11881/? [1:22:12<00:00,  2.41it/s]
Epoch 0: |          | 11881/? [1:22:12<00:00,  2.41it/s]
Epoch 0: |          | 11882/? [1:22:13<00:00,  2.41it/s]
Epoch 0: |          | 11882/? [1:22:13<00:00,  2.41it/s]
Epoch 0: |          | 11883/? [1:22:13<00:00,  2.41it/s]
Epoch 0: |          | 11883/? [1:22:13<00:00,  2.41it/s]
Epoch 0: |          | 11884/? [1:22:13<00:00,  2.41it/s]
Epoch 0: |          | 11884/? [1:22:13<00:00,  2.41it/s]
Epoch 0: |          | 11885/? [1:22:14<00:00,  2.41it/s]
Epoch 0: |          | 11885/? [1:22:14<00:00,  2.41it/s]
Epoch 0: |          | 11886/? [1:22:14<00:00,  2.41it/s]
Epoch 0: |          | 11886/? [1:22:14<00:00,  2.41it/s]
Epoch 0: |          | 11887/? [1:22:14<00:00,  2.41it/s]
Epoch 0: |          | 11887/? [1:22:14<00:00,  2.41it/s]
Epoch 0: |          | 11888/? [1:22:15<00:00,  2.41it/s]
Epoch 0: |          | 11888/? [1:22:15<00:00,  2.41it/s]
Epoch 0: |          | 11889/? [1:22:15<00:00,  2.41it/s]
Epoch 0: |          | 11889/? [1:22:15<00:00,  2.41it/s]
Epoch 0: |          | 11890/? [1:22:16<00:00,  2.41it/s]
Epoch 0: |          | 11890/? [1:22:16<00:00,  2.41it/s]
Epoch 0: |          | 11891/? [1:22:16<00:00,  2.41it/s]
Epoch 0: |          | 11891/? [1:22:16<00:00,  2.41it/s]
Epoch 0: |          | 11892/? [1:22:16<00:00,  2.41it/s]
Epoch 0: |          | 11892/? [1:22:16<00:00,  2.41it/s]
Epoch 0: |          | 11893/? [1:22:17<00:00,  2.41it/s]
Epoch 0: |          | 11893/? [1:22:17<00:00,  2.41it/s]
Epoch 0: |          | 11894/? [1:22:17<00:00,  2.41it/s]
Epoch 0: |          | 11894/? [1:22:17<00:00,  2.41it/s]
Epoch 0: |          | 11895/? [1:22:18<00:00,  2.41it/s]
Epoch 0: |          | 11895/? [1:22:18<00:00,  2.41it/s]
Epoch 0: |          | 11896/? [1:22:18<00:00,  2.41it/s]
Epoch 0: |          | 11896/? [1:22:18<00:00,  2.41it/s]
Epoch 0: |          | 11897/? [1:22:18<00:00,  2.41it/s]
Epoch 0: |          | 11897/? [1:22:18<00:00,  2.41it/s]
Epoch 0: |          | 11898/? [1:22:19<00:00,  2.41it/s]
Epoch 0: |          | 11898/? [1:22:19<00:00,  2.41it/s]
Epoch 0: |          | 11899/? [1:22:19<00:00,  2.41it/s]
Epoch 0: |          | 11899/? [1:22:19<00:00,  2.41it/s]
Epoch 0: |          | 11900/? [1:22:20<00:00,  2.41it/s]
Epoch 0: |          | 11900/? [1:22:20<00:00,  2.41it/s]
Epoch 0: |          | 11901/? [1:22:20<00:00,  2.41it/s]
Epoch 0: |          | 11901/? [1:22:20<00:00,  2.41it/s]
Epoch 0: |          | 11902/? [1:22:20<00:00,  2.41it/s]
Epoch 0: |          | 11902/? [1:22:20<00:00,  2.41it/s]
Epoch 0: |          | 11903/? [1:22:21<00:00,  2.41it/s]
Epoch 0: |          | 11903/? [1:22:21<00:00,  2.41it/s]
Epoch 0: |          | 11904/? [1:22:21<00:00,  2.41it/s]
Epoch 0: |          | 11904/? [1:22:21<00:00,  2.41it/s]
Epoch 0: |          | 11905/? [1:22:22<00:00,  2.41it/s]
Epoch 0: |          | 11905/? [1:22:22<00:00,  2.41it/s]
Epoch 0: |          | 11906/? [1:22:22<00:00,  2.41it/s]
Epoch 0: |          | 11906/? [1:22:22<00:00,  2.41it/s]
Epoch 0: |          | 11907/? [1:22:22<00:00,  2.41it/s]
Epoch 0: |          | 11907/? [1:22:22<00:00,  2.41it/s]
Epoch 0: |          | 11908/? [1:22:23<00:00,  2.41it/s]
Epoch 0: |          | 11908/? [1:22:23<00:00,  2.41it/s]
Epoch 0: |          | 11909/? [1:22:23<00:00,  2.41it/s]
Epoch 0: |          | 11909/? [1:22:23<00:00,  2.41it/s]
Epoch 0: |          | 11910/? [1:22:24<00:00,  2.41it/s]
Epoch 0: |          | 11910/? [1:22:24<00:00,  2.41it/s]
Epoch 0: |          | 11911/? [1:22:24<00:00,  2.41it/s]
Epoch 0: |          | 11911/? [1:22:24<00:00,  2.41it/s]
Epoch 0: |          | 11912/? [1:22:24<00:00,  2.41it/s]
Epoch 0: |          | 11912/? [1:22:24<00:00,  2.41it/s]
Epoch 0: |          | 11913/? [1:22:25<00:00,  2.41it/s]
Epoch 0: |          | 11913/? [1:22:25<00:00,  2.41it/s]
Epoch 0: |          | 11914/? [1:22:25<00:00,  2.41it/s]
Epoch 0: |          | 11914/? [1:22:25<00:00,  2.41it/s]
Epoch 0: |          | 11915/? [1:22:26<00:00,  2.41it/s]
Epoch 0: |          | 11915/? [1:22:26<00:00,  2.41it/s]
Epoch 0: |          | 11916/? [1:22:26<00:00,  2.41it/s]
Epoch 0: |          | 11916/? [1:22:26<00:00,  2.41it/s]
Epoch 0: |          | 11917/? [1:22:26<00:00,  2.41it/s]
Epoch 0: |          | 11917/? [1:22:26<00:00,  2.41it/s]
Epoch 0: |          | 11918/? [1:22:27<00:00,  2.41it/s]
Epoch 0: |          | 11918/? [1:22:27<00:00,  2.41it/s]
Epoch 0: |          | 11919/? [1:22:27<00:00,  2.41it/s]
Epoch 0: |          | 11919/? [1:22:27<00:00,  2.41it/s]
Epoch 0: |          | 11920/? [1:22:28<00:00,  2.41it/s]
Epoch 0: |          | 11920/? [1:22:28<00:00,  2.41it/s]
Epoch 0: |          | 11921/? [1:22:28<00:00,  2.41it/s]
Epoch 0: |          | 11921/? [1:22:28<00:00,  2.41it/s]
Epoch 0: |          | 11922/? [1:22:28<00:00,  2.41it/s]
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Epoch 0: |          | 11923/? [1:22:29<00:00,  2.41it/s]
Epoch 0: |          | 11923/? [1:22:29<00:00,  2.41it/s]
Epoch 0: |          | 11924/? [1:22:29<00:00,  2.41it/s]
Epoch 0: |          | 11924/? [1:22:29<00:00,  2.41it/s]
Epoch 0: |          | 11925/? [1:22:30<00:00,  2.41it/s]
Epoch 0: |          | 11925/? [1:22:30<00:00,  2.41it/s]
Epoch 0: |          | 11926/? [1:22:30<00:00,  2.41it/s]
Epoch 0: |          | 11926/? [1:22:30<00:00,  2.41it/s]
Epoch 0: |          | 11927/? [1:22:30<00:00,  2.41it/s]
Epoch 0: |          | 11927/? [1:22:30<00:00,  2.41it/s]
Epoch 0: |          | 11928/? [1:22:31<00:00,  2.41it/s]
Epoch 0: |          | 11928/? [1:22:31<00:00,  2.41it/s]
Epoch 0: |          | 11929/? [1:22:31<00:00,  2.41it/s]
Epoch 0: |          | 11929/? [1:22:31<00:00,  2.41it/s]
Epoch 0: |          | 11930/? [1:22:31<00:00,  2.41it/s]
Epoch 0: |          | 11930/? [1:22:31<00:00,  2.41it/s]
Epoch 0: |          | 11931/? [1:22:32<00:00,  2.41it/s]
Epoch 0: |          | 11931/? [1:22:32<00:00,  2.41it/s]
Epoch 0: |          | 11932/? [1:22:32<00:00,  2.41it/s]
Epoch 0: |          | 11932/? [1:22:32<00:00,  2.41it/s]
Epoch 0: |          | 11933/? [1:22:33<00:00,  2.41it/s]
Epoch 0: |          | 11933/? [1:22:33<00:00,  2.41it/s]
Epoch 0: |          | 11934/? [1:22:33<00:00,  2.41it/s]
Epoch 0: |          | 11934/? [1:22:33<00:00,  2.41it/s]
Epoch 0: |          | 11935/? [1:22:33<00:00,  2.41it/s]
Epoch 0: |          | 11935/? [1:22:33<00:00,  2.41it/s]
Epoch 0: |          | 11936/? [1:22:34<00:00,  2.41it/s]
Epoch 0: |          | 11936/? [1:22:34<00:00,  2.41it/s]
Epoch 0: |          | 11937/? [1:22:34<00:00,  2.41it/s]
Epoch 0: |          | 11937/? [1:22:34<00:00,  2.41it/s]
Epoch 0: |          | 11938/? [1:22:35<00:00,  2.41it/s]
Epoch 0: |          | 11938/? [1:22:35<00:00,  2.41it/s]
Epoch 0: |          | 11939/? [1:22:35<00:00,  2.41it/s]
Epoch 0: |          | 11939/? [1:22:35<00:00,  2.41it/s]
Epoch 0: |          | 11940/? [1:22:35<00:00,  2.41it/s]
Epoch 0: |          | 11940/? [1:22:35<00:00,  2.41it/s]
Epoch 0: |          | 11941/? [1:22:36<00:00,  2.41it/s]
Epoch 0: |          | 11941/? [1:22:36<00:00,  2.41it/s]
Epoch 0: |          | 11942/? [1:22:36<00:00,  2.41it/s]
Epoch 0: |          | 11942/? [1:22:36<00:00,  2.41it/s]
Epoch 0: |          | 11943/? [1:22:37<00:00,  2.41it/s]
Epoch 0: |          | 11943/? [1:22:37<00:00,  2.41it/s]
Epoch 0: |          | 11944/? [1:22:37<00:00,  2.41it/s]
Epoch 0: |          | 11944/? [1:22:37<00:00,  2.41it/s]
Epoch 0: |          | 11945/? [1:22:37<00:00,  2.41it/s]
Epoch 0: |          | 11945/? [1:22:37<00:00,  2.41it/s]
Epoch 0: |          | 11946/? [1:22:38<00:00,  2.41it/s]
Epoch 0: |          | 11946/? [1:22:38<00:00,  2.41it/s]
Epoch 0: |          | 11947/? [1:22:38<00:00,  2.41it/s]
Epoch 0: |          | 11947/? [1:22:38<00:00,  2.41it/s]
Epoch 0: |          | 11948/? [1:22:39<00:00,  2.41it/s]
Epoch 0: |          | 11948/? [1:22:39<00:00,  2.41it/s]
Epoch 0: |          | 11949/? [1:22:39<00:00,  2.41it/s]
Epoch 0: |          | 11949/? [1:22:39<00:00,  2.41it/s]
Epoch 0: |          | 11950/? [1:22:39<00:00,  2.41it/s]
Epoch 0: |          | 11950/? [1:22:39<00:00,  2.41it/s]
Epoch 0: |          | 11951/? [1:22:40<00:00,  2.41it/s]
Epoch 0: |          | 11951/? [1:22:40<00:00,  2.41it/s]
Epoch 0: |          | 11952/? [1:22:40<00:00,  2.41it/s]
Epoch 0: |          | 11952/? [1:22:40<00:00,  2.41it/s]
Epoch 0: |          | 11953/? [1:22:41<00:00,  2.41it/s]
Epoch 0: |          | 11953/? [1:22:41<00:00,  2.41it/s]
Epoch 0: |          | 11954/? [1:22:41<00:00,  2.41it/s]
Epoch 0: |          | 11954/? [1:22:41<00:00,  2.41it/s]
Epoch 0: |          | 11955/? [1:22:41<00:00,  2.41it/s]
Epoch 0: |          | 11955/? [1:22:41<00:00,  2.41it/s]
Epoch 0: |          | 11956/? [1:22:42<00:00,  2.41it/s]
Epoch 0: |          | 11956/? [1:22:42<00:00,  2.41it/s]
Epoch 0: |          | 11957/? [1:22:42<00:00,  2.41it/s]
Epoch 0: |          | 11957/? [1:22:42<00:00,  2.41it/s]
Epoch 0: |          | 11958/? [1:22:42<00:00,  2.41it/s]
Epoch 0: |          | 11958/? [1:22:42<00:00,  2.41it/s]
Epoch 0: |          | 11959/? [1:22:43<00:00,  2.41it/s]
Epoch 0: |          | 11959/? [1:22:43<00:00,  2.41it/s]
Epoch 0: |          | 11960/? [1:22:43<00:00,  2.41it/s]
Epoch 0: |          | 11960/? [1:22:43<00:00,  2.41it/s]
Epoch 0: |          | 11961/? [1:22:44<00:00,  2.41it/s]
Epoch 0: |          | 11961/? [1:22:44<00:00,  2.41it/s]
Epoch 0: |          | 11962/? [1:22:44<00:00,  2.41it/s]
Epoch 0: |          | 11962/? [1:22:44<00:00,  2.41it/s]
Epoch 0: |          | 11963/? [1:22:45<00:00,  2.41it/s]
Epoch 0: |          | 11963/? [1:22:45<00:00,  2.41it/s]
Epoch 0: |          | 11964/? [1:22:45<00:00,  2.41it/s]
Epoch 0: |          | 11964/? [1:22:45<00:00,  2.41it/s]
Epoch 0: |          | 11965/? [1:22:45<00:00,  2.41it/s]
Epoch 0: |          | 11965/? [1:22:45<00:00,  2.41it/s]
Epoch 0: |          | 11966/? [1:22:46<00:00,  2.41it/s]
Epoch 0: |          | 11966/? [1:22:46<00:00,  2.41it/s]
Epoch 0: |          | 11967/? [1:22:46<00:00,  2.41it/s]
Epoch 0: |          | 11967/? [1:22:46<00:00,  2.41it/s]
Epoch 0: |          | 11968/? [1:22:47<00:00,  2.41it/s]
Epoch 0: |          | 11968/? [1:22:47<00:00,  2.41it/s]
Epoch 0: |          | 11969/? [1:22:47<00:00,  2.41it/s]
Epoch 0: |          | 11969/? [1:22:47<00:00,  2.41it/s]
Epoch 0: |          | 11970/? [1:22:47<00:00,  2.41it/s]
Epoch 0: |          | 11970/? [1:22:47<00:00,  2.41it/s]
Epoch 0: |          | 11971/? [1:22:48<00:00,  2.41it/s]
Epoch 0: |          | 11971/? [1:22:48<00:00,  2.41it/s]
Epoch 0: |          | 11972/? [1:22:48<00:00,  2.41it/s]
Epoch 0: |          | 11972/? [1:22:48<00:00,  2.41it/s]
Epoch 0: |          | 11973/? [1:22:49<00:00,  2.41it/s]
Epoch 0: |          | 11973/? [1:22:49<00:00,  2.41it/s]
Epoch 0: |          | 11974/? [1:22:49<00:00,  2.41it/s]
Epoch 0: |          | 11974/? [1:22:49<00:00,  2.41it/s]
Epoch 0: |          | 11975/? [1:22:49<00:00,  2.41it/s]
Epoch 0: |          | 11975/? [1:22:49<00:00,  2.41it/s]
Epoch 0: |          | 11976/? [1:22:50<00:00,  2.41it/s]
Epoch 0: |          | 11976/? [1:22:50<00:00,  2.41it/s]
Epoch 0: |          | 11977/? [1:22:50<00:00,  2.41it/s]
Epoch 0: |          | 11977/? [1:22:50<00:00,  2.41it/s]
Epoch 0: |          | 11978/? [1:22:50<00:00,  2.41it/s]
Epoch 0: |          | 11978/? [1:22:50<00:00,  2.41it/s]
Epoch 0: |          | 11979/? [1:22:51<00:00,  2.41it/s]
Epoch 0: |          | 11979/? [1:22:51<00:00,  2.41it/s]
Epoch 0: |          | 11980/? [1:22:51<00:00,  2.41it/s]
Epoch 0: |          | 11980/? [1:22:51<00:00,  2.41it/s]
Epoch 0: |          | 11981/? [1:22:52<00:00,  2.41it/s]
Epoch 0: |          | 11981/? [1:22:52<00:00,  2.41it/s]
Epoch 0: |          | 11982/? [1:22:52<00:00,  2.41it/s]
Epoch 0: |          | 11982/? [1:22:52<00:00,  2.41it/s]
Epoch 0: |          | 11983/? [1:22:52<00:00,  2.41it/s]
Epoch 0: |          | 11983/? [1:22:52<00:00,  2.41it/s]
Epoch 0: |          | 11984/? [1:22:53<00:00,  2.41it/s]
Epoch 0: |          | 11984/? [1:22:53<00:00,  2.41it/s]
Epoch 0: |          | 11985/? [1:22:53<00:00,  2.41it/s]
Epoch 0: |          | 11985/? [1:22:53<00:00,  2.41it/s]
Epoch 0: |          | 11986/? [1:22:54<00:00,  2.41it/s]
Epoch 0: |          | 11986/? [1:22:54<00:00,  2.41it/s]
Epoch 0: |          | 11987/? [1:22:54<00:00,  2.41it/s]
Epoch 0: |          | 11987/? [1:22:54<00:00,  2.41it/s]
Epoch 0: |          | 11988/? [1:22:54<00:00,  2.41it/s]
Epoch 0: |          | 11988/? [1:22:54<00:00,  2.41it/s]
Epoch 0: |          | 11989/? [1:22:55<00:00,  2.41it/s]
Epoch 0: |          | 11989/? [1:22:55<00:00,  2.41it/s]
Epoch 0: |          | 11990/? [1:22:55<00:00,  2.41it/s]
Epoch 0: |          | 11990/? [1:22:55<00:00,  2.41it/s]
Epoch 0: |          | 11991/? [1:22:55<00:00,  2.41it/s]
Epoch 0: |          | 11991/? [1:22:55<00:00,  2.41it/s]
Epoch 0: |          | 11992/? [1:22:56<00:00,  2.41it/s]
Epoch 0: |          | 11992/? [1:22:56<00:00,  2.41it/s]
Epoch 0: |          | 11993/? [1:22:56<00:00,  2.41it/s]
Epoch 0: |          | 11993/? [1:22:56<00:00,  2.41it/s]
Epoch 0: |          | 11994/? [1:22:57<00:00,  2.41it/s]
Epoch 0: |          | 11994/? [1:22:57<00:00,  2.41it/s]
Epoch 0: |          | 11995/? [1:22:57<00:00,  2.41it/s]
Epoch 0: |          | 11995/? [1:22:57<00:00,  2.41it/s]
Epoch 0: |          | 11996/? [1:22:57<00:00,  2.41it/s]
Epoch 0: |          | 11996/? [1:22:57<00:00,  2.41it/s]
Epoch 0: |          | 11997/? [1:22:58<00:00,  2.41it/s]
Epoch 0: |          | 11997/? [1:22:58<00:00,  2.41it/s]
Epoch 0: |          | 11998/? [1:22:58<00:00,  2.41it/s]
Epoch 0: |          | 11998/? [1:22:58<00:00,  2.41it/s]
Epoch 0: |          | 11999/? [1:22:59<00:00,  2.41it/s]
Epoch 0: |          | 11999/? [1:22:59<00:00,  2.41it/s]
Epoch 0: |          | 12000/? [1:22:59<00:00,  2.41it/s]
Epoch 0: |          | 12000/? [1:22:59<00:00,  2.41it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 12.25it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.99it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.64it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00, 10.46it/s][A
[A
Epoch 0: |          | 12000/? [1:22:59<00:00,  2.41it/s]
Epoch 0: |          | 12001/? [1:23:00<00:00,  2.41it/s]
Epoch 0: |          | 12001/? [1:23:00<00:00,  2.41it/s]
Epoch 0: |          | 12002/? [1:23:00<00:00,  2.41it/s]
Epoch 0: |          | 12002/? [1:23:00<00:00,  2.41it/s]
Epoch 0: |          | 12003/? [1:23:00<00:00,  2.41it/s]
Epoch 0: |          | 12003/? [1:23:00<00:00,  2.41it/s]
Epoch 0: |          | 12004/? [1:23:01<00:00,  2.41it/s]
Epoch 0: |          | 12004/? [1:23:01<00:00,  2.41it/s]
Epoch 0: |          | 12005/? [1:23:01<00:00,  2.41it/s]
Epoch 0: |          | 12005/? [1:23:01<00:00,  2.41it/s]
Epoch 0: |          | 12006/? [1:23:02<00:00,  2.41it/s]
Epoch 0: |          | 12006/? [1:23:02<00:00,  2.41it/s]
Epoch 0: |          | 12007/? [1:23:02<00:00,  2.41it/s]
Epoch 0: |          | 12007/? [1:23:02<00:00,  2.41it/s]
Epoch 0: |          | 12008/? [1:23:02<00:00,  2.41it/s]
Epoch 0: |          | 12008/? [1:23:02<00:00,  2.41it/s]
Epoch 0: |          | 12009/? [1:23:03<00:00,  2.41it/s]
Epoch 0: |          | 12009/? [1:23:03<00:00,  2.41it/s]
Epoch 0: |          | 12010/? [1:23:03<00:00,  2.41it/s]
Epoch 0: |          | 12010/? [1:23:03<00:00,  2.41it/s]
Epoch 0: |          | 12011/? [1:23:04<00:00,  2.41it/s]
Epoch 0: |          | 12011/? [1:23:04<00:00,  2.41it/s]
Epoch 0: |          | 12012/? [1:23:04<00:00,  2.41it/s]
Epoch 0: |          | 12012/? [1:23:04<00:00,  2.41it/s]
Epoch 0: |          | 12013/? [1:23:04<00:00,  2.41it/s]
Epoch 0: |          | 12013/? [1:23:04<00:00,  2.41it/s]
Epoch 0: |          | 12014/? [1:23:05<00:00,  2.41it/s]
Epoch 0: |          | 12014/? [1:23:05<00:00,  2.41it/s]
Epoch 0: |          | 12015/? [1:23:05<00:00,  2.41it/s]
Epoch 0: |          | 12015/? [1:23:05<00:00,  2.41it/s]
Epoch 0: |          | 12016/? [1:23:05<00:00,  2.41it/s]
Epoch 0: |          | 12016/? [1:23:05<00:00,  2.41it/s]
Epoch 0: |          | 12017/? [1:23:06<00:00,  2.41it/s]
Epoch 0: |          | 12017/? [1:23:06<00:00,  2.41it/s]
Epoch 0: |          | 12018/? [1:23:06<00:00,  2.41it/s]
Epoch 0: |          | 12018/? [1:23:06<00:00,  2.41it/s]
Epoch 0: |          | 12019/? [1:23:07<00:00,  2.41it/s]
Epoch 0: |          | 12019/? [1:23:07<00:00,  2.41it/s]
Epoch 0: |          | 12020/? [1:23:07<00:00,  2.41it/s]
Epoch 0: |          | 12020/? [1:23:07<00:00,  2.41it/s]
Epoch 0: |          | 12021/? [1:23:07<00:00,  2.41it/s]
Epoch 0: |          | 12021/? [1:23:07<00:00,  2.41it/s]
Epoch 0: |          | 12022/? [1:23:08<00:00,  2.41it/s]
Epoch 0: |          | 12022/? [1:23:08<00:00,  2.41it/s]
Epoch 0: |          | 12023/? [1:23:08<00:00,  2.41it/s]
Epoch 0: |          | 12023/? [1:23:08<00:00,  2.41it/s]
Epoch 0: |          | 12024/? [1:23:09<00:00,  2.41it/s]
Epoch 0: |          | 12024/? [1:23:09<00:00,  2.41it/s]
Epoch 0: |          | 12025/? [1:23:09<00:00,  2.41it/s]
Epoch 0: |          | 12025/? [1:23:09<00:00,  2.41it/s]
Epoch 0: |          | 12026/? [1:23:10<00:00,  2.41it/s]
Epoch 0: |          | 12026/? [1:23:10<00:00,  2.41it/s]
Epoch 0: |          | 12027/? [1:23:10<00:00,  2.41it/s]
Epoch 0: |          | 12027/? [1:23:10<00:00,  2.41it/s]
Epoch 0: |          | 12028/? [1:23:10<00:00,  2.41it/s]
Epoch 0: |          | 12028/? [1:23:10<00:00,  2.41it/s]
Epoch 0: |          | 12029/? [1:23:11<00:00,  2.41it/s]
Epoch 0: |          | 12029/? [1:23:11<00:00,  2.41it/s]
Epoch 0: |          | 12030/? [1:23:11<00:00,  2.41it/s]
Epoch 0: |          | 12030/? [1:23:11<00:00,  2.41it/s]
Epoch 0: |          | 12031/? [1:23:12<00:00,  2.41it/s]
Epoch 0: |          | 12031/? [1:23:12<00:00,  2.41it/s]
Epoch 0: |          | 12032/? [1:23:12<00:00,  2.41it/s]
Epoch 0: |          | 12032/? [1:23:12<00:00,  2.41it/s]
Epoch 0: |          | 12033/? [1:23:12<00:00,  2.41it/s]
Epoch 0: |          | 12033/? [1:23:12<00:00,  2.41it/s]
Epoch 0: |          | 12034/? [1:23:13<00:00,  2.41it/s]
Epoch 0: |          | 12034/? [1:23:13<00:00,  2.41it/s]
Epoch 0: |          | 12035/? [1:23:13<00:00,  2.41it/s]
Epoch 0: |          | 12035/? [1:23:13<00:00,  2.41it/s]
Epoch 0: |          | 12036/? [1:23:13<00:00,  2.41it/s]
Epoch 0: |          | 12036/? [1:23:13<00:00,  2.41it/s]
Epoch 0: |          | 12037/? [1:23:14<00:00,  2.41it/s]
Epoch 0: |          | 12037/? [1:23:14<00:00,  2.41it/s]
Epoch 0: |          | 12038/? [1:23:14<00:00,  2.41it/s]
Epoch 0: |          | 12038/? [1:23:14<00:00,  2.41it/s]
Epoch 0: |          | 12039/? [1:23:15<00:00,  2.41it/s]
Epoch 0: |          | 12039/? [1:23:15<00:00,  2.41it/s]
Epoch 0: |          | 12040/? [1:23:15<00:00,  2.41it/s]
Epoch 0: |          | 12040/? [1:23:15<00:00,  2.41it/s]
Epoch 0: |          | 12041/? [1:23:15<00:00,  2.41it/s]
Epoch 0: |          | 12041/? [1:23:15<00:00,  2.41it/s]
Epoch 0: |          | 12042/? [1:23:16<00:00,  2.41it/s]
Epoch 0: |          | 12042/? [1:23:16<00:00,  2.41it/s]
Epoch 0: |          | 12043/? [1:23:16<00:00,  2.41it/s]
Epoch 0: |          | 12043/? [1:23:16<00:00,  2.41it/s]
Epoch 0: |          | 12044/? [1:23:17<00:00,  2.41it/s]
Epoch 0: |          | 12044/? [1:23:17<00:00,  2.41it/s]
Epoch 0: |          | 12045/? [1:23:17<00:00,  2.41it/s]
Epoch 0: |          | 12045/? [1:23:17<00:00,  2.41it/s]
Epoch 0: |          | 12046/? [1:23:17<00:00,  2.41it/s]
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Epoch 0: |          | 12069/? [1:23:27<00:00,  2.41it/s]
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Epoch 0: |          | 12072/? [1:23:28<00:00,  2.41it/s]
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Epoch 0: |          | 12087/? [1:23:34<00:00,  2.41it/s]
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Epoch 0: |          | 12090/? [1:23:35<00:00,  2.41it/s]
Epoch 0: |          | 12090/? [1:23:35<00:00,  2.41it/s]
Epoch 0: |          | 12091/? [1:23:35<00:00,  2.41it/s]
Epoch 0: |          | 12091/? [1:23:35<00:00,  2.41it/s]
Epoch 0: |          | 12092/? [1:23:36<00:00,  2.41it/s]
Epoch 0: |          | 12092/? [1:23:36<00:00,  2.41it/s]
Epoch 0: |          | 12093/? [1:23:36<00:00,  2.41it/s]
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Epoch 0: |          | 12094/? [1:23:36<00:00,  2.41it/s]
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Epoch 0: |          | 12095/? [1:23:37<00:00,  2.41it/s]
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Epoch 0: |          | 12096/? [1:23:37<00:00,  2.41it/s]
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Epoch 0: |          | 12099/? [1:23:38<00:00,  2.41it/s]
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Epoch 0: |          | 12100/? [1:23:39<00:00,  2.41it/s]
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Epoch 0: |          | 12103/? [1:23:40<00:00,  2.41it/s]
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Epoch 0: |          | 12105/? [1:23:41<00:00,  2.41it/s]
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Epoch 0: |          | 12106/? [1:23:41<00:00,  2.41it/s]
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Epoch 0: |          | 12108/? [1:23:42<00:00,  2.41it/s]
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Epoch 0: |          | 12109/? [1:23:42<00:00,  2.41it/s]
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Epoch 0: |          | 12110/? [1:23:43<00:00,  2.41it/s]
Epoch 0: |          | 12110/? [1:23:43<00:00,  2.41it/s]
Epoch 0: |          | 12111/? [1:23:43<00:00,  2.41it/s]
Epoch 0: |          | 12111/? [1:23:43<00:00,  2.41it/s]
Epoch 0: |          | 12112/? [1:23:43<00:00,  2.41it/s]
Epoch 0: |          | 12112/? [1:23:43<00:00,  2.41it/s]
Epoch 0: |          | 12113/? [1:23:44<00:00,  2.41it/s]
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Epoch 0: |          | 12114/? [1:23:44<00:00,  2.41it/s]
Epoch 0: |          | 12114/? [1:23:44<00:00,  2.41it/s]
Epoch 0: |          | 12115/? [1:23:45<00:00,  2.41it/s]
Epoch 0: |          | 12115/? [1:23:45<00:00,  2.41it/s]
Epoch 0: |          | 12116/? [1:23:45<00:00,  2.41it/s]
Epoch 0: |          | 12116/? [1:23:45<00:00,  2.41it/s]
Epoch 0: |          | 12117/? [1:23:45<00:00,  2.41it/s]
Epoch 0: |          | 12117/? [1:23:45<00:00,  2.41it/s]
Epoch 0: |          | 12118/? [1:23:46<00:00,  2.41it/s]
Epoch 0: |          | 12118/? [1:23:46<00:00,  2.41it/s]
Epoch 0: |          | 12119/? [1:23:46<00:00,  2.41it/s]
Epoch 0: |          | 12119/? [1:23:46<00:00,  2.41it/s]
Epoch 0: |          | 12120/? [1:23:47<00:00,  2.41it/s]
Epoch 0: |          | 12120/? [1:23:47<00:00,  2.41it/s]
Epoch 0: |          | 12121/? [1:23:47<00:00,  2.41it/s]
Epoch 0: |          | 12121/? [1:23:47<00:00,  2.41it/s]
Epoch 0: |          | 12122/? [1:23:47<00:00,  2.41it/s]
Epoch 0: |          | 12122/? [1:23:47<00:00,  2.41it/s]
Epoch 0: |          | 12123/? [1:23:48<00:00,  2.41it/s]
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Epoch 0: |          | 12124/? [1:23:48<00:00,  2.41it/s]
Epoch 0: |          | 12124/? [1:23:48<00:00,  2.41it/s]
Epoch 0: |          | 12125/? [1:23:49<00:00,  2.41it/s]
Epoch 0: |          | 12125/? [1:23:49<00:00,  2.41it/s]
Epoch 0: |          | 12126/? [1:23:49<00:00,  2.41it/s]
Epoch 0: |          | 12126/? [1:23:49<00:00,  2.41it/s]
Epoch 0: |          | 12127/? [1:23:49<00:00,  2.41it/s]
Epoch 0: |          | 12127/? [1:23:49<00:00,  2.41it/s]
Epoch 0: |          | 12128/? [1:23:50<00:00,  2.41it/s]
Epoch 0: |          | 12128/? [1:23:50<00:00,  2.41it/s]
Epoch 0: |          | 12129/? [1:23:50<00:00,  2.41it/s]
Epoch 0: |          | 12129/? [1:23:50<00:00,  2.41it/s]
Epoch 0: |          | 12130/? [1:23:51<00:00,  2.41it/s]
Epoch 0: |          | 12130/? [1:23:51<00:00,  2.41it/s]
Epoch 0: |          | 12131/? [1:23:51<00:00,  2.41it/s]
Epoch 0: |          | 12131/? [1:23:51<00:00,  2.41it/s]
Epoch 0: |          | 12132/? [1:23:51<00:00,  2.41it/s]
Epoch 0: |          | 12132/? [1:23:51<00:00,  2.41it/s]
Epoch 0: |          | 12133/? [1:23:52<00:00,  2.41it/s]
Epoch 0: |          | 12133/? [1:23:52<00:00,  2.41it/s]
Epoch 0: |          | 12134/? [1:23:52<00:00,  2.41it/s]
Epoch 0: |          | 12134/? [1:23:52<00:00,  2.41it/s]
Epoch 0: |          | 12135/? [1:23:53<00:00,  2.41it/s]
Epoch 0: |          | 12135/? [1:23:53<00:00,  2.41it/s]
Epoch 0: |          | 12136/? [1:23:53<00:00,  2.41it/s]
Epoch 0: |          | 12136/? [1:23:53<00:00,  2.41it/s]
Epoch 0: |          | 12137/? [1:23:53<00:00,  2.41it/s]
Epoch 0: |          | 12137/? [1:23:53<00:00,  2.41it/s]
Epoch 0: |          | 12138/? [1:23:54<00:00,  2.41it/s]
Epoch 0: |          | 12138/? [1:23:54<00:00,  2.41it/s]
Epoch 0: |          | 12139/? [1:23:54<00:00,  2.41it/s]
Epoch 0: |          | 12139/? [1:23:54<00:00,  2.41it/s]
Epoch 0: |          | 12140/? [1:23:55<00:00,  2.41it/s]
Epoch 0: |          | 12140/? [1:23:55<00:00,  2.41it/s]
Epoch 0: |          | 12141/? [1:23:55<00:00,  2.41it/s]
Epoch 0: |          | 12141/? [1:23:55<00:00,  2.41it/s]
Epoch 0: |          | 12142/? [1:23:55<00:00,  2.41it/s]
Epoch 0: |          | 12142/? [1:23:55<00:00,  2.41it/s]
Epoch 0: |          | 12143/? [1:23:56<00:00,  2.41it/s]
Epoch 0: |          | 12143/? [1:23:56<00:00,  2.41it/s]
Epoch 0: |          | 12144/? [1:23:56<00:00,  2.41it/s]
Epoch 0: |          | 12144/? [1:23:56<00:00,  2.41it/s]
Epoch 0: |          | 12145/? [1:23:57<00:00,  2.41it/s]
Epoch 0: |          | 12145/? [1:23:57<00:00,  2.41it/s]
Epoch 0: |          | 12146/? [1:23:57<00:00,  2.41it/s]
Epoch 0: |          | 12146/? [1:23:57<00:00,  2.41it/s]
Epoch 0: |          | 12147/? [1:23:57<00:00,  2.41it/s]
Epoch 0: |          | 12147/? [1:23:57<00:00,  2.41it/s]
Epoch 0: |          | 12148/? [1:23:58<00:00,  2.41it/s]
Epoch 0: |          | 12148/? [1:23:58<00:00,  2.41it/s]
Epoch 0: |          | 12149/? [1:23:58<00:00,  2.41it/s]
Epoch 0: |          | 12149/? [1:23:58<00:00,  2.41it/s]
Epoch 0: |          | 12150/? [1:23:59<00:00,  2.41it/s]
Epoch 0: |          | 12150/? [1:23:59<00:00,  2.41it/s]
Epoch 0: |          | 12151/? [1:23:59<00:00,  2.41it/s]
Epoch 0: |          | 12151/? [1:23:59<00:00,  2.41it/s]
Epoch 0: |          | 12152/? [1:23:59<00:00,  2.41it/s]
Epoch 0: |          | 12152/? [1:23:59<00:00,  2.41it/s]
Epoch 0: |          | 12153/? [1:24:00<00:00,  2.41it/s]
Epoch 0: |          | 12153/? [1:24:00<00:00,  2.41it/s]
Epoch 0: |          | 12154/? [1:24:00<00:00,  2.41it/s]
Epoch 0: |          | 12154/? [1:24:00<00:00,  2.41it/s]
Epoch 0: |          | 12155/? [1:24:00<00:00,  2.41it/s]
Epoch 0: |          | 12155/? [1:24:00<00:00,  2.41it/s]
Epoch 0: |          | 12156/? [1:24:01<00:00,  2.41it/s]
Epoch 0: |          | 12156/? [1:24:01<00:00,  2.41it/s]
Epoch 0: |          | 12157/? [1:24:01<00:00,  2.41it/s]
Epoch 0: |          | 12157/? [1:24:01<00:00,  2.41it/s]
Epoch 0: |          | 12158/? [1:24:02<00:00,  2.41it/s]
Epoch 0: |          | 12158/? [1:24:02<00:00,  2.41it/s]
Epoch 0: |          | 12159/? [1:24:02<00:00,  2.41it/s]
Epoch 0: |          | 12159/? [1:24:02<00:00,  2.41it/s]
Epoch 0: |          | 12160/? [1:24:03<00:00,  2.41it/s]
Epoch 0: |          | 12160/? [1:24:03<00:00,  2.41it/s]
Epoch 0: |          | 12161/? [1:24:03<00:00,  2.41it/s]
Epoch 0: |          | 12161/? [1:24:03<00:00,  2.41it/s]
Epoch 0: |          | 12162/? [1:24:03<00:00,  2.41it/s]
Epoch 0: |          | 12162/? [1:24:03<00:00,  2.41it/s]
Epoch 0: |          | 12163/? [1:24:04<00:00,  2.41it/s]
Epoch 0: |          | 12163/? [1:24:04<00:00,  2.41it/s]
Epoch 0: |          | 12164/? [1:24:04<00:00,  2.41it/s]
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Epoch 0: |          | 12165/? [1:24:04<00:00,  2.41it/s]
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Epoch 0: |          | 12166/? [1:24:05<00:00,  2.41it/s]
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Epoch 0: |          | 12167/? [1:24:05<00:00,  2.41it/s]
Epoch 0: |          | 12167/? [1:24:05<00:00,  2.41it/s]
Epoch 0: |          | 12168/? [1:24:06<00:00,  2.41it/s]
Epoch 0: |          | 12168/? [1:24:06<00:00,  2.41it/s]
Epoch 0: |          | 12169/? [1:24:06<00:00,  2.41it/s]
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Epoch 0: |          | 12170/? [1:24:06<00:00,  2.41it/s]
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Epoch 0: |          | 12171/? [1:24:07<00:00,  2.41it/s]
Epoch 0: |          | 12171/? [1:24:07<00:00,  2.41it/s]
Epoch 0: |          | 12172/? [1:24:07<00:00,  2.41it/s]
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Epoch 0: |          | 12176/? [1:24:09<00:00,  2.41it/s]
Epoch 0: |          | 12177/? [1:24:09<00:00,  2.41it/s]
Epoch 0: |          | 12177/? [1:24:09<00:00,  2.41it/s]
Epoch 0: |          | 12178/? [1:24:10<00:00,  2.41it/s]
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Epoch 0: |          | 12179/? [1:24:10<00:00,  2.41it/s]
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Epoch 0: |          | 12180/? [1:24:11<00:00,  2.41it/s]
Epoch 0: |          | 12180/? [1:24:11<00:00,  2.41it/s]
Epoch 0: |          | 12181/? [1:24:11<00:00,  2.41it/s]
Epoch 0: |          | 12181/? [1:24:11<00:00,  2.41it/s]
Epoch 0: |          | 12182/? [1:24:11<00:00,  2.41it/s]
Epoch 0: |          | 12182/? [1:24:11<00:00,  2.41it/s]
Epoch 0: |          | 12183/? [1:24:12<00:00,  2.41it/s]
Epoch 0: |          | 12183/? [1:24:12<00:00,  2.41it/s]
Epoch 0: |          | 12184/? [1:24:12<00:00,  2.41it/s]
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Epoch 0: |          | 12185/? [1:24:13<00:00,  2.41it/s]
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Epoch 0: |          | 12186/? [1:24:13<00:00,  2.41it/s]
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Epoch 0: |          | 12187/? [1:24:13<00:00,  2.41it/s]
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Epoch 0: |          | 12188/? [1:24:14<00:00,  2.41it/s]
Epoch 0: |          | 12188/? [1:24:14<00:00,  2.41it/s]
Epoch 0: |          | 12189/? [1:24:14<00:00,  2.41it/s]
Epoch 0: |          | 12189/? [1:24:14<00:00,  2.41it/s]
Epoch 0: |          | 12190/? [1:24:15<00:00,  2.41it/s]
Epoch 0: |          | 12190/? [1:24:15<00:00,  2.41it/s]
Epoch 0: |          | 12191/? [1:24:15<00:00,  2.41it/s]
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Epoch 0: |          | 12192/? [1:24:15<00:00,  2.41it/s]
Epoch 0: |          | 12192/? [1:24:15<00:00,  2.41it/s]
Epoch 0: |          | 12193/? [1:24:16<00:00,  2.41it/s]
Epoch 0: |          | 12193/? [1:24:16<00:00,  2.41it/s]
Epoch 0: |          | 12194/? [1:24:16<00:00,  2.41it/s]
Epoch 0: |          | 12194/? [1:24:16<00:00,  2.41it/s]
Epoch 0: |          | 12195/? [1:24:17<00:00,  2.41it/s]
Epoch 0: |          | 12195/? [1:24:17<00:00,  2.41it/s]
Epoch 0: |          | 12196/? [1:24:17<00:00,  2.41it/s]
Epoch 0: |          | 12196/? [1:24:17<00:00,  2.41it/s]
Epoch 0: |          | 12197/? [1:24:17<00:00,  2.41it/s]
Epoch 0: |          | 12197/? [1:24:17<00:00,  2.41it/s]
Epoch 0: |          | 12198/? [1:24:18<00:00,  2.41it/s]
Epoch 0: |          | 12198/? [1:24:18<00:00,  2.41it/s]
Epoch 0: |          | 12199/? [1:24:18<00:00,  2.41it/s]
Epoch 0: |          | 12199/? [1:24:18<00:00,  2.41it/s]
Epoch 0: |          | 12200/? [1:24:19<00:00,  2.41it/s]
Epoch 0: |          | 12200/? [1:24:19<00:00,  2.41it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 12.62it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 10.72it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.80it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00, 10.70it/s][A
[A
Epoch 0: |          | 12200/? [1:24:19<00:00,  2.41it/s]
Epoch 0: |          | 12201/? [1:24:19<00:00,  2.41it/s]
Epoch 0: |          | 12201/? [1:24:19<00:00,  2.41it/s]
Epoch 0: |          | 12202/? [1:24:20<00:00,  2.41it/s]
Epoch 0: |          | 12202/? [1:24:20<00:00,  2.41it/s]
Epoch 0: |          | 12203/? [1:24:20<00:00,  2.41it/s]
Epoch 0: |          | 12203/? [1:24:20<00:00,  2.41it/s]
Epoch 0: |          | 12204/? [1:24:21<00:00,  2.41it/s]
Epoch 0: |          | 12204/? [1:24:21<00:00,  2.41it/s]
Epoch 0: |          | 12205/? [1:24:21<00:00,  2.41it/s]
Epoch 0: |          | 12205/? [1:24:21<00:00,  2.41it/s]
Epoch 0: |          | 12206/? [1:24:21<00:00,  2.41it/s]
Epoch 0: |          | 12206/? [1:24:21<00:00,  2.41it/s]
Epoch 0: |          | 12207/? [1:24:22<00:00,  2.41it/s]
Epoch 0: |          | 12207/? [1:24:22<00:00,  2.41it/s]
Epoch 0: |          | 12208/? [1:24:22<00:00,  2.41it/s]
Epoch 0: |          | 12208/? [1:24:22<00:00,  2.41it/s]
Epoch 0: |          | 12209/? [1:24:23<00:00,  2.41it/s]
Epoch 0: |          | 12209/? [1:24:23<00:00,  2.41it/s]
Epoch 0: |          | 12210/? [1:24:23<00:00,  2.41it/s]
Epoch 0: |          | 12210/? [1:24:23<00:00,  2.41it/s]
Epoch 0: |          | 12211/? [1:24:23<00:00,  2.41it/s]
Epoch 0: |          | 12211/? [1:24:23<00:00,  2.41it/s]
Epoch 0: |          | 12212/? [1:24:24<00:00,  2.41it/s]
Epoch 0: |          | 12212/? [1:24:24<00:00,  2.41it/s]
Epoch 0: |          | 12213/? [1:24:24<00:00,  2.41it/s]
Epoch 0: |          | 12213/? [1:24:24<00:00,  2.41it/s]
Epoch 0: |          | 12214/? [1:24:25<00:00,  2.41it/s]
Epoch 0: |          | 12214/? [1:24:25<00:00,  2.41it/s]
Epoch 0: |          | 12215/? [1:24:25<00:00,  2.41it/s]
Epoch 0: |          | 12215/? [1:24:25<00:00,  2.41it/s]
Epoch 0: |          | 12216/? [1:24:25<00:00,  2.41it/s]
Epoch 0: |          | 12216/? [1:24:25<00:00,  2.41it/s]
Epoch 0: |          | 12217/? [1:24:26<00:00,  2.41it/s]
Epoch 0: |          | 12217/? [1:24:26<00:00,  2.41it/s]
Epoch 0: |          | 12218/? [1:24:26<00:00,  2.41it/s]
Epoch 0: |          | 12218/? [1:24:26<00:00,  2.41it/s]
Epoch 0: |          | 12219/? [1:24:26<00:00,  2.41it/s]
Epoch 0: |          | 12219/? [1:24:26<00:00,  2.41it/s]
Epoch 0: |          | 12220/? [1:24:27<00:00,  2.41it/s]
Epoch 0: |          | 12220/? [1:24:27<00:00,  2.41it/s]
Epoch 0: |          | 12221/? [1:24:27<00:00,  2.41it/s]
Epoch 0: |          | 12221/? [1:24:27<00:00,  2.41it/s]
Epoch 0: |          | 12222/? [1:24:28<00:00,  2.41it/s]
Epoch 0: |          | 12222/? [1:24:28<00:00,  2.41it/s]
Epoch 0: |          | 12223/? [1:24:28<00:00,  2.41it/s]
Epoch 0: |          | 12223/? [1:24:28<00:00,  2.41it/s]
Epoch 0: |          | 12224/? [1:24:29<00:00,  2.41it/s]
Epoch 0: |          | 12224/? [1:24:29<00:00,  2.41it/s]
Epoch 0: |          | 12225/? [1:24:29<00:00,  2.41it/s]
Epoch 0: |          | 12225/? [1:24:29<00:00,  2.41it/s]
Epoch 0: |          | 12226/? [1:24:29<00:00,  2.41it/s]
Epoch 0: |          | 12226/? [1:24:29<00:00,  2.41it/s]
Epoch 0: |          | 12227/? [1:24:30<00:00,  2.41it/s]
Epoch 0: |          | 12227/? [1:24:30<00:00,  2.41it/s]
Epoch 0: |          | 12228/? [1:24:30<00:00,  2.41it/s]
Epoch 0: |          | 12228/? [1:24:30<00:00,  2.41it/s]
Epoch 0: |          | 12229/? [1:24:31<00:00,  2.41it/s]
Epoch 0: |          | 12229/? [1:24:31<00:00,  2.41it/s]
Epoch 0: |          | 12230/? [1:24:31<00:00,  2.41it/s]
Epoch 0: |          | 12230/? [1:24:31<00:00,  2.41it/s]
Epoch 0: |          | 12231/? [1:24:31<00:00,  2.41it/s]
Epoch 0: |          | 12231/? [1:24:31<00:00,  2.41it/s]
Epoch 0: |          | 12232/? [1:24:32<00:00,  2.41it/s]
Epoch 0: |          | 12232/? [1:24:32<00:00,  2.41it/s]
Epoch 0: |          | 12233/? [1:24:32<00:00,  2.41it/s]
Epoch 0: |          | 12233/? [1:24:32<00:00,  2.41it/s]
Epoch 0: |          | 12234/? [1:24:32<00:00,  2.41it/s]
Epoch 0: |          | 12234/? [1:24:32<00:00,  2.41it/s]
Epoch 0: |          | 12235/? [1:24:33<00:00,  2.41it/s]
Epoch 0: |          | 12235/? [1:24:33<00:00,  2.41it/s]
Epoch 0: |          | 12236/? [1:24:33<00:00,  2.41it/s]
Epoch 0: |          | 12236/? [1:24:33<00:00,  2.41it/s]
Epoch 0: |          | 12237/? [1:24:34<00:00,  2.41it/s]
Epoch 0: |          | 12237/? [1:24:34<00:00,  2.41it/s]
Epoch 0: |          | 12238/? [1:24:34<00:00,  2.41it/s]
Epoch 0: |          | 12238/? [1:24:34<00:00,  2.41it/s]
Epoch 0: |          | 12239/? [1:24:34<00:00,  2.41it/s]
Epoch 0: |          | 12239/? [1:24:34<00:00,  2.41it/s]
Epoch 0: |          | 12240/? [1:24:35<00:00,  2.41it/s]
Epoch 0: |          | 12240/? [1:24:35<00:00,  2.41it/s]
Epoch 0: |          | 12241/? [1:24:35<00:00,  2.41it/s]
Epoch 0: |          | 12241/? [1:24:35<00:00,  2.41it/s]
Epoch 0: |          | 12242/? [1:24:36<00:00,  2.41it/s]
Epoch 0: |          | 12242/? [1:24:36<00:00,  2.41it/s]
Epoch 0: |          | 12243/? [1:24:36<00:00,  2.41it/s]
Epoch 0: |          | 12243/? [1:24:36<00:00,  2.41it/s]
Epoch 0: |          | 12244/? [1:24:36<00:00,  2.41it/s]
Epoch 0: |          | 12244/? [1:24:36<00:00,  2.41it/s]
Epoch 0: |          | 12245/? [1:24:37<00:00,  2.41it/s]
Epoch 0: |          | 12245/? [1:24:37<00:00,  2.41it/s]
Epoch 0: |          | 12246/? [1:24:37<00:00,  2.41it/s]
Epoch 0: |          | 12246/? [1:24:37<00:00,  2.41it/s]
Epoch 0: |          | 12247/? [1:24:38<00:00,  2.41it/s]
Epoch 0: |          | 12247/? [1:24:38<00:00,  2.41it/s]
Epoch 0: |          | 12248/? [1:24:38<00:00,  2.41it/s]
Epoch 0: |          | 12248/? [1:24:38<00:00,  2.41it/s]
Epoch 0: |          | 12249/? [1:24:39<00:00,  2.41it/s]
Epoch 0: |          | 12249/? [1:24:39<00:00,  2.41it/s]
Epoch 0: |          | 12250/? [1:24:39<00:00,  2.41it/s]
Epoch 0: |          | 12250/? [1:24:39<00:00,  2.41it/s]
Epoch 0: |          | 12251/? [1:24:39<00:00,  2.41it/s]
Epoch 0: |          | 12251/? [1:24:39<00:00,  2.41it/s]
Epoch 0: |          | 12252/? [1:24:40<00:00,  2.41it/s]
Epoch 0: |          | 12252/? [1:24:40<00:00,  2.41it/s]
Epoch 0: |          | 12253/? [1:24:40<00:00,  2.41it/s]
Epoch 0: |          | 12253/? [1:24:40<00:00,  2.41it/s]
Epoch 0: |          | 12254/? [1:24:41<00:00,  2.41it/s]
Epoch 0: |          | 12254/? [1:24:41<00:00,  2.41it/s]
Epoch 0: |          | 12255/? [1:24:41<00:00,  2.41it/s]
Epoch 0: |          | 12255/? [1:24:41<00:00,  2.41it/s]
Epoch 0: |          | 12256/? [1:24:41<00:00,  2.41it/s]
Epoch 0: |          | 12256/? [1:24:41<00:00,  2.41it/s]
Epoch 0: |          | 12257/? [1:24:42<00:00,  2.41it/s]
Epoch 0: |          | 12257/? [1:24:42<00:00,  2.41it/s]
Epoch 0: |          | 12258/? [1:24:42<00:00,  2.41it/s]
Epoch 0: |          | 12258/? [1:24:42<00:00,  2.41it/s]
Epoch 0: |          | 12259/? [1:24:43<00:00,  2.41it/s]
Epoch 0: |          | 12259/? [1:24:43<00:00,  2.41it/s]
Epoch 0: |          | 12260/? [1:24:43<00:00,  2.41it/s]
Epoch 0: |          | 12260/? [1:24:43<00:00,  2.41it/s]
Epoch 0: |          | 12261/? [1:24:43<00:00,  2.41it/s]
Epoch 0: |          | 12261/? [1:24:43<00:00,  2.41it/s]
Epoch 0: |          | 12262/? [1:24:44<00:00,  2.41it/s]
Epoch 0: |          | 12262/? [1:24:44<00:00,  2.41it/s]
Epoch 0: |          | 12263/? [1:24:44<00:00,  2.41it/s]
Epoch 0: |          | 12263/? [1:24:44<00:00,  2.41it/s]
Epoch 0: |          | 12264/? [1:24:45<00:00,  2.41it/s]
Epoch 0: |          | 12264/? [1:24:45<00:00,  2.41it/s]
Epoch 0: |          | 12265/? [1:24:45<00:00,  2.41it/s]
Epoch 0: |          | 12265/? [1:24:45<00:00,  2.41it/s]
Epoch 0: |          | 12266/? [1:24:45<00:00,  2.41it/s]
Epoch 0: |          | 12266/? [1:24:45<00:00,  2.41it/s]
Epoch 0: |          | 12267/? [1:24:46<00:00,  2.41it/s]
Epoch 0: |          | 12267/? [1:24:46<00:00,  2.41it/s]
Epoch 0: |          | 12268/? [1:24:46<00:00,  2.41it/s]
Epoch 0: |          | 12268/? [1:24:46<00:00,  2.41it/s]
Epoch 0: |          | 12269/? [1:24:46<00:00,  2.41it/s]
Epoch 0: |          | 12269/? [1:24:46<00:00,  2.41it/s]
Epoch 0: |          | 12270/? [1:24:47<00:00,  2.41it/s]
Epoch 0: |          | 12270/? [1:24:47<00:00,  2.41it/s]
Epoch 0: |          | 12271/? [1:24:47<00:00,  2.41it/s]
Epoch 0: |          | 12271/? [1:24:47<00:00,  2.41it/s]
Epoch 0: |          | 12272/? [1:24:48<00:00,  2.41it/s]
Epoch 0: |          | 12272/? [1:24:48<00:00,  2.41it/s]
Epoch 0: |          | 12273/? [1:24:48<00:00,  2.41it/s]
Epoch 0: |          | 12273/? [1:24:48<00:00,  2.41it/s]
Epoch 0: |          | 12274/? [1:24:49<00:00,  2.41it/s]
Epoch 0: |          | 12274/? [1:24:49<00:00,  2.41it/s]
Epoch 0: |          | 12275/? [1:24:49<00:00,  2.41it/s]
Epoch 0: |          | 12275/? [1:24:49<00:00,  2.41it/s]
Epoch 0: |          | 12276/? [1:24:49<00:00,  2.41it/s]
Epoch 0: |          | 12276/? [1:24:49<00:00,  2.41it/s]
Epoch 0: |          | 12277/? [1:24:50<00:00,  2.41it/s]
Epoch 0: |          | 12277/? [1:24:50<00:00,  2.41it/s]
Epoch 0: |          | 12278/? [1:24:50<00:00,  2.41it/s]
Epoch 0: |          | 12278/? [1:24:50<00:00,  2.41it/s]
Epoch 0: |          | 12279/? [1:24:50<00:00,  2.41it/s]
Epoch 0: |          | 12279/? [1:24:50<00:00,  2.41it/s]
Epoch 0: |          | 12280/? [1:24:51<00:00,  2.41it/s]
Epoch 0: |          | 12280/? [1:24:51<00:00,  2.41it/s]
Epoch 0: |          | 12281/? [1:24:51<00:00,  2.41it/s]
Epoch 0: |          | 12281/? [1:24:51<00:00,  2.41it/s]
Epoch 0: |          | 12282/? [1:24:52<00:00,  2.41it/s]
Epoch 0: |          | 12282/? [1:24:52<00:00,  2.41it/s]
Epoch 0: |          | 12283/? [1:24:52<00:00,  2.41it/s]
Epoch 0: |          | 12283/? [1:24:52<00:00,  2.41it/s]
Epoch 0: |          | 12284/? [1:24:52<00:00,  2.41it/s]
Epoch 0: |          | 12284/? [1:24:52<00:00,  2.41it/s]
Epoch 0: |          | 12285/? [1:24:53<00:00,  2.41it/s]
Epoch 0: |          | 12285/? [1:24:53<00:00,  2.41it/s]
Epoch 0: |          | 12286/? [1:24:53<00:00,  2.41it/s]
Epoch 0: |          | 12286/? [1:24:53<00:00,  2.41it/s]
Epoch 0: |          | 12287/? [1:24:54<00:00,  2.41it/s]
Epoch 0: |          | 12287/? [1:24:54<00:00,  2.41it/s]
Epoch 0: |          | 12288/? [1:24:54<00:00,  2.41it/s]
Epoch 0: |          | 12288/? [1:24:54<00:00,  2.41it/s]
Epoch 0: |          | 12289/? [1:24:54<00:00,  2.41it/s]
Epoch 0: |          | 12289/? [1:24:54<00:00,  2.41it/s]
Epoch 0: |          | 12290/? [1:24:55<00:00,  2.41it/s]
Epoch 0: |          | 12290/? [1:24:55<00:00,  2.41it/s]
Epoch 0: |          | 12291/? [1:24:55<00:00,  2.41it/s]
Epoch 0: |          | 12291/? [1:24:55<00:00,  2.41it/s]
Epoch 0: |          | 12292/? [1:24:56<00:00,  2.41it/s]
Epoch 0: |          | 12292/? [1:24:56<00:00,  2.41it/s]
Epoch 0: |          | 12293/? [1:24:56<00:00,  2.41it/s]
Epoch 0: |          | 12293/? [1:24:56<00:00,  2.41it/s]
Epoch 0: |          | 12294/? [1:24:56<00:00,  2.41it/s]
Epoch 0: |          | 12294/? [1:24:56<00:00,  2.41it/s]
Epoch 0: |          | 12295/? [1:24:57<00:00,  2.41it/s]
Epoch 0: |          | 12295/? [1:24:57<00:00,  2.41it/s]
Epoch 0: |          | 12296/? [1:24:57<00:00,  2.41it/s]
Epoch 0: |          | 12296/? [1:24:57<00:00,  2.41it/s]
Epoch 0: |          | 12297/? [1:24:58<00:00,  2.41it/s]
Epoch 0: |          | 12297/? [1:24:58<00:00,  2.41it/s]
Epoch 0: |          | 12298/? [1:24:58<00:00,  2.41it/s]
Epoch 0: |          | 12298/? [1:24:58<00:00,  2.41it/s]
Epoch 0: |          | 12299/? [1:24:58<00:00,  2.41it/s]
Epoch 0: |          | 12299/? [1:24:58<00:00,  2.41it/s]
Epoch 0: |          | 12300/? [1:24:59<00:00,  2.41it/s]
Epoch 0: |          | 12300/? [1:24:59<00:00,  2.41it/s]
Epoch 0: |          | 12301/? [1:24:59<00:00,  2.41it/s]
Epoch 0: |          | 12301/? [1:24:59<00:00,  2.41it/s]
Epoch 0: |          | 12302/? [1:25:00<00:00,  2.41it/s]
Epoch 0: |          | 12302/? [1:25:00<00:00,  2.41it/s]
Epoch 0: |          | 12303/? [1:25:00<00:00,  2.41it/s]
Epoch 0: |          | 12303/? [1:25:00<00:00,  2.41it/s]
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Epoch 0: |          | 12310/? [1:25:03<00:00,  2.41it/s]
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Epoch 0: |          | 12311/? [1:25:03<00:00,  2.41it/s]
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Epoch 0: |          | 12312/? [1:25:03<00:00,  2.41it/s]
Epoch 0: |          | 12312/? [1:25:03<00:00,  2.41it/s]
Epoch 0: |          | 12313/? [1:25:04<00:00,  2.41it/s]
Epoch 0: |          | 12313/? [1:25:04<00:00,  2.41it/s]
Epoch 0: |          | 12314/? [1:25:04<00:00,  2.41it/s]
Epoch 0: |          | 12314/? [1:25:04<00:00,  2.41it/s]
Epoch 0: |          | 12315/? [1:25:05<00:00,  2.41it/s]
Epoch 0: |          | 12315/? [1:25:05<00:00,  2.41it/s]
Epoch 0: |          | 12316/? [1:25:05<00:00,  2.41it/s]
Epoch 0: |          | 12316/? [1:25:05<00:00,  2.41it/s]
Epoch 0: |          | 12317/? [1:25:06<00:00,  2.41it/s]
Epoch 0: |          | 12317/? [1:25:06<00:00,  2.41it/s]
Epoch 0: |          | 12318/? [1:25:06<00:00,  2.41it/s]
Epoch 0: |          | 12318/? [1:25:06<00:00,  2.41it/s]
Epoch 0: |          | 12319/? [1:25:06<00:00,  2.41it/s]
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Epoch 0: |          | 12320/? [1:25:07<00:00,  2.41it/s]
Epoch 0: |          | 12320/? [1:25:07<00:00,  2.41it/s]
Epoch 0: |          | 12321/? [1:25:07<00:00,  2.41it/s]
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Epoch 0: |          | 12322/? [1:25:08<00:00,  2.41it/s]
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Epoch 0: |          | 12325/? [1:25:09<00:00,  2.41it/s]
Epoch 0: |          | 12325/? [1:25:09<00:00,  2.41it/s]
Epoch 0: |          | 12326/? [1:25:09<00:00,  2.41it/s]
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Epoch 0: |          | 12327/? [1:25:10<00:00,  2.41it/s]
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Epoch 0: |          | 12328/? [1:25:10<00:00,  2.41it/s]
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Epoch 0: |          | 12329/? [1:25:10<00:00,  2.41it/s]
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Epoch 0: |          | 12330/? [1:25:11<00:00,  2.41it/s]
Epoch 0: |          | 12330/? [1:25:11<00:00,  2.41it/s]
Epoch 0: |          | 12331/? [1:25:11<00:00,  2.41it/s]
Epoch 0: |          | 12331/? [1:25:11<00:00,  2.41it/s]
Epoch 0: |          | 12332/? [1:25:12<00:00,  2.41it/s]
Epoch 0: |          | 12332/? [1:25:12<00:00,  2.41it/s]
Epoch 0: |          | 12333/? [1:25:12<00:00,  2.41it/s]
Epoch 0: |          | 12333/? [1:25:12<00:00,  2.41it/s]
Epoch 0: |          | 12334/? [1:25:12<00:00,  2.41it/s]
Epoch 0: |          | 12334/? [1:25:12<00:00,  2.41it/s]
Epoch 0: |          | 12335/? [1:25:13<00:00,  2.41it/s]
Epoch 0: |          | 12335/? [1:25:13<00:00,  2.41it/s]
Epoch 0: |          | 12336/? [1:25:13<00:00,  2.41it/s]
Epoch 0: |          | 12336/? [1:25:13<00:00,  2.41it/s]
Epoch 0: |          | 12337/? [1:25:14<00:00,  2.41it/s]
Epoch 0: |          | 12337/? [1:25:14<00:00,  2.41it/s]
Epoch 0: |          | 12338/? [1:25:14<00:00,  2.41it/s]
Epoch 0: |          | 12338/? [1:25:14<00:00,  2.41it/s]
Epoch 0: |          | 12339/? [1:25:14<00:00,  2.41it/s]
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Epoch 0: |          | 12340/? [1:25:15<00:00,  2.41it/s]
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Epoch 0: |          | 12341/? [1:25:15<00:00,  2.41it/s]
Epoch 0: |          | 12341/? [1:25:15<00:00,  2.41it/s]
Epoch 0: |          | 12342/? [1:25:15<00:00,  2.41it/s]
Epoch 0: |          | 12342/? [1:25:15<00:00,  2.41it/s]
Epoch 0: |          | 12343/? [1:25:16<00:00,  2.41it/s]
Epoch 0: |          | 12343/? [1:25:16<00:00,  2.41it/s]
Epoch 0: |          | 12344/? [1:25:16<00:00,  2.41it/s]
Epoch 0: |          | 12344/? [1:25:16<00:00,  2.41it/s]
Epoch 0: |          | 12345/? [1:25:17<00:00,  2.41it/s]
Epoch 0: |          | 12345/? [1:25:17<00:00,  2.41it/s]
Epoch 0: |          | 12346/? [1:25:17<00:00,  2.41it/s]
Epoch 0: |          | 12346/? [1:25:17<00:00,  2.41it/s]
Epoch 0: |          | 12347/? [1:25:17<00:00,  2.41it/s]
Epoch 0: |          | 12347/? [1:25:17<00:00,  2.41it/s]
Epoch 0: |          | 12348/? [1:25:18<00:00,  2.41it/s]
Epoch 0: |          | 12348/? [1:25:18<00:00,  2.41it/s]
Epoch 0: |          | 12349/? [1:25:18<00:00,  2.41it/s]
Epoch 0: |          | 12349/? [1:25:18<00:00,  2.41it/s]
Epoch 0: |          | 12350/? [1:25:19<00:00,  2.41it/s]
Epoch 0: |          | 12350/? [1:25:19<00:00,  2.41it/s]
Epoch 0: |          | 12351/? [1:25:19<00:00,  2.41it/s]
Epoch 0: |          | 12351/? [1:25:19<00:00,  2.41it/s]
Epoch 0: |          | 12352/? [1:25:19<00:00,  2.41it/s]
Epoch 0: |          | 12352/? [1:25:19<00:00,  2.41it/s]
Epoch 0: |          | 12353/? [1:25:20<00:00,  2.41it/s]
Epoch 0: |          | 12353/? [1:25:20<00:00,  2.41it/s]
Epoch 0: |          | 12354/? [1:25:20<00:00,  2.41it/s]
Epoch 0: |          | 12354/? [1:25:20<00:00,  2.41it/s]
Epoch 0: |          | 12355/? [1:25:21<00:00,  2.41it/s]
Epoch 0: |          | 12355/? [1:25:21<00:00,  2.41it/s]
Epoch 0: |          | 12356/? [1:25:21<00:00,  2.41it/s]
Epoch 0: |          | 12356/? [1:25:21<00:00,  2.41it/s]
Epoch 0: |          | 12357/? [1:25:21<00:00,  2.41it/s]
Epoch 0: |          | 12357/? [1:25:21<00:00,  2.41it/s]
Epoch 0: |          | 12358/? [1:25:22<00:00,  2.41it/s]
Epoch 0: |          | 12358/? [1:25:22<00:00,  2.41it/s]
Epoch 0: |          | 12359/? [1:25:22<00:00,  2.41it/s]
Epoch 0: |          | 12359/? [1:25:22<00:00,  2.41it/s]
Epoch 0: |          | 12360/? [1:25:23<00:00,  2.41it/s]
Epoch 0: |          | 12360/? [1:25:23<00:00,  2.41it/s]
Epoch 0: |          | 12361/? [1:25:23<00:00,  2.41it/s]
Epoch 0: |          | 12361/? [1:25:23<00:00,  2.41it/s]
Epoch 0: |          | 12362/? [1:25:23<00:00,  2.41it/s]
Epoch 0: |          | 12362/? [1:25:23<00:00,  2.41it/s]
Epoch 0: |          | 12363/? [1:25:24<00:00,  2.41it/s]
Epoch 0: |          | 12363/? [1:25:24<00:00,  2.41it/s]
Epoch 0: |          | 12364/? [1:25:24<00:00,  2.41it/s]
Epoch 0: |          | 12364/? [1:25:24<00:00,  2.41it/s]
Epoch 0: |          | 12365/? [1:25:24<00:00,  2.41it/s]
Epoch 0: |          | 12365/? [1:25:24<00:00,  2.41it/s]
Epoch 0: |          | 12366/? [1:25:25<00:00,  2.41it/s]
Epoch 0: |          | 12366/? [1:25:25<00:00,  2.41it/s]
Epoch 0: |          | 12367/? [1:25:25<00:00,  2.41it/s]
Epoch 0: |          | 12367/? [1:25:25<00:00,  2.41it/s]
Epoch 0: |          | 12368/? [1:25:26<00:00,  2.41it/s]
Epoch 0: |          | 12368/? [1:25:26<00:00,  2.41it/s]
Epoch 0: |          | 12369/? [1:25:26<00:00,  2.41it/s]
Epoch 0: |          | 12369/? [1:25:26<00:00,  2.41it/s]
Epoch 0: |          | 12370/? [1:25:27<00:00,  2.41it/s]
Epoch 0: |          | 12370/? [1:25:27<00:00,  2.41it/s]
Epoch 0: |          | 12371/? [1:25:27<00:00,  2.41it/s]
Epoch 0: |          | 12371/? [1:25:27<00:00,  2.41it/s]
Epoch 0: |          | 12372/? [1:25:27<00:00,  2.41it/s]
Epoch 0: |          | 12372/? [1:25:27<00:00,  2.41it/s]
Epoch 0: |          | 12373/? [1:25:28<00:00,  2.41it/s]
Epoch 0: |          | 12373/? [1:25:28<00:00,  2.41it/s]
Epoch 0: |          | 12374/? [1:25:28<00:00,  2.41it/s]
Epoch 0: |          | 12374/? [1:25:28<00:00,  2.41it/s]
Epoch 0: |          | 12375/? [1:25:28<00:00,  2.41it/s]
Epoch 0: |          | 12375/? [1:25:28<00:00,  2.41it/s]
Epoch 0: |          | 12376/? [1:25:29<00:00,  2.41it/s]
Epoch 0: |          | 12376/? [1:25:29<00:00,  2.41it/s]
Epoch 0: |          | 12377/? [1:25:29<00:00,  2.41it/s]
Epoch 0: |          | 12377/? [1:25:29<00:00,  2.41it/s]
Epoch 0: |          | 12378/? [1:25:30<00:00,  2.41it/s]
Epoch 0: |          | 12378/? [1:25:30<00:00,  2.41it/s]
Epoch 0: |          | 12379/? [1:25:30<00:00,  2.41it/s]
Epoch 0: |          | 12379/? [1:25:30<00:00,  2.41it/s]
Epoch 0: |          | 12380/? [1:25:31<00:00,  2.41it/s]
Epoch 0: |          | 12380/? [1:25:31<00:00,  2.41it/s]
Epoch 0: |          | 12381/? [1:25:31<00:00,  2.41it/s]
Epoch 0: |          | 12381/? [1:25:31<00:00,  2.41it/s]
Epoch 0: |          | 12382/? [1:25:31<00:00,  2.41it/s]
Epoch 0: |          | 12382/? [1:25:31<00:00,  2.41it/s]
Epoch 0: |          | 12383/? [1:25:32<00:00,  2.41it/s]
Epoch 0: |          | 12383/? [1:25:32<00:00,  2.41it/s]
Epoch 0: |          | 12384/? [1:25:32<00:00,  2.41it/s]
Epoch 0: |          | 12384/? [1:25:32<00:00,  2.41it/s]
Epoch 0: |          | 12385/? [1:25:32<00:00,  2.41it/s]
Epoch 0: |          | 12385/? [1:25:32<00:00,  2.41it/s]
Epoch 0: |          | 12386/? [1:25:33<00:00,  2.41it/s]
Epoch 0: |          | 12386/? [1:25:33<00:00,  2.41it/s]
Epoch 0: |          | 12387/? [1:25:33<00:00,  2.41it/s]
Epoch 0: |          | 12387/? [1:25:33<00:00,  2.41it/s]
Epoch 0: |          | 12388/? [1:25:34<00:00,  2.41it/s]
Epoch 0: |          | 12388/? [1:25:34<00:00,  2.41it/s]
Epoch 0: |          | 12389/? [1:25:34<00:00,  2.41it/s]
Epoch 0: |          | 12389/? [1:25:34<00:00,  2.41it/s]
Epoch 0: |          | 12390/? [1:25:35<00:00,  2.41it/s]
Epoch 0: |          | 12390/? [1:25:35<00:00,  2.41it/s]
Epoch 0: |          | 12391/? [1:25:35<00:00,  2.41it/s]
Epoch 0: |          | 12391/? [1:25:35<00:00,  2.41it/s]
Epoch 0: |          | 12392/? [1:25:35<00:00,  2.41it/s]
Epoch 0: |          | 12392/? [1:25:35<00:00,  2.41it/s]
Epoch 0: |          | 12393/? [1:25:36<00:00,  2.41it/s]
Epoch 0: |          | 12393/? [1:25:36<00:00,  2.41it/s]
Epoch 0: |          | 12394/? [1:25:36<00:00,  2.41it/s]
Epoch 0: |          | 12394/? [1:25:36<00:00,  2.41it/s]
Epoch 0: |          | 12395/? [1:25:36<00:00,  2.41it/s]
Epoch 0: |          | 12395/? [1:25:36<00:00,  2.41it/s]
Epoch 0: |          | 12396/? [1:25:37<00:00,  2.41it/s]
Epoch 0: |          | 12396/? [1:25:37<00:00,  2.41it/s]
Epoch 0: |          | 12397/? [1:25:37<00:00,  2.41it/s]
Epoch 0: |          | 12397/? [1:25:37<00:00,  2.41it/s]
Epoch 0: |          | 12398/? [1:25:38<00:00,  2.41it/s]
Epoch 0: |          | 12398/? [1:25:38<00:00,  2.41it/s]
Epoch 0: |          | 12399/? [1:25:38<00:00,  2.41it/s]
Epoch 0: |          | 12399/? [1:25:38<00:00,  2.41it/s]
Epoch 0: |          | 12400/? [1:25:38<00:00,  2.41it/s]
Epoch 0: |          | 12400/? [1:25:38<00:00,  2.41it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:   0%|          | 0/4 [00:00<?, ?it/s][A
Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 12.59it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00, 11.17it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00, 10.82it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:00<00:00, 10.73it/s][A
[A
Epoch 0: |          | 12400/? [1:25:39<00:00,  2.41it/s]
Epoch 0: |          | 12401/? [1:25:39<00:00,  2.41it/s]
Epoch 0: |          | 12401/? [1:25:39<00:00,  2.41it/s]
Epoch 0: |          | 12402/? [1:25:40<00:00,  2.41it/s]
Epoch 0: |          | 12402/? [1:25:40<00:00,  2.41it/s]
Epoch 0: |          | 12403/? [1:25:40<00:00,  2.41it/s]
Epoch 0: |          | 12403/? [1:25:40<00:00,  2.41it/s]
Epoch 0: |          | 12404/? [1:25:40<00:00,  2.41it/s]
Epoch 0: |          | 12404/? [1:25:40<00:00,  2.41it/s]
Epoch 0: |          | 12405/? [1:25:41<00:00,  2.41it/s]
Epoch 0: |          | 12405/? [1:25:41<00:00,  2.41it/s]
Epoch 0: |          | 12406/? [1:25:41<00:00,  2.41it/s]
Epoch 0: |          | 12406/? [1:25:41<00:00,  2.41it/s]
Epoch 0: |          | 12407/? [1:25:42<00:00,  2.41it/s]
Epoch 0: |          | 12407/? [1:25:42<00:00,  2.41it/s]
Epoch 0: |          | 12408/? [1:25:42<00:00,  2.41it/s]
Epoch 0: |          | 12408/? [1:25:42<00:00,  2.41it/s]
Epoch 0: |          | 12409/? [1:25:42<00:00,  2.41it/s]
Epoch 0: |          | 12409/? [1:25:42<00:00,  2.41it/s]
Epoch 0: |          | 12410/? [1:25:43<00:00,  2.41it/s]
Epoch 0: |          | 12410/? [1:25:43<00:00,  2.41it/s]
Epoch 0: |          | 12411/? [1:25:43<00:00,  2.41it/s]
Epoch 0: |          | 12411/? [1:25:43<00:00,  2.41it/s]
Epoch 0: |          | 12412/? [1:25:44<00:00,  2.41it/s]
Epoch 0: |          | 12412/? [1:25:44<00:00,  2.41it/s]
Epoch 0: |          | 12413/? [1:25:44<00:00,  2.41it/s]
Epoch 0: |          | 12413/? [1:25:44<00:00,  2.41it/s]
Epoch 0: |          | 12414/? [1:25:44<00:00,  2.41it/s]
Epoch 0: |          | 12414/? [1:25:44<00:00,  2.41it/s]
Epoch 0: |          | 12415/? [1:25:45<00:00,  2.41it/s]
Epoch 0: |          | 12415/? [1:25:45<00:00,  2.41it/s]
Epoch 0: |          | 12416/? [1:25:45<00:00,  2.41it/s]
Epoch 0: |          | 12416/? [1:25:45<00:00,  2.41it/s]
Epoch 0: |          | 12417/? [1:25:45<00:00,  2.41it/s]
Epoch 0: |          | 12417/? [1:25:45<00:00,  2.41it/s]
Epoch 0: |          | 12418/? [1:25:46<00:00,  2.41it/s]
Epoch 0: |          | 12418/? [1:25:46<00:00,  2.41it/s]
Epoch 0: |          | 12419/? [1:25:46<00:00,  2.41it/s]
Epoch 0: |          | 12419/? [1:25:46<00:00,  2.41it/s]
Epoch 0: |          | 12420/? [1:25:47<00:00,  2.41it/s]
Epoch 0: |          | 12420/? [1:25:47<00:00,  2.41it/s]
Epoch 0: |          | 12421/? [1:25:47<00:00,  2.41it/s]
Epoch 0: |          | 12421/? [1:25:47<00:00,  2.41it/s]
Epoch 0: |          | 12422/? [1:25:47<00:00,  2.41it/s]
Epoch 0: |          | 12422/? [1:25:47<00:00,  2.41it/s]
Epoch 0: |          | 12423/? [1:25:48<00:00,  2.41it/s]
Epoch 0: |          | 12423/? [1:25:48<00:00,  2.41it/s]
Epoch 0: |          | 12424/? [1:25:48<00:00,  2.41it/s]
Epoch 0: |          | 12424/? [1:25:48<00:00,  2.41it/s]
Epoch 0: |          | 12425/? [1:25:49<00:00,  2.41it/s]
Epoch 0: |          | 12425/? [1:25:49<00:00,  2.41it/s]
Epoch 0: |          | 12426/? [1:25:49<00:00,  2.41it/s]
Epoch 0: |          | 12426/? [1:25:49<00:00,  2.41it/s]
Epoch 0: |          | 12427/? [1:25:49<00:00,  2.41it/s]
Epoch 0: |          | 12427/? [1:25:49<00:00,  2.41it/s]
Epoch 0: |          | 12428/? [1:25:50<00:00,  2.41it/s]
Epoch 0: |          | 12428/? [1:25:50<00:00,  2.41it/s]
Epoch 0: |          | 12429/? [1:25:50<00:00,  2.41it/s]
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`Trainer.fit` stopped: `max_steps=12500` reached.
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LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:441: The 'test_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=9` in the `DataLoader` to improve performance.
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Test results saved to /tmp/outputs/imagedream-sd21-shading/Corgi_riding_a_rocket@20240112-135759/save
Loading Multiview Diffusion ...
Initializing Latent Diffusion Interface
time steps:  1000
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 1024 and using 20 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 1024 and using 10 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 5 heads.
Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 1024 and using 5 heads.
making attention of type 'vanilla-xformers' with 512 in_channels
building MemoryEfficientAttnBlock with 512 in_channels...
Working with z of shape (1, 4, 32, 32) = 4096 dimensions.
making attention of type 'vanilla-xformers' with 512 in_channels
building MemoryEfficientAttnBlock with 512 in_channels...
Loaded Multiview Diffusion!
Using prompt [Corgi riding a rocket] and negative prompt [ugly, bad anatomy, blurry, pixelated obscure, unnatural colors, poor lighting, dull, and unclear, cropped, lowres, low quality, artifacts, duplicate, morbid, mutilated, poorly drawn face, deformed, dehydrated, bad proportions]
Using view-dependent prompts [side]:[Corgi riding a rocket, side view] [front]:[Corgi riding a rocket, front view] [back]:[Corgi riding a rocket, back view] [overhead]:[Corgi riding a rocket, overhead view]
Using 16bit Automatic Mixed Precision (AMP)
GPU available: True (cuda), used: True
TPU available: False, using: 0 TPU cores
IPU available: False, using: 0 IPUs
HPU available: False, using: 0 HPUs
Missing logger folder: /src/lightning_logs
Restoring states from the checkpoint path at /tmp/outputs/imagedream-sd21-shading/Corgi_riding_a_rocket@20240112-135759/ckpts/last.ckpt
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
Loaded model weights from the checkpoint at /tmp/outputs/imagedream-sd21-shading/Corgi_riding_a_rocket@20240112-135759/ckpts/last.ckpt
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:441: The 'predict_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=9` in the `DataLoader` to improve performance.
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/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/pytorch_lightning/loops/prediction_loop.py:252: predict returned None if it was on purpose, ignore this warning...
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Using xatlas to perform UV unwrapping, may take a while ...
Exporting textures ...
Perform UV padding on texture maps to avoid seams, may take a while ...
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Export assets saved to /tmp/outputs/imagedream-sd21-shading/Corgi_riding_a_rocket@20240112-135759/save

Version Details

Version ID: 8cae74eb2723bbb5ded70ba449b5b145ec82f1e0d5e9cc6b314b37fee7a10f80
Version Created: January 18, 2024

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