adirik/mvdream 🔢📝 → 🖼️

▶️ 1.1K runs 📅 Nov 2023 ⚙️ Cog 0.9.0-beta8 🔗 GitHub 📄 Paper ⚖️ License

game-asset-generation text-to-3d

About

Generate 3D assets using text descriptions

Example Output

Prompt:

"an astronaut riding a camel"

Output

Performance Metrics

2914.59s Prediction Time

3116.28s Total Time

All Input Parameters

{
  "prompt": "an astronaut riding a camel",
  "max_steps": 10000,
  "guidance_scale": 50,
  "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 seed will be used.
prompt Type: stringDefault: an astronaut riding a camel: Prompt to generate a 3D object.
max_steps Type: integerDefault: 10000: Number of iterations to run the model for.
guidance_scale Type: numberDefault: 50: Scale factor for the guidance loss.
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: array • Items Type: string • Items Format: uri

Example Execution Logs

Seed set to 240780568
Loading Multiview Diffusion ...
Loading model from config: sd-v2-base.yaml
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 [an astronaut riding a camel] 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]:[an astronaut riding a camel, side view] [front]:[an astronaut riding a camel, front view] [back]:[an astronaut riding a camel, back view] [overhead]:[an astronaut riding a camel, 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   | NoMaterial                     | 0
2 | background | NeuralEnvironmentMapBackground | 448
3 | renderer   | NeRFVolumeRenderer             | 0
4 | guidance   | MultiviewDiffusionGuidance     | 1.3 B
--------------------------------------------------------------
12.6 M    Trainable params
1.3 B     Non-trainable params
1.3 B     Total params
5,271.454 Total estimated model params size (MB)
Validation results will be saved to /tmp/mvdream-sd21-rescale0.3/an_astronaut_riding_a_camel@20240228-150202/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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Epoch 0: |          | 200/? [01:04<00:00,  3.09it/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, 10.63it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.13it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:01<00:00,  2.87it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  2.76it/s][A
[A
Epoch 0: |          | 200/? [01:06<00:00,  3.01it/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, 17.34it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.63it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.29it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.14it/s][A
[A
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Epoch 0: |          | 448/? [02:22<00:00,  3.15it/s]
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Epoch 0: |          | 464/? [02:27<00:00,  3.16it/s]
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Epoch 0: |          | 478/? [02:31<00:00,  3.16it/s]
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Epoch 0: |          | 485/? [02:33<00:00,  3.16it/s]
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Epoch 0: |          | 567/? [02:56<00:00,  3.21it/s]
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Epoch 0: |          | 590/? [03:03<00:00,  3.22it/s]
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Epoch 0: |          | 600/? [03:06<00:00,  3.22it/s]
Epoch 0: |          | 600/? [03:06<00:00,  3.22it/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, 22.25it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.89it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.46it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.31it/s][A
[A
Epoch 0: |          | 600/? [03:07<00:00,  3.19it/s]
Epoch 0: |          | 601/? [03:08<00:00,  3.18it/s]
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Epoch 0: |          | 621/? [03:14<00:00,  3.19it/s]
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Epoch 0: |          | 622/? [03:14<00:00,  3.19it/s]
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Epoch 0: |          | 627/? [03:16<00:00,  3.20it/s]
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Epoch 0: |          | 633/? [03:17<00:00,  3.20it/s]
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Epoch 0: |          | 641/? [03:20<00:00,  3.20it/s]
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Epoch 0: |          | 648/? [03:22<00:00,  3.20it/s]
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Epoch 0: |          | 650/? [03:22<00:00,  3.20it/s]
Epoch 0: |          | 650/? [03:22<00:00,  3.20it/s]
Epoch 0: |          | 651/? [03:23<00:00,  3.20it/s]
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Epoch 0: |          | 652/? [03:23<00:00,  3.21it/s]
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Epoch 0: |          | 654/? [03:23<00:00,  3.21it/s]
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Epoch 0: |          | 655/? [03:24<00:00,  3.21it/s]
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Epoch 0: |          | 660/? [03:25<00:00,  3.21it/s]
Epoch 0: |          | 660/? [03:25<00:00,  3.21it/s]
Epoch 0: |          | 661/? [03:26<00:00,  3.21it/s]
Epoch 0: |          | 661/? [03:26<00:00,  3.21it/s]
Epoch 0: |          | 662/? [03:26<00:00,  3.21it/s]
Epoch 0: |          | 662/? [03:26<00:00,  3.21it/s]
Epoch 0: |          | 663/? [03:26<00:00,  3.21it/s]
Epoch 0: |          | 663/? [03:26<00:00,  3.21it/s]
Epoch 0: |          | 664/? [03:26<00:00,  3.21it/s]
Epoch 0: |          | 664/? [03:26<00:00,  3.21it/s]
Epoch 0: |          | 665/? [03:27<00:00,  3.21it/s]
Epoch 0: |          | 665/? [03:27<00:00,  3.21it/s]
Epoch 0: |          | 666/? [03:27<00:00,  3.21it/s]
Epoch 0: |          | 666/? [03:27<00:00,  3.21it/s]
Epoch 0: |          | 667/? [03:27<00:00,  3.21it/s]
Epoch 0: |          | 667/? [03:27<00:00,  3.21it/s]
Epoch 0: |          | 668/? [03:28<00:00,  3.21it/s]
Epoch 0: |          | 668/? [03:28<00:00,  3.21it/s]
Epoch 0: |          | 669/? [03:28<00:00,  3.21it/s]
Epoch 0: |          | 669/? [03:28<00:00,  3.21it/s]
Epoch 0: |          | 670/? [03:28<00:00,  3.21it/s]
Epoch 0: |          | 670/? [03:28<00:00,  3.21it/s]
Epoch 0: |          | 671/? [03:28<00:00,  3.21it/s]
Epoch 0: |          | 671/? [03:28<00:00,  3.21it/s]
Epoch 0: |          | 672/? [03:29<00:00,  3.21it/s]
Epoch 0: |          | 672/? [03:29<00:00,  3.21it/s]
Epoch 0: |          | 673/? [03:29<00:00,  3.21it/s]
Epoch 0: |          | 673/? [03:29<00:00,  3.21it/s]
Epoch 0: |          | 674/? [03:29<00:00,  3.21it/s]
Epoch 0: |          | 674/? [03:29<00:00,  3.21it/s]
Epoch 0: |          | 675/? [03:30<00:00,  3.21it/s]
Epoch 0: |          | 675/? [03:30<00:00,  3.21it/s]
Epoch 0: |          | 676/? [03:30<00:00,  3.21it/s]
Epoch 0: |          | 676/? [03:30<00:00,  3.21it/s]
Epoch 0: |          | 677/? [03:30<00:00,  3.21it/s]
Epoch 0: |          | 677/? [03:30<00:00,  3.21it/s]
Epoch 0: |          | 678/? [03:30<00:00,  3.21it/s]
Epoch 0: |          | 678/? [03:30<00:00,  3.21it/s]
Epoch 0: |          | 679/? [03:31<00:00,  3.22it/s]
Epoch 0: |          | 679/? [03:31<00:00,  3.22it/s]
Epoch 0: |          | 680/? [03:31<00:00,  3.22it/s]
Epoch 0: |          | 680/? [03:31<00:00,  3.22it/s]
Epoch 0: |          | 681/? [03:31<00:00,  3.22it/s]
Epoch 0: |          | 681/? [03:31<00:00,  3.22it/s]
Epoch 0: |          | 682/? [03:32<00:00,  3.22it/s]
Epoch 0: |          | 682/? [03:32<00:00,  3.22it/s]
Epoch 0: |          | 683/? [03:32<00:00,  3.22it/s]
Epoch 0: |          | 683/? [03:32<00:00,  3.22it/s]
Epoch 0: |          | 684/? [03:32<00:00,  3.22it/s]
Epoch 0: |          | 684/? [03:32<00:00,  3.22it/s]
Epoch 0: |          | 685/? [03:32<00:00,  3.22it/s]
Epoch 0: |          | 685/? [03:32<00:00,  3.22it/s]
Epoch 0: |          | 686/? [03:33<00:00,  3.22it/s]
Epoch 0: |          | 686/? [03:33<00:00,  3.22it/s]
Epoch 0: |          | 687/? [03:33<00:00,  3.22it/s]
Epoch 0: |          | 687/? [03:33<00:00,  3.22it/s]
Epoch 0: |          | 688/? [03:33<00:00,  3.22it/s]
Epoch 0: |          | 688/? [03:33<00:00,  3.22it/s]
Epoch 0: |          | 689/? [03:34<00:00,  3.22it/s]
Epoch 0: |          | 689/? [03:34<00:00,  3.22it/s]
Epoch 0: |          | 690/? [03:34<00:00,  3.22it/s]
Epoch 0: |          | 690/? [03:34<00:00,  3.22it/s]
Epoch 0: |          | 691/? [03:34<00:00,  3.22it/s]
Epoch 0: |          | 691/? [03:34<00:00,  3.22it/s]
Epoch 0: |          | 692/? [03:34<00:00,  3.22it/s]
Epoch 0: |          | 692/? [03:34<00:00,  3.22it/s]
Epoch 0: |          | 693/? [03:35<00:00,  3.22it/s]
Epoch 0: |          | 693/? [03:35<00:00,  3.22it/s]
Epoch 0: |          | 694/? [03:35<00:00,  3.22it/s]
Epoch 0: |          | 694/? [03:35<00:00,  3.22it/s]
Epoch 0: |          | 695/? [03:35<00:00,  3.22it/s]
Epoch 0: |          | 695/? [03:35<00:00,  3.22it/s]
Epoch 0: |          | 696/? [03:36<00:00,  3.22it/s]
Epoch 0: |          | 696/? [03:36<00:00,  3.22it/s]
Epoch 0: |          | 697/? [03:36<00:00,  3.22it/s]
Epoch 0: |          | 697/? [03:36<00:00,  3.22it/s]
Epoch 0: |          | 698/? [03:36<00:00,  3.22it/s]
Epoch 0: |          | 698/? [03:36<00:00,  3.22it/s]
Epoch 0: |          | 699/? [03:36<00:00,  3.22it/s]
Epoch 0: |          | 699/? [03:36<00:00,  3.22it/s]
Epoch 0: |          | 700/? [03:37<00:00,  3.22it/s]
Epoch 0: |          | 700/? [03:37<00:00,  3.22it/s]
Epoch 0: |          | 701/? [03:37<00:00,  3.22it/s]
Epoch 0: |          | 701/? [03:37<00:00,  3.22it/s]
Epoch 0: |          | 702/? [03:37<00:00,  3.22it/s]
Epoch 0: |          | 702/? [03:37<00:00,  3.22it/s]
Epoch 0: |          | 703/? [03:38<00:00,  3.22it/s]
Epoch 0: |          | 703/? [03:38<00:00,  3.22it/s]
Epoch 0: |          | 704/? [03:38<00:00,  3.22it/s]
Epoch 0: |          | 704/? [03:38<00:00,  3.22it/s]
Epoch 0: |          | 705/? [03:38<00:00,  3.22it/s]
Epoch 0: |          | 705/? [03:38<00:00,  3.22it/s]
Epoch 0: |          | 706/? [03:38<00:00,  3.22it/s]
Epoch 0: |          | 706/? [03:38<00:00,  3.22it/s]
Epoch 0: |          | 707/? [03:39<00:00,  3.23it/s]
Epoch 0: |          | 707/? [03:39<00:00,  3.23it/s]
Epoch 0: |          | 708/? [03:39<00:00,  3.23it/s]
Epoch 0: |          | 708/? [03:39<00:00,  3.23it/s]
Epoch 0: |          | 709/? [03:39<00:00,  3.23it/s]
Epoch 0: |          | 709/? [03:39<00:00,  3.23it/s]
Epoch 0: |          | 710/? [03:40<00:00,  3.23it/s]
Epoch 0: |          | 710/? [03:40<00:00,  3.23it/s]
Epoch 0: |          | 711/? [03:40<00:00,  3.23it/s]
Epoch 0: |          | 711/? [03:40<00:00,  3.23it/s]
Epoch 0: |          | 712/? [03:40<00:00,  3.23it/s]
Epoch 0: |          | 712/? [03:40<00:00,  3.23it/s]
Epoch 0: |          | 713/? [03:40<00:00,  3.23it/s]
Epoch 0: |          | 713/? [03:40<00:00,  3.23it/s]
Epoch 0: |          | 714/? [03:41<00:00,  3.23it/s]
Epoch 0: |          | 714/? [03:41<00:00,  3.23it/s]
Epoch 0: |          | 715/? [03:41<00:00,  3.23it/s]
Epoch 0: |          | 715/? [03:41<00:00,  3.23it/s]
Epoch 0: |          | 716/? [03:41<00:00,  3.23it/s]
Epoch 0: |          | 716/? [03:41<00:00,  3.23it/s]
Epoch 0: |          | 717/? [03:42<00:00,  3.23it/s]
Epoch 0: |          | 717/? [03:42<00:00,  3.23it/s]
Epoch 0: |          | 718/? [03:42<00:00,  3.23it/s]
Epoch 0: |          | 718/? [03:42<00:00,  3.23it/s]
Epoch 0: |          | 719/? [03:42<00:00,  3.23it/s]
Epoch 0: |          | 719/? [03:42<00:00,  3.23it/s]
Epoch 0: |          | 720/? [03:42<00:00,  3.23it/s]
Epoch 0: |          | 720/? [03:42<00:00,  3.23it/s]
Epoch 0: |          | 721/? [03:43<00:00,  3.23it/s]
Epoch 0: |          | 721/? [03:43<00:00,  3.23it/s]
Epoch 0: |          | 722/? [03:43<00:00,  3.23it/s]
Epoch 0: |          | 722/? [03:43<00:00,  3.23it/s]
Epoch 0: |          | 723/? [03:43<00:00,  3.23it/s]
Epoch 0: |          | 723/? [03:43<00:00,  3.23it/s]
Epoch 0: |          | 724/? [03:44<00:00,  3.23it/s]
Epoch 0: |          | 724/? [03:44<00:00,  3.23it/s]
Epoch 0: |          | 725/? [03:44<00:00,  3.23it/s]
Epoch 0: |          | 725/? [03:44<00:00,  3.23it/s]
Epoch 0: |          | 726/? [03:44<00:00,  3.23it/s]
Epoch 0: |          | 726/? [03:44<00:00,  3.23it/s]
Epoch 0: |          | 727/? [03:44<00:00,  3.23it/s]
Epoch 0: |          | 727/? [03:44<00:00,  3.23it/s]
Epoch 0: |          | 728/? [03:45<00:00,  3.23it/s]
Epoch 0: |          | 728/? [03:45<00:00,  3.23it/s]
Epoch 0: |          | 729/? [03:45<00:00,  3.23it/s]
Epoch 0: |          | 729/? [03:45<00:00,  3.23it/s]
Epoch 0: |          | 730/? [03:45<00:00,  3.23it/s]
Epoch 0: |          | 730/? [03:45<00:00,  3.23it/s]
Epoch 0: |          | 731/? [03:46<00:00,  3.23it/s]
Epoch 0: |          | 731/? [03:46<00:00,  3.23it/s]
Epoch 0: |          | 732/? [03:46<00:00,  3.23it/s]
Epoch 0: |          | 732/? [03:46<00:00,  3.23it/s]
Epoch 0: |          | 733/? [03:46<00:00,  3.23it/s]
Epoch 0: |          | 733/? [03:46<00:00,  3.23it/s]
Epoch 0: |          | 734/? [03:46<00:00,  3.23it/s]
Epoch 0: |          | 734/? [03:46<00:00,  3.23it/s]
Epoch 0: |          | 735/? [03:47<00:00,  3.23it/s]
Epoch 0: |          | 735/? [03:47<00:00,  3.23it/s]
Epoch 0: |          | 736/? [03:47<00:00,  3.23it/s]
Epoch 0: |          | 736/? [03:47<00:00,  3.23it/s]
Epoch 0: |          | 737/? [03:47<00:00,  3.24it/s]
Epoch 0: |          | 737/? [03:47<00:00,  3.24it/s]
Epoch 0: |          | 738/? [03:48<00:00,  3.24it/s]
Epoch 0: |          | 738/? [03:48<00:00,  3.24it/s]
Epoch 0: |          | 739/? [03:48<00:00,  3.24it/s]
Epoch 0: |          | 739/? [03:48<00:00,  3.24it/s]
Epoch 0: |          | 740/? [03:48<00:00,  3.24it/s]
Epoch 0: |          | 740/? [03:48<00:00,  3.24it/s]
Epoch 0: |          | 741/? [03:48<00:00,  3.24it/s]
Epoch 0: |          | 741/? [03:48<00:00,  3.24it/s]
Epoch 0: |          | 742/? [03:49<00:00,  3.24it/s]
Epoch 0: |          | 742/? [03:49<00:00,  3.24it/s]
Epoch 0: |          | 743/? [03:49<00:00,  3.24it/s]
Epoch 0: |          | 743/? [03:49<00:00,  3.24it/s]
Epoch 0: |          | 744/? [03:49<00:00,  3.24it/s]
Epoch 0: |          | 744/? [03:49<00:00,  3.24it/s]
Epoch 0: |          | 745/? [03:50<00:00,  3.24it/s]
Epoch 0: |          | 745/? [03:50<00:00,  3.24it/s]
Epoch 0: |          | 746/? [03:50<00:00,  3.24it/s]
Epoch 0: |          | 746/? [03:50<00:00,  3.24it/s]
Epoch 0: |          | 747/? [03:50<00:00,  3.24it/s]
Epoch 0: |          | 747/? [03:50<00:00,  3.24it/s]
Epoch 0: |          | 748/? [03:50<00:00,  3.24it/s]
Epoch 0: |          | 748/? [03:50<00:00,  3.24it/s]
Epoch 0: |          | 749/? [03:51<00:00,  3.24it/s]
Epoch 0: |          | 749/? [03:51<00:00,  3.24it/s]
Epoch 0: |          | 750/? [03:51<00:00,  3.24it/s]
Epoch 0: |          | 750/? [03:51<00:00,  3.24it/s]
Epoch 0: |          | 751/? [03:51<00:00,  3.24it/s]
Epoch 0: |          | 751/? [03:51<00:00,  3.24it/s]
Epoch 0: |          | 752/? [03:52<00:00,  3.24it/s]
Epoch 0: |          | 752/? [03:52<00:00,  3.24it/s]
Epoch 0: |          | 753/? [03:52<00:00,  3.24it/s]
Epoch 0: |          | 753/? [03:52<00:00,  3.24it/s]
Epoch 0: |          | 754/? [03:52<00:00,  3.24it/s]
Epoch 0: |          | 754/? [03:52<00:00,  3.24it/s]
Epoch 0: |          | 755/? [03:52<00:00,  3.24it/s]
Epoch 0: |          | 755/? [03:52<00:00,  3.24it/s]
Epoch 0: |          | 756/? [03:53<00:00,  3.24it/s]
Epoch 0: |          | 756/? [03:53<00:00,  3.24it/s]
Epoch 0: |          | 757/? [03:53<00:00,  3.24it/s]
Epoch 0: |          | 757/? [03:53<00:00,  3.24it/s]
Epoch 0: |          | 758/? [03:53<00:00,  3.24it/s]
Epoch 0: |          | 758/? [03:53<00:00,  3.24it/s]
Epoch 0: |          | 759/? [03:54<00:00,  3.24it/s]
Epoch 0: |          | 759/? [03:54<00:00,  3.24it/s]
Epoch 0: |          | 760/? [03:54<00:00,  3.24it/s]
Epoch 0: |          | 760/? [03:54<00:00,  3.24it/s]
Epoch 0: |          | 761/? [03:54<00:00,  3.24it/s]
Epoch 0: |          | 761/? [03:54<00:00,  3.24it/s]
Epoch 0: |          | 762/? [03:54<00:00,  3.24it/s]
Epoch 0: |          | 762/? [03:54<00:00,  3.24it/s]
Epoch 0: |          | 763/? [03:55<00:00,  3.24it/s]
Epoch 0: |          | 763/? [03:55<00:00,  3.24it/s]
Epoch 0: |          | 764/? [03:55<00:00,  3.24it/s]
Epoch 0: |          | 764/? [03:55<00:00,  3.24it/s]
Epoch 0: |          | 765/? [03:55<00:00,  3.24it/s]
Epoch 0: |          | 765/? [03:55<00:00,  3.24it/s]
Epoch 0: |          | 766/? [03:56<00:00,  3.24it/s]
Epoch 0: |          | 766/? [03:56<00:00,  3.24it/s]
Epoch 0: |          | 767/? [03:56<00:00,  3.24it/s]
Epoch 0: |          | 767/? [03:56<00:00,  3.24it/s]
Epoch 0: |          | 768/? [03:56<00:00,  3.24it/s]
Epoch 0: |          | 768/? [03:56<00:00,  3.24it/s]
Epoch 0: |          | 769/? [03:56<00:00,  3.24it/s]
Epoch 0: |          | 769/? [03:57<00:00,  3.24it/s]
Epoch 0: |          | 770/? [03:57<00:00,  3.25it/s]
Epoch 0: |          | 770/? [03:57<00:00,  3.24it/s]
Epoch 0: |          | 771/? [03:57<00:00,  3.25it/s]
Epoch 0: |          | 771/? [03:57<00:00,  3.25it/s]
Epoch 0: |          | 772/? [03:57<00:00,  3.25it/s]
Epoch 0: |          | 772/? [03:57<00:00,  3.25it/s]
Epoch 0: |          | 773/? [03:58<00:00,  3.25it/s]
Epoch 0: |          | 773/? [03:58<00:00,  3.25it/s]
Epoch 0: |          | 774/? [03:58<00:00,  3.25it/s]
Epoch 0: |          | 774/? [03:58<00:00,  3.25it/s]
Epoch 0: |          | 775/? [03:58<00:00,  3.25it/s]
Epoch 0: |          | 775/? [03:58<00:00,  3.25it/s]
Epoch 0: |          | 776/? [03:58<00:00,  3.25it/s]
Epoch 0: |          | 776/? [03:58<00:00,  3.25it/s]
Epoch 0: |          | 777/? [03:59<00:00,  3.25it/s]
Epoch 0: |          | 777/? [03:59<00:00,  3.25it/s]
Epoch 0: |          | 778/? [03:59<00:00,  3.25it/s]
Epoch 0: |          | 778/? [03:59<00:00,  3.25it/s]
Epoch 0: |          | 779/? [03:59<00:00,  3.25it/s]
Epoch 0: |          | 779/? [03:59<00:00,  3.25it/s]
Epoch 0: |          | 780/? [04:00<00:00,  3.25it/s]
Epoch 0: |          | 780/? [04:00<00:00,  3.25it/s]
Epoch 0: |          | 781/? [04:00<00:00,  3.25it/s]
Epoch 0: |          | 781/? [04:00<00:00,  3.25it/s]
Epoch 0: |          | 782/? [04:00<00:00,  3.25it/s]
Epoch 0: |          | 782/? [04:00<00:00,  3.25it/s]
Epoch 0: |          | 783/? [04:00<00:00,  3.25it/s]
Epoch 0: |          | 783/? [04:00<00:00,  3.25it/s]
Epoch 0: |          | 784/? [04:01<00:00,  3.25it/s]
Epoch 0: |          | 784/? [04:01<00:00,  3.25it/s]
Epoch 0: |          | 785/? [04:01<00:00,  3.25it/s]
Epoch 0: |          | 785/? [04:01<00:00,  3.25it/s]
Epoch 0: |          | 786/? [04:01<00:00,  3.25it/s]
Epoch 0: |          | 786/? [04:01<00:00,  3.25it/s]
Epoch 0: |          | 787/? [04:02<00:00,  3.25it/s]
Epoch 0: |          | 787/? [04:02<00:00,  3.25it/s]
Epoch 0: |          | 788/? [04:02<00:00,  3.25it/s]
Epoch 0: |          | 788/? [04:02<00:00,  3.25it/s]
Epoch 0: |          | 789/? [04:02<00:00,  3.25it/s]
Epoch 0: |          | 789/? [04:02<00:00,  3.25it/s]
Epoch 0: |          | 790/? [04:03<00:00,  3.25it/s]
Epoch 0: |          | 790/? [04:03<00:00,  3.25it/s]
Epoch 0: |          | 791/? [04:03<00:00,  3.25it/s]
Epoch 0: |          | 791/? [04:03<00:00,  3.25it/s]
Epoch 0: |          | 792/? [04:03<00:00,  3.25it/s]
Epoch 0: |          | 792/? [04:03<00:00,  3.25it/s]
Epoch 0: |          | 793/? [04:03<00:00,  3.25it/s]
Epoch 0: |          | 793/? [04:03<00:00,  3.25it/s]
Epoch 0: |          | 794/? [04:04<00:00,  3.25it/s]
Epoch 0: |          | 794/? [04:04<00:00,  3.25it/s]
Epoch 0: |          | 795/? [04:04<00:00,  3.25it/s]
Epoch 0: |          | 795/? [04:04<00:00,  3.25it/s]
Epoch 0: |          | 796/? [04:04<00:00,  3.25it/s]
Epoch 0: |          | 796/? [04:04<00:00,  3.25it/s]
Epoch 0: |          | 797/? [04:05<00:00,  3.25it/s]
Epoch 0: |          | 797/? [04:05<00:00,  3.25it/s]
Epoch 0: |          | 798/? [04:05<00:00,  3.25it/s]
Epoch 0: |          | 798/? [04:05<00:00,  3.25it/s]
Epoch 0: |          | 799/? [04:05<00:00,  3.25it/s]
Epoch 0: |          | 799/? [04:05<00:00,  3.25it/s]
Epoch 0: |          | 800/? [04:05<00:00,  3.25it/s]
Epoch 0: |          | 800/? [04:05<00:00,  3.25it/s]
Validation: |          | 0/? [00:00<?, ?it/s][A
Validation:   0%|          | 0/4 [00:00<?, ?it/s][A
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Validation DataLoader 0:  25%|██▌       | 1/4 [00:00<00:00, 26.64it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.67it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.38it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.26it/s][A
[A
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Epoch 0: |          | 871/? [04:28<00:00,  3.25it/s]
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Epoch 0: |          | 890/? [04:33<00:00,  3.25it/s]
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Epoch 0: |          | 999/? [05:04<00:00,  3.28it/s]
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Epoch 0: |          | 1000/? [05:05<00:00,  3.28it/s]
Epoch 0: |          | 1000/? [05:05<00:00,  3.28it/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, 28.56it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.99it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.62it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.42it/s][A
[A
Epoch 0: |          | 1000/? [05:06<00:00,  3.26it/s]
Epoch 0: |          | 1001/? [05:07<00:00,  3.26it/s]
Epoch 0: |          | 1001/? [05:07<00:00,  3.26it/s]
Epoch 0: |          | 1002/? [05:07<00:00,  3.26it/s]
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Epoch 0: |          | 1003/? [05:07<00:00,  3.26it/s]
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Epoch 0: |          | 1024/? [05:13<00:00,  3.26it/s]
Epoch 0: |          | 1024/? [05:13<00:00,  3.26it/s]
Epoch 0: |          | 1025/? [05:14<00:00,  3.26it/s]
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Epoch 0: |          | 1049/? [05:21<00:00,  3.27it/s]
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Epoch 0: |          | 1053/? [05:22<00:00,  3.27it/s]
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Epoch 0: |          | 1062/? [05:24<00:00,  3.27it/s]
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Epoch 0: |          | 1063/? [05:25<00:00,  3.27it/s]
Epoch 0: |          | 1063/? [05:25<00:00,  3.27it/s]
Epoch 0: |          | 1064/? [05:25<00:00,  3.27it/s]
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Epoch 0: |          | 1065/? [05:25<00:00,  3.27it/s]
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Epoch 0: |          | 1066/? [05:25<00:00,  3.27it/s]
Epoch 0: |          | 1066/? [05:25<00:00,  3.27it/s]
Epoch 0: |          | 1067/? [05:26<00:00,  3.27it/s]
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Epoch 0: |          | 1068/? [05:26<00:00,  3.27it/s]
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Epoch 0: |          | 1069/? [05:26<00:00,  3.27it/s]
Epoch 0: |          | 1069/? [05:26<00:00,  3.27it/s]
Epoch 0: |          | 1070/? [05:27<00:00,  3.27it/s]
Epoch 0: |          | 1070/? [05:27<00:00,  3.27it/s]
Epoch 0: |          | 1071/? [05:27<00:00,  3.27it/s]
Epoch 0: |          | 1071/? [05:27<00:00,  3.27it/s]
Epoch 0: |          | 1072/? [05:27<00:00,  3.27it/s]
Epoch 0: |          | 1072/? [05:27<00:00,  3.27it/s]
Epoch 0: |          | 1073/? [05:27<00:00,  3.27it/s]
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Epoch 0: |          | 1095/? [05:34<00:00,  3.28it/s]
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Epoch 0: |          | 1096/? [05:34<00:00,  3.28it/s]
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Epoch 0: |          | 1097/? [05:34<00:00,  3.28it/s]
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Epoch 0: |          | 1099/? [05:35<00:00,  3.28it/s]
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Epoch 0: |          | 1100/? [05:35<00:00,  3.28it/s]
Epoch 0: |          | 1100/? [05:35<00:00,  3.28it/s]
Epoch 0: |          | 1101/? [05:35<00:00,  3.28it/s]
Epoch 0: |          | 1101/? [05:35<00:00,  3.28it/s]
Epoch 0: |          | 1102/? [05:36<00:00,  3.28it/s]
Epoch 0: |          | 1102/? [05:36<00:00,  3.28it/s]
Epoch 0: |          | 1103/? [05:36<00:00,  3.28it/s]
Epoch 0: |          | 1103/? [05:36<00:00,  3.28it/s]
Epoch 0: |          | 1104/? [05:36<00:00,  3.28it/s]
Epoch 0: |          | 1104/? [05:36<00:00,  3.28it/s]
Epoch 0: |          | 1105/? [05:36<00:00,  3.28it/s]
Epoch 0: |          | 1105/? [05:36<00:00,  3.28it/s]
Epoch 0: |          | 1106/? [05:37<00:00,  3.28it/s]
Epoch 0: |          | 1106/? [05:37<00:00,  3.28it/s]
Epoch 0: |          | 1107/? [05:37<00:00,  3.28it/s]
Epoch 0: |          | 1107/? [05:37<00:00,  3.28it/s]
Epoch 0: |          | 1108/? [05:37<00:00,  3.28it/s]
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Epoch 0: |          | 1109/? [05:38<00:00,  3.28it/s]
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Epoch 0: |          | 1110/? [05:38<00:00,  3.28it/s]
Epoch 0: |          | 1110/? [05:38<00:00,  3.28it/s]
Epoch 0: |          | 1111/? [05:38<00:00,  3.28it/s]
Epoch 0: |          | 1111/? [05:38<00:00,  3.28it/s]
Epoch 0: |          | 1112/? [05:38<00:00,  3.28it/s]
Epoch 0: |          | 1112/? [05:38<00:00,  3.28it/s]
Epoch 0: |          | 1113/? [05:39<00:00,  3.28it/s]
Epoch 0: |          | 1113/? [05:39<00:00,  3.28it/s]
Epoch 0: |          | 1114/? [05:39<00:00,  3.28it/s]
Epoch 0: |          | 1114/? [05:39<00:00,  3.28it/s]
Epoch 0: |          | 1115/? [05:39<00:00,  3.28it/s]
Epoch 0: |          | 1115/? [05:39<00:00,  3.28it/s]
Epoch 0: |          | 1116/? [05:40<00:00,  3.28it/s]
Epoch 0: |          | 1116/? [05:40<00:00,  3.28it/s]
Epoch 0: |          | 1117/? [05:40<00:00,  3.28it/s]
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Epoch 0: |          | 1118/? [05:40<00:00,  3.28it/s]
Epoch 0: |          | 1118/? [05:40<00:00,  3.28it/s]
Epoch 0: |          | 1119/? [05:40<00:00,  3.28it/s]
Epoch 0: |          | 1119/? [05:40<00:00,  3.28it/s]
Epoch 0: |          | 1120/? [05:41<00:00,  3.28it/s]
Epoch 0: |          | 1120/? [05:41<00:00,  3.28it/s]
Epoch 0: |          | 1121/? [05:41<00:00,  3.28it/s]
Epoch 0: |          | 1121/? [05:41<00:00,  3.28it/s]
Epoch 0: |          | 1122/? [05:41<00:00,  3.28it/s]
Epoch 0: |          | 1122/? [05:41<00:00,  3.28it/s]
Epoch 0: |          | 1123/? [05:42<00:00,  3.28it/s]
Epoch 0: |          | 1123/? [05:42<00:00,  3.28it/s]
Epoch 0: |          | 1124/? [05:42<00:00,  3.28it/s]
Epoch 0: |          | 1124/? [05:42<00:00,  3.28it/s]
Epoch 0: |          | 1125/? [05:42<00:00,  3.28it/s]
Epoch 0: |          | 1125/? [05:42<00:00,  3.28it/s]
Epoch 0: |          | 1126/? [05:42<00:00,  3.28it/s]
Epoch 0: |          | 1126/? [05:42<00:00,  3.28it/s]
Epoch 0: |          | 1127/? [05:43<00:00,  3.28it/s]
Epoch 0: |          | 1127/? [05:43<00:00,  3.28it/s]
Epoch 0: |          | 1128/? [05:43<00:00,  3.28it/s]
Epoch 0: |          | 1128/? [05:43<00:00,  3.28it/s]
Epoch 0: |          | 1129/? [05:43<00:00,  3.28it/s]
Epoch 0: |          | 1129/? [05:43<00:00,  3.28it/s]
Epoch 0: |          | 1130/? [05:44<00:00,  3.28it/s]
Epoch 0: |          | 1130/? [05:44<00:00,  3.28it/s]
Epoch 0: |          | 1131/? [05:44<00:00,  3.28it/s]
Epoch 0: |          | 1131/? [05:44<00:00,  3.28it/s]
Epoch 0: |          | 1132/? [05:44<00:00,  3.28it/s]
Epoch 0: |          | 1132/? [05:44<00:00,  3.28it/s]
Epoch 0: |          | 1133/? [05:45<00:00,  3.28it/s]
Epoch 0: |          | 1133/? [05:45<00:00,  3.28it/s]
Epoch 0: |          | 1134/? [05:45<00:00,  3.28it/s]
Epoch 0: |          | 1134/? [05:45<00:00,  3.28it/s]
Epoch 0: |          | 1135/? [05:45<00:00,  3.28it/s]
Epoch 0: |          | 1135/? [05:45<00:00,  3.28it/s]
Epoch 0: |          | 1136/? [05:45<00:00,  3.28it/s]
Epoch 0: |          | 1136/? [05:45<00:00,  3.28it/s]
Epoch 0: |          | 1137/? [05:46<00:00,  3.28it/s]
Epoch 0: |          | 1137/? [05:46<00:00,  3.28it/s]
Epoch 0: |          | 1138/? [05:46<00:00,  3.28it/s]
Epoch 0: |          | 1138/? [05:46<00:00,  3.28it/s]
Epoch 0: |          | 1139/? [05:46<00:00,  3.29it/s]
Epoch 0: |          | 1139/? [05:46<00:00,  3.29it/s]
Epoch 0: |          | 1140/? [05:47<00:00,  3.29it/s]
Epoch 0: |          | 1140/? [05:47<00:00,  3.29it/s]
Epoch 0: |          | 1141/? [05:47<00:00,  3.29it/s]
Epoch 0: |          | 1141/? [05:47<00:00,  3.29it/s]
Epoch 0: |          | 1142/? [05:47<00:00,  3.29it/s]
Epoch 0: |          | 1142/? [05:47<00:00,  3.29it/s]
Epoch 0: |          | 1143/? [05:47<00:00,  3.29it/s]
Epoch 0: |          | 1143/? [05:47<00:00,  3.29it/s]
Epoch 0: |          | 1144/? [05:48<00:00,  3.29it/s]
Epoch 0: |          | 1144/? [05:48<00:00,  3.29it/s]
Epoch 0: |          | 1145/? [05:48<00:00,  3.29it/s]
Epoch 0: |          | 1145/? [05:48<00:00,  3.29it/s]
Epoch 0: |          | 1146/? [05:48<00:00,  3.29it/s]
Epoch 0: |          | 1146/? [05:48<00:00,  3.29it/s]
Epoch 0: |          | 1147/? [05:49<00:00,  3.29it/s]
Epoch 0: |          | 1147/? [05:49<00:00,  3.29it/s]
Epoch 0: |          | 1148/? [05:49<00:00,  3.29it/s]
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Epoch 0: |          | 1149/? [05:49<00:00,  3.29it/s]
Epoch 0: |          | 1149/? [05:49<00:00,  3.29it/s]
Epoch 0: |          | 1150/? [05:49<00:00,  3.29it/s]
Epoch 0: |          | 1150/? [05:49<00:00,  3.29it/s]
Epoch 0: |          | 1151/? [05:50<00:00,  3.29it/s]
Epoch 0: |          | 1151/? [05:50<00:00,  3.29it/s]
Epoch 0: |          | 1152/? [05:50<00:00,  3.29it/s]
Epoch 0: |          | 1152/? [05:50<00:00,  3.29it/s]
Epoch 0: |          | 1153/? [05:50<00:00,  3.29it/s]
Epoch 0: |          | 1153/? [05:50<00:00,  3.29it/s]
Epoch 0: |          | 1154/? [05:51<00:00,  3.29it/s]
Epoch 0: |          | 1154/? [05:51<00:00,  3.29it/s]
Epoch 0: |          | 1155/? [05:51<00:00,  3.29it/s]
Epoch 0: |          | 1155/? [05:51<00:00,  3.29it/s]
Epoch 0: |          | 1156/? [05:51<00:00,  3.29it/s]
Epoch 0: |          | 1156/? [05:51<00:00,  3.29it/s]
Epoch 0: |          | 1157/? [05:51<00:00,  3.29it/s]
Epoch 0: |          | 1157/? [05:51<00:00,  3.29it/s]
Epoch 0: |          | 1158/? [05:52<00:00,  3.29it/s]
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Epoch 0: |          | 1159/? [05:52<00:00,  3.29it/s]
Epoch 0: |          | 1159/? [05:52<00:00,  3.29it/s]
Epoch 0: |          | 1160/? [05:52<00:00,  3.29it/s]
Epoch 0: |          | 1160/? [05:52<00:00,  3.29it/s]
Epoch 0: |          | 1161/? [05:53<00:00,  3.29it/s]
Epoch 0: |          | 1161/? [05:53<00:00,  3.29it/s]
Epoch 0: |          | 1162/? [05:53<00:00,  3.29it/s]
Epoch 0: |          | 1162/? [05:53<00:00,  3.29it/s]
Epoch 0: |          | 1163/? [05:53<00:00,  3.29it/s]
Epoch 0: |          | 1163/? [05:53<00:00,  3.29it/s]
Epoch 0: |          | 1164/? [05:53<00:00,  3.29it/s]
Epoch 0: |          | 1164/? [05:53<00:00,  3.29it/s]
Epoch 0: |          | 1165/? [05:54<00:00,  3.29it/s]
Epoch 0: |          | 1165/? [05:54<00:00,  3.29it/s]
Epoch 0: |          | 1166/? [05:54<00:00,  3.29it/s]
Epoch 0: |          | 1166/? [05:54<00:00,  3.29it/s]
Epoch 0: |          | 1167/? [05:54<00:00,  3.29it/s]
Epoch 0: |          | 1167/? [05:54<00:00,  3.29it/s]
Epoch 0: |          | 1168/? [05:54<00:00,  3.29it/s]
Epoch 0: |          | 1168/? [05:54<00:00,  3.29it/s]
Epoch 0: |          | 1169/? [05:55<00:00,  3.29it/s]
Epoch 0: |          | 1169/? [05:55<00:00,  3.29it/s]
Epoch 0: |          | 1170/? [05:55<00:00,  3.29it/s]
Epoch 0: |          | 1170/? [05:55<00:00,  3.29it/s]
Epoch 0: |          | 1171/? [05:55<00:00,  3.29it/s]
Epoch 0: |          | 1171/? [05:55<00:00,  3.29it/s]
Epoch 0: |          | 1172/? [05:56<00:00,  3.29it/s]
Epoch 0: |          | 1172/? [05:56<00:00,  3.29it/s]
Epoch 0: |          | 1173/? [05:56<00:00,  3.29it/s]
Epoch 0: |          | 1173/? [05:56<00:00,  3.29it/s]
Epoch 0: |          | 1174/? [05:56<00:00,  3.29it/s]
Epoch 0: |          | 1174/? [05:56<00:00,  3.29it/s]
Epoch 0: |          | 1175/? [05:56<00:00,  3.29it/s]
Epoch 0: |          | 1175/? [05:56<00:00,  3.29it/s]
Epoch 0: |          | 1176/? [05:57<00:00,  3.29it/s]
Epoch 0: |          | 1176/? [05:57<00:00,  3.29it/s]
Epoch 0: |          | 1177/? [05:57<00:00,  3.29it/s]
Epoch 0: |          | 1177/? [05:57<00:00,  3.29it/s]
Epoch 0: |          | 1178/? [05:57<00:00,  3.29it/s]
Epoch 0: |          | 1178/? [05:57<00:00,  3.29it/s]
Epoch 0: |          | 1179/? [05:58<00:00,  3.29it/s]
Epoch 0: |          | 1179/? [05:58<00:00,  3.29it/s]
Epoch 0: |          | 1180/? [05:58<00:00,  3.29it/s]
Epoch 0: |          | 1180/? [05:58<00:00,  3.29it/s]
Epoch 0: |          | 1181/? [05:58<00:00,  3.29it/s]
Epoch 0: |          | 1181/? [05:58<00:00,  3.29it/s]
Epoch 0: |          | 1182/? [05:58<00:00,  3.29it/s]
Epoch 0: |          | 1182/? [05:59<00:00,  3.29it/s]
Epoch 0: |          | 1183/? [05:59<00:00,  3.29it/s]
Epoch 0: |          | 1183/? [05:59<00:00,  3.29it/s]
Epoch 0: |          | 1184/? [05:59<00:00,  3.29it/s]
Epoch 0: |          | 1184/? [05:59<00:00,  3.29it/s]
Epoch 0: |          | 1185/? [05:59<00:00,  3.29it/s]
Epoch 0: |          | 1185/? [05:59<00:00,  3.29it/s]
Epoch 0: |          | 1186/? [06:00<00:00,  3.29it/s]
Epoch 0: |          | 1186/? [06:00<00:00,  3.29it/s]
Epoch 0: |          | 1187/? [06:00<00:00,  3.29it/s]
Epoch 0: |          | 1187/? [06:00<00:00,  3.29it/s]
Epoch 0: |          | 1188/? [06:00<00:00,  3.29it/s]
Epoch 0: |          | 1188/? [06:00<00:00,  3.29it/s]
Epoch 0: |          | 1189/? [06:00<00:00,  3.29it/s]
Epoch 0: |          | 1189/? [06:00<00:00,  3.29it/s]
Epoch 0: |          | 1190/? [06:01<00:00,  3.29it/s]
Epoch 0: |          | 1190/? [06:01<00:00,  3.29it/s]
Epoch 0: |          | 1191/? [06:01<00:00,  3.29it/s]
Epoch 0: |          | 1191/? [06:01<00:00,  3.29it/s]
Epoch 0: |          | 1192/? [06:01<00:00,  3.29it/s]
Epoch 0: |          | 1192/? [06:01<00:00,  3.29it/s]
Epoch 0: |          | 1193/? [06:02<00:00,  3.29it/s]
Epoch 0: |          | 1193/? [06:02<00:00,  3.29it/s]
Epoch 0: |          | 1194/? [06:02<00:00,  3.29it/s]
Epoch 0: |          | 1194/? [06:02<00:00,  3.29it/s]
Epoch 0: |          | 1195/? [06:02<00:00,  3.29it/s]
Epoch 0: |          | 1195/? [06:02<00:00,  3.29it/s]
Epoch 0: |          | 1196/? [06:03<00:00,  3.29it/s]
Epoch 0: |          | 1196/? [06:03<00:00,  3.29it/s]
Epoch 0: |          | 1197/? [06:03<00:00,  3.29it/s]
Epoch 0: |          | 1197/? [06:03<00:00,  3.29it/s]
Epoch 0: |          | 1198/? [06:03<00:00,  3.29it/s]
Epoch 0: |          | 1198/? [06:03<00:00,  3.29it/s]
Epoch 0: |          | 1199/? [06:03<00:00,  3.30it/s]
Epoch 0: |          | 1199/? [06:03<00:00,  3.30it/s]
Epoch 0: |          | 1200/? [06:04<00:00,  3.30it/s]
Epoch 0: |          | 1200/? [06:04<00:00,  3.30it/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, 29.48it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.05it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.67it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.44it/s][A
[A
Epoch 0: |          | 1200/? [06:05<00:00,  3.28it/s]
Epoch 0: |          | 1201/? [06:06<00:00,  3.28it/s]
Epoch 0: |          | 1201/? [06:06<00:00,  3.28it/s]
Epoch 0: |          | 1202/? [06:06<00:00,  3.28it/s]
Epoch 0: |          | 1202/? [06:06<00:00,  3.28it/s]
Epoch 0: |          | 1203/? [06:06<00:00,  3.28it/s]
Epoch 0: |          | 1203/? [06:06<00:00,  3.28it/s]
Epoch 0: |          | 1204/? [06:07<00:00,  3.28it/s]
Epoch 0: |          | 1204/? [06:07<00:00,  3.28it/s]
Epoch 0: |          | 1205/? [06:07<00:00,  3.28it/s]
Epoch 0: |          | 1205/? [06:07<00:00,  3.28it/s]
Epoch 0: |          | 1206/? [06:07<00:00,  3.28it/s]
Epoch 0: |          | 1206/? [06:07<00:00,  3.28it/s]
Epoch 0: |          | 1207/? [06:08<00:00,  3.28it/s]
Epoch 0: |          | 1207/? [06:08<00:00,  3.28it/s]
Epoch 0: |          | 1208/? [06:08<00:00,  3.28it/s]
Epoch 0: |          | 1208/? [06:08<00:00,  3.28it/s]
Epoch 0: |          | 1209/? [06:08<00:00,  3.28it/s]
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Epoch 0: |          | 1210/? [06:08<00:00,  3.28it/s]
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Epoch 0: |          | 1211/? [06:09<00:00,  3.28it/s]
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Epoch 0: |          | 1212/? [06:09<00:00,  3.28it/s]
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Epoch 0: |          | 1213/? [06:09<00:00,  3.28it/s]
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Epoch 0: |          | 1214/? [06:10<00:00,  3.28it/s]
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Epoch 0: |          | 1215/? [06:10<00:00,  3.28it/s]
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Epoch 0: |          | 1216/? [06:10<00:00,  3.28it/s]
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Epoch 0: |          | 1217/? [06:10<00:00,  3.28it/s]
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Epoch 0: |          | 1218/? [06:11<00:00,  3.28it/s]
Epoch 0: |          | 1218/? [06:11<00:00,  3.28it/s]
Epoch 0: |          | 1219/? [06:11<00:00,  3.28it/s]
Epoch 0: |          | 1219/? [06:11<00:00,  3.28it/s]
Epoch 0: |          | 1220/? [06:11<00:00,  3.28it/s]
Epoch 0: |          | 1220/? [06:11<00:00,  3.28it/s]
Epoch 0: |          | 1221/? [06:12<00:00,  3.28it/s]
Epoch 0: |          | 1221/? [06:12<00:00,  3.28it/s]
Epoch 0: |          | 1222/? [06:12<00:00,  3.28it/s]
Epoch 0: |          | 1222/? [06:12<00:00,  3.28it/s]
Epoch 0: |          | 1223/? [06:12<00:00,  3.28it/s]
Epoch 0: |          | 1223/? [06:12<00:00,  3.28it/s]
Epoch 0: |          | 1224/? [06:12<00:00,  3.28it/s]
Epoch 0: |          | 1224/? [06:12<00:00,  3.28it/s]
Epoch 0: |          | 1225/? [06:13<00:00,  3.28it/s]
Epoch 0: |          | 1225/? [06:13<00:00,  3.28it/s]
Epoch 0: |          | 1226/? [06:13<00:00,  3.28it/s]
Epoch 0: |          | 1226/? [06:13<00:00,  3.28it/s]
Epoch 0: |          | 1227/? [06:13<00:00,  3.28it/s]
Epoch 0: |          | 1227/? [06:13<00:00,  3.28it/s]
Epoch 0: |          | 1228/? [06:14<00:00,  3.28it/s]
Epoch 0: |          | 1228/? [06:14<00:00,  3.28it/s]
Epoch 0: |          | 1229/? [06:14<00:00,  3.28it/s]
Epoch 0: |          | 1229/? [06:14<00:00,  3.28it/s]
Epoch 0: |          | 1230/? [06:14<00:00,  3.28it/s]
Epoch 0: |          | 1230/? [06:14<00:00,  3.28it/s]
Epoch 0: |          | 1231/? [06:14<00:00,  3.28it/s]
Epoch 0: |          | 1231/? [06:14<00:00,  3.28it/s]
Epoch 0: |          | 1232/? [06:15<00:00,  3.28it/s]
Epoch 0: |          | 1232/? [06:15<00:00,  3.28it/s]
Epoch 0: |          | 1233/? [06:15<00:00,  3.28it/s]
Epoch 0: |          | 1233/? [06:15<00:00,  3.28it/s]
Epoch 0: |          | 1234/? [06:15<00:00,  3.28it/s]
Epoch 0: |          | 1234/? [06:15<00:00,  3.28it/s]
Epoch 0: |          | 1235/? [06:16<00:00,  3.28it/s]
Epoch 0: |          | 1235/? [06:16<00:00,  3.28it/s]
Epoch 0: |          | 1236/? [06:16<00:00,  3.28it/s]
Epoch 0: |          | 1236/? [06:16<00:00,  3.28it/s]
Epoch 0: |          | 1237/? [06:16<00:00,  3.28it/s]
Epoch 0: |          | 1237/? [06:16<00:00,  3.28it/s]
Epoch 0: |          | 1238/? [06:16<00:00,  3.28it/s]
Epoch 0: |          | 1238/? [06:16<00:00,  3.28it/s]
Epoch 0: |          | 1239/? [06:17<00:00,  3.28it/s]
Epoch 0: |          | 1239/? [06:17<00:00,  3.28it/s]
Epoch 0: |          | 1240/? [06:17<00:00,  3.28it/s]
Epoch 0: |          | 1240/? [06:17<00:00,  3.28it/s]
Epoch 0: |          | 1241/? [06:17<00:00,  3.28it/s]
Epoch 0: |          | 1241/? [06:17<00:00,  3.28it/s]
Epoch 0: |          | 1242/? [06:18<00:00,  3.29it/s]
Epoch 0: |          | 1242/? [06:18<00:00,  3.29it/s]
Epoch 0: |          | 1243/? [06:18<00:00,  3.29it/s]
Epoch 0: |          | 1243/? [06:18<00:00,  3.29it/s]
Epoch 0: |          | 1244/? [06:18<00:00,  3.29it/s]
Epoch 0: |          | 1244/? [06:18<00:00,  3.29it/s]
Epoch 0: |          | 1245/? [06:18<00:00,  3.29it/s]
Epoch 0: |          | 1245/? [06:18<00:00,  3.29it/s]
Epoch 0: |          | 1246/? [06:19<00:00,  3.29it/s]
Epoch 0: |          | 1246/? [06:19<00:00,  3.29it/s]
Epoch 0: |          | 1247/? [06:19<00:00,  3.29it/s]
Epoch 0: |          | 1247/? [06:19<00:00,  3.29it/s]
Epoch 0: |          | 1248/? [06:19<00:00,  3.29it/s]
Epoch 0: |          | 1248/? [06:19<00:00,  3.29it/s]
Epoch 0: |          | 1249/? [06:20<00:00,  3.29it/s]
Epoch 0: |          | 1249/? [06:20<00:00,  3.29it/s]
Epoch 0: |          | 1250/? [06:20<00:00,  3.29it/s]
Epoch 0: |          | 1250/? [06:20<00:00,  3.29it/s]
Epoch 0: |          | 1251/? [06:20<00:00,  3.29it/s]
Epoch 0: |          | 1251/? [06:20<00:00,  3.29it/s]
Epoch 0: |          | 1252/? [06:20<00:00,  3.29it/s]
Epoch 0: |          | 1252/? [06:20<00:00,  3.29it/s]
Epoch 0: |          | 1253/? [06:21<00:00,  3.29it/s]
Epoch 0: |          | 1253/? [06:21<00:00,  3.29it/s]
Epoch 0: |          | 1254/? [06:21<00:00,  3.29it/s]
Epoch 0: |          | 1254/? [06:21<00:00,  3.29it/s]
Epoch 0: |          | 1255/? [06:21<00:00,  3.29it/s]
Epoch 0: |          | 1255/? [06:21<00:00,  3.29it/s]
Epoch 0: |          | 1256/? [06:22<00:00,  3.29it/s]
Epoch 0: |          | 1256/? [06:22<00:00,  3.29it/s]
Epoch 0: |          | 1257/? [06:22<00:00,  3.29it/s]
Epoch 0: |          | 1257/? [06:22<00:00,  3.29it/s]
Epoch 0: |          | 1258/? [06:22<00:00,  3.29it/s]
Epoch 0: |          | 1258/? [06:22<00:00,  3.29it/s]
Epoch 0: |          | 1259/? [06:22<00:00,  3.29it/s]
Epoch 0: |          | 1259/? [06:22<00:00,  3.29it/s]
Epoch 0: |          | 1260/? [06:23<00:00,  3.29it/s]
Epoch 0: |          | 1260/? [06:23<00:00,  3.29it/s]
Epoch 0: |          | 1261/? [06:23<00:00,  3.29it/s]
Epoch 0: |          | 1261/? [06:23<00:00,  3.29it/s]
Epoch 0: |          | 1262/? [06:23<00:00,  3.29it/s]
Epoch 0: |          | 1262/? [06:23<00:00,  3.29it/s]
Epoch 0: |          | 1263/? [06:24<00:00,  3.29it/s]
Epoch 0: |          | 1263/? [06:24<00:00,  3.29it/s]
Epoch 0: |          | 1264/? [06:24<00:00,  3.29it/s]
Epoch 0: |          | 1264/? [06:24<00:00,  3.29it/s]
Epoch 0: |          | 1265/? [06:24<00:00,  3.29it/s]
Epoch 0: |          | 1265/? [06:24<00:00,  3.29it/s]
Epoch 0: |          | 1266/? [06:24<00:00,  3.29it/s]
Epoch 0: |          | 1266/? [06:24<00:00,  3.29it/s]
Epoch 0: |          | 1267/? [06:25<00:00,  3.29it/s]
Epoch 0: |          | 1267/? [06:25<00:00,  3.29it/s]
Epoch 0: |          | 1268/? [06:25<00:00,  3.29it/s]
Epoch 0: |          | 1268/? [06:25<00:00,  3.29it/s]
Epoch 0: |          | 1269/? [06:25<00:00,  3.29it/s]
Epoch 0: |          | 1269/? [06:25<00:00,  3.29it/s]
Epoch 0: |          | 1270/? [06:26<00:00,  3.29it/s]
Epoch 0: |          | 1270/? [06:26<00:00,  3.29it/s]
Epoch 0: |          | 1271/? [06:26<00:00,  3.29it/s]
Epoch 0: |          | 1271/? [06:26<00:00,  3.29it/s]
Epoch 0: |          | 1272/? [06:26<00:00,  3.29it/s]
Epoch 0: |          | 1272/? [06:26<00:00,  3.29it/s]
Epoch 0: |          | 1273/? [06:26<00:00,  3.29it/s]
Epoch 0: |          | 1273/? [06:26<00:00,  3.29it/s]
Epoch 0: |          | 1274/? [06:27<00:00,  3.29it/s]
Epoch 0: |          | 1274/? [06:27<00:00,  3.29it/s]
Epoch 0: |          | 1275/? [06:27<00:00,  3.29it/s]
Epoch 0: |          | 1275/? [06:27<00:00,  3.29it/s]
Epoch 0: |          | 1276/? [06:27<00:00,  3.29it/s]
Epoch 0: |          | 1276/? [06:27<00:00,  3.29it/s]
Epoch 0: |          | 1277/? [06:28<00:00,  3.29it/s]
Epoch 0: |          | 1277/? [06:28<00:00,  3.29it/s]
Epoch 0: |          | 1278/? [06:28<00:00,  3.29it/s]
Epoch 0: |          | 1278/? [06:28<00:00,  3.29it/s]
Epoch 0: |          | 1279/? [06:28<00:00,  3.29it/s]
Epoch 0: |          | 1279/? [06:28<00:00,  3.29it/s]
Epoch 0: |          | 1280/? [06:28<00:00,  3.29it/s]
Epoch 0: |          | 1280/? [06:28<00:00,  3.29it/s]
Epoch 0: |          | 1281/? [06:29<00:00,  3.29it/s]
Epoch 0: |          | 1281/? [06:29<00:00,  3.29it/s]
Epoch 0: |          | 1282/? [06:29<00:00,  3.29it/s]
Epoch 0: |          | 1282/? [06:29<00:00,  3.29it/s]
Epoch 0: |          | 1283/? [06:29<00:00,  3.29it/s]
Epoch 0: |          | 1283/? [06:29<00:00,  3.29it/s]
Epoch 0: |          | 1284/? [06:30<00:00,  3.29it/s]
Epoch 0: |          | 1284/? [06:30<00:00,  3.29it/s]
Epoch 0: |          | 1285/? [06:30<00:00,  3.29it/s]
Epoch 0: |          | 1285/? [06:30<00:00,  3.29it/s]
Epoch 0: |          | 1286/? [06:30<00:00,  3.29it/s]
Epoch 0: |          | 1286/? [06:30<00:00,  3.29it/s]
Epoch 0: |          | 1287/? [06:30<00:00,  3.29it/s]
Epoch 0: |          | 1287/? [06:30<00:00,  3.29it/s]
Epoch 0: |          | 1288/? [06:31<00:00,  3.29it/s]
Epoch 0: |          | 1288/? [06:31<00:00,  3.29it/s]
Epoch 0: |          | 1289/? [06:31<00:00,  3.29it/s]
Epoch 0: |          | 1289/? [06:31<00:00,  3.29it/s]
Epoch 0: |          | 1290/? [06:31<00:00,  3.29it/s]
Epoch 0: |          | 1290/? [06:31<00:00,  3.29it/s]
Epoch 0: |          | 1291/? [06:32<00:00,  3.29it/s]
Epoch 0: |          | 1291/? [06:32<00:00,  3.29it/s]
Epoch 0: |          | 1292/? [06:32<00:00,  3.29it/s]
Epoch 0: |          | 1292/? [06:32<00:00,  3.29it/s]
Epoch 0: |          | 1293/? [06:32<00:00,  3.29it/s]
Epoch 0: |          | 1293/? [06:32<00:00,  3.29it/s]
Epoch 0: |          | 1294/? [06:32<00:00,  3.29it/s]
Epoch 0: |          | 1294/? [06:32<00:00,  3.29it/s]
Epoch 0: |          | 1295/? [06:33<00:00,  3.29it/s]
Epoch 0: |          | 1295/? [06:33<00:00,  3.29it/s]
Epoch 0: |          | 1296/? [06:33<00:00,  3.29it/s]
Epoch 0: |          | 1296/? [06:33<00:00,  3.29it/s]
Epoch 0: |          | 1297/? [06:33<00:00,  3.29it/s]
Epoch 0: |          | 1297/? [06:33<00:00,  3.29it/s]
Epoch 0: |          | 1298/? [06:34<00:00,  3.29it/s]
Epoch 0: |          | 1298/? [06:34<00:00,  3.29it/s]
Epoch 0: |          | 1299/? [06:34<00:00,  3.29it/s]
Epoch 0: |          | 1299/? [06:34<00:00,  3.29it/s]
Epoch 0: |          | 1300/? [06:34<00:00,  3.29it/s]
Epoch 0: |          | 1300/? [06:34<00:00,  3.29it/s]
Epoch 0: |          | 1301/? [06:34<00:00,  3.29it/s]
Epoch 0: |          | 1301/? [06:34<00:00,  3.29it/s]
Epoch 0: |          | 1302/? [06:35<00:00,  3.29it/s]
Epoch 0: |          | 1302/? [06:35<00:00,  3.29it/s]
Epoch 0: |          | 1303/? [06:35<00:00,  3.29it/s]
Epoch 0: |          | 1303/? [06:35<00:00,  3.29it/s]
Epoch 0: |          | 1304/? [06:35<00:00,  3.29it/s]
Epoch 0: |          | 1304/? [06:35<00:00,  3.29it/s]
Epoch 0: |          | 1305/? [06:36<00:00,  3.30it/s]
Epoch 0: |          | 1305/? [06:36<00:00,  3.30it/s]
Epoch 0: |          | 1306/? [06:36<00:00,  3.30it/s]
Epoch 0: |          | 1306/? [06:36<00:00,  3.30it/s]
Epoch 0: |          | 1307/? [06:36<00:00,  3.30it/s]
Epoch 0: |          | 1307/? [06:36<00:00,  3.30it/s]
Epoch 0: |          | 1308/? [06:36<00:00,  3.30it/s]
Epoch 0: |          | 1308/? [06:36<00:00,  3.30it/s]
Epoch 0: |          | 1309/? [06:37<00:00,  3.30it/s]
Epoch 0: |          | 1309/? [06:37<00:00,  3.30it/s]
Epoch 0: |          | 1310/? [06:37<00:00,  3.30it/s]
Epoch 0: |          | 1310/? [06:37<00:00,  3.30it/s]
Epoch 0: |          | 1311/? [06:37<00:00,  3.30it/s]
Epoch 0: |          | 1311/? [06:37<00:00,  3.30it/s]
Epoch 0: |          | 1312/? [06:38<00:00,  3.30it/s]
Epoch 0: |          | 1312/? [06:38<00:00,  3.30it/s]
Epoch 0: |          | 1313/? [06:38<00:00,  3.30it/s]
Epoch 0: |          | 1313/? [06:38<00:00,  3.30it/s]
Epoch 0: |          | 1314/? [06:38<00:00,  3.30it/s]
Epoch 0: |          | 1314/? [06:38<00:00,  3.30it/s]
Epoch 0: |          | 1315/? [06:38<00:00,  3.30it/s]
Epoch 0: |          | 1315/? [06:38<00:00,  3.30it/s]
Epoch 0: |          | 1316/? [06:39<00:00,  3.30it/s]
Epoch 0: |          | 1316/? [06:39<00:00,  3.30it/s]
Epoch 0: |          | 1317/? [06:39<00:00,  3.30it/s]
Epoch 0: |          | 1317/? [06:39<00:00,  3.30it/s]
Epoch 0: |          | 1318/? [06:39<00:00,  3.30it/s]
Epoch 0: |          | 1318/? [06:39<00:00,  3.30it/s]
Epoch 0: |          | 1319/? [06:40<00:00,  3.30it/s]
Epoch 0: |          | 1319/? [06:40<00:00,  3.30it/s]
Epoch 0: |          | 1320/? [06:40<00:00,  3.30it/s]
Epoch 0: |          | 1320/? [06:40<00:00,  3.30it/s]
Epoch 0: |          | 1321/? [06:40<00:00,  3.30it/s]
Epoch 0: |          | 1321/? [06:40<00:00,  3.30it/s]
Epoch 0: |          | 1322/? [06:40<00:00,  3.30it/s]
Epoch 0: |          | 1322/? [06:40<00:00,  3.30it/s]
Epoch 0: |          | 1323/? [06:41<00:00,  3.30it/s]
Epoch 0: |          | 1323/? [06:41<00:00,  3.30it/s]
Epoch 0: |          | 1324/? [06:41<00:00,  3.30it/s]
Epoch 0: |          | 1324/? [06:41<00:00,  3.30it/s]
Epoch 0: |          | 1325/? [06:41<00:00,  3.30it/s]
Epoch 0: |          | 1325/? [06:41<00:00,  3.30it/s]
Epoch 0: |          | 1326/? [06:42<00:00,  3.30it/s]
Epoch 0: |          | 1326/? [06:42<00:00,  3.30it/s]
Epoch 0: |          | 1327/? [06:42<00:00,  3.30it/s]
Epoch 0: |          | 1327/? [06:42<00:00,  3.30it/s]
Epoch 0: |          | 1328/? [06:42<00:00,  3.30it/s]
Epoch 0: |          | 1328/? [06:42<00:00,  3.30it/s]
Epoch 0: |          | 1329/? [06:42<00:00,  3.30it/s]
Epoch 0: |          | 1329/? [06:42<00:00,  3.30it/s]
Epoch 0: |          | 1330/? [06:43<00:00,  3.30it/s]
Epoch 0: |          | 1330/? [06:43<00:00,  3.30it/s]
Epoch 0: |          | 1331/? [06:43<00:00,  3.30it/s]
Epoch 0: |          | 1331/? [06:43<00:00,  3.30it/s]
Epoch 0: |          | 1332/? [06:43<00:00,  3.30it/s]
Epoch 0: |          | 1332/? [06:43<00:00,  3.30it/s]
Epoch 0: |          | 1333/? [06:44<00:00,  3.30it/s]
Epoch 0: |          | 1333/? [06:44<00:00,  3.30it/s]
Epoch 0: |          | 1334/? [06:44<00:00,  3.30it/s]
Epoch 0: |          | 1334/? [06:44<00:00,  3.30it/s]
Epoch 0: |          | 1335/? [06:44<00:00,  3.30it/s]
Epoch 0: |          | 1335/? [06:44<00:00,  3.30it/s]
Epoch 0: |          | 1336/? [06:44<00:00,  3.30it/s]
Epoch 0: |          | 1336/? [06:44<00:00,  3.30it/s]
Epoch 0: |          | 1337/? [06:45<00:00,  3.30it/s]
Epoch 0: |          | 1337/? [06:45<00:00,  3.30it/s]
Epoch 0: |          | 1338/? [06:45<00:00,  3.30it/s]
Epoch 0: |          | 1338/? [06:45<00:00,  3.30it/s]
Epoch 0: |          | 1339/? [06:45<00:00,  3.30it/s]
Epoch 0: |          | 1339/? [06:45<00:00,  3.30it/s]
Epoch 0: |          | 1340/? [06:46<00:00,  3.30it/s]
Epoch 0: |          | 1340/? [06:46<00:00,  3.30it/s]
Epoch 0: |          | 1341/? [06:46<00:00,  3.30it/s]
Epoch 0: |          | 1341/? [06:46<00:00,  3.30it/s]
Epoch 0: |          | 1342/? [06:46<00:00,  3.30it/s]
Epoch 0: |          | 1342/? [06:46<00:00,  3.30it/s]
Epoch 0: |          | 1343/? [06:46<00:00,  3.30it/s]
Epoch 0: |          | 1343/? [06:46<00:00,  3.30it/s]
Epoch 0: |          | 1344/? [06:47<00:00,  3.30it/s]
Epoch 0: |          | 1344/? [06:47<00:00,  3.30it/s]
Epoch 0: |          | 1345/? [06:47<00:00,  3.30it/s]
Epoch 0: |          | 1345/? [06:47<00:00,  3.30it/s]
Epoch 0: |          | 1346/? [06:47<00:00,  3.30it/s]
Epoch 0: |          | 1346/? [06:47<00:00,  3.30it/s]
Epoch 0: |          | 1347/? [06:48<00:00,  3.30it/s]
Epoch 0: |          | 1347/? [06:48<00:00,  3.30it/s]
Epoch 0: |          | 1348/? [06:48<00:00,  3.30it/s]
Epoch 0: |          | 1348/? [06:48<00:00,  3.30it/s]
Epoch 0: |          | 1349/? [06:48<00:00,  3.30it/s]
Epoch 0: |          | 1349/? [06:48<00:00,  3.30it/s]
Epoch 0: |          | 1350/? [06:48<00:00,  3.30it/s]
Epoch 0: |          | 1350/? [06:48<00:00,  3.30it/s]
Epoch 0: |          | 1351/? [06:49<00:00,  3.30it/s]
Epoch 0: |          | 1351/? [06:49<00:00,  3.30it/s]
Epoch 0: |          | 1352/? [06:49<00:00,  3.30it/s]
Epoch 0: |          | 1352/? [06:49<00:00,  3.30it/s]
Epoch 0: |          | 1353/? [06:49<00:00,  3.30it/s]
Epoch 0: |          | 1353/? [06:49<00:00,  3.30it/s]
Epoch 0: |          | 1354/? [06:50<00:00,  3.30it/s]
Epoch 0: |          | 1354/? [06:50<00:00,  3.30it/s]
Epoch 0: |          | 1355/? [06:50<00:00,  3.30it/s]
Epoch 0: |          | 1355/? [06:50<00:00,  3.30it/s]
Epoch 0: |          | 1356/? [06:50<00:00,  3.30it/s]
Epoch 0: |          | 1356/? [06:50<00:00,  3.30it/s]
Epoch 0: |          | 1357/? [06:50<00:00,  3.30it/s]
Epoch 0: |          | 1357/? [06:50<00:00,  3.30it/s]
Epoch 0: |          | 1358/? [06:51<00:00,  3.30it/s]
Epoch 0: |          | 1358/? [06:51<00:00,  3.30it/s]
Epoch 0: |          | 1359/? [06:51<00:00,  3.30it/s]
Epoch 0: |          | 1359/? [06:51<00:00,  3.30it/s]
Epoch 0: |          | 1360/? [06:51<00:00,  3.30it/s]
Epoch 0: |          | 1360/? [06:51<00:00,  3.30it/s]
Epoch 0: |          | 1361/? [06:52<00:00,  3.30it/s]
Epoch 0: |          | 1361/? [06:52<00:00,  3.30it/s]
Epoch 0: |          | 1362/? [06:52<00:00,  3.30it/s]
Epoch 0: |          | 1362/? [06:52<00:00,  3.30it/s]
Epoch 0: |          | 1363/? [06:52<00:00,  3.30it/s]
Epoch 0: |          | 1363/? [06:52<00:00,  3.30it/s]
Epoch 0: |          | 1364/? [06:52<00:00,  3.30it/s]
Epoch 0: |          | 1364/? [06:52<00:00,  3.30it/s]
Epoch 0: |          | 1365/? [06:53<00:00,  3.30it/s]
Epoch 0: |          | 1365/? [06:53<00:00,  3.30it/s]
Epoch 0: |          | 1366/? [06:53<00:00,  3.30it/s]
Epoch 0: |          | 1366/? [06:53<00:00,  3.30it/s]
Epoch 0: |          | 1367/? [06:53<00:00,  3.30it/s]
Epoch 0: |          | 1367/? [06:53<00:00,  3.30it/s]
Epoch 0: |          | 1368/? [06:54<00:00,  3.30it/s]
Epoch 0: |          | 1368/? [06:54<00:00,  3.30it/s]
Epoch 0: |          | 1369/? [06:54<00:00,  3.30it/s]
Epoch 0: |          | 1369/? [06:54<00:00,  3.30it/s]
Epoch 0: |          | 1370/? [06:54<00:00,  3.30it/s]
Epoch 0: |          | 1370/? [06:54<00:00,  3.30it/s]
Epoch 0: |          | 1371/? [06:54<00:00,  3.30it/s]
Epoch 0: |          | 1371/? [06:54<00:00,  3.30it/s]
Epoch 0: |          | 1372/? [06:55<00:00,  3.30it/s]
Epoch 0: |          | 1372/? [06:55<00:00,  3.30it/s]
Epoch 0: |          | 1373/? [06:55<00:00,  3.30it/s]
Epoch 0: |          | 1373/? [06:55<00:00,  3.30it/s]
Epoch 0: |          | 1374/? [06:55<00:00,  3.31it/s]
Epoch 0: |          | 1374/? [06:55<00:00,  3.31it/s]
Epoch 0: |          | 1375/? [06:55<00:00,  3.31it/s]
Epoch 0: |          | 1375/? [06:55<00:00,  3.31it/s]
Epoch 0: |          | 1376/? [06:56<00:00,  3.31it/s]
Epoch 0: |          | 1376/? [06:56<00:00,  3.31it/s]
Epoch 0: |          | 1377/? [06:56<00:00,  3.31it/s]
Epoch 0: |          | 1377/? [06:56<00:00,  3.31it/s]
Epoch 0: |          | 1378/? [06:56<00:00,  3.31it/s]
Epoch 0: |          | 1378/? [06:56<00:00,  3.31it/s]
Epoch 0: |          | 1379/? [06:57<00:00,  3.31it/s]
Epoch 0: |          | 1379/? [06:57<00:00,  3.31it/s]
Epoch 0: |          | 1380/? [06:57<00:00,  3.31it/s]
Epoch 0: |          | 1380/? [06:57<00:00,  3.31it/s]
Epoch 0: |          | 1381/? [06:57<00:00,  3.31it/s]
Epoch 0: |          | 1381/? [06:57<00:00,  3.31it/s]
Epoch 0: |          | 1382/? [06:57<00:00,  3.31it/s]
Epoch 0: |          | 1382/? [06:58<00:00,  3.31it/s]
Epoch 0: |          | 1383/? [06:58<00:00,  3.31it/s]
Epoch 0: |          | 1383/? [06:58<00:00,  3.31it/s]
Epoch 0: |          | 1384/? [06:58<00:00,  3.31it/s]
Epoch 0: |          | 1384/? [06:58<00:00,  3.31it/s]
Epoch 0: |          | 1385/? [06:58<00:00,  3.31it/s]
Epoch 0: |          | 1385/? [06:58<00:00,  3.31it/s]
Epoch 0: |          | 1386/? [06:59<00:00,  3.31it/s]
Epoch 0: |          | 1386/? [06:59<00:00,  3.31it/s]
Epoch 0: |          | 1387/? [06:59<00:00,  3.31it/s]
Epoch 0: |          | 1387/? [06:59<00:00,  3.31it/s]
Epoch 0: |          | 1388/? [06:59<00:00,  3.31it/s]
Epoch 0: |          | 1388/? [06:59<00:00,  3.31it/s]
Epoch 0: |          | 1389/? [07:00<00:00,  3.31it/s]
Epoch 0: |          | 1389/? [07:00<00:00,  3.31it/s]
Epoch 0: |          | 1390/? [07:00<00:00,  3.31it/s]
Epoch 0: |          | 1390/? [07:00<00:00,  3.31it/s]
Epoch 0: |          | 1391/? [07:00<00:00,  3.31it/s]
Epoch 0: |          | 1391/? [07:00<00:00,  3.31it/s]
Epoch 0: |          | 1392/? [07:00<00:00,  3.31it/s]
Epoch 0: |          | 1392/? [07:00<00:00,  3.31it/s]
Epoch 0: |          | 1393/? [07:01<00:00,  3.31it/s]
Epoch 0: |          | 1393/? [07:01<00:00,  3.31it/s]
Epoch 0: |          | 1394/? [07:01<00:00,  3.31it/s]
Epoch 0: |          | 1394/? [07:01<00:00,  3.31it/s]
Epoch 0: |          | 1395/? [07:01<00:00,  3.31it/s]
Epoch 0: |          | 1395/? [07:01<00:00,  3.31it/s]
Epoch 0: |          | 1396/? [07:02<00:00,  3.31it/s]
Epoch 0: |          | 1396/? [07:02<00:00,  3.31it/s]
Epoch 0: |          | 1397/? [07:02<00:00,  3.31it/s]
Epoch 0: |          | 1397/? [07:02<00:00,  3.31it/s]
Epoch 0: |          | 1398/? [07:02<00:00,  3.31it/s]
Epoch 0: |          | 1398/? [07:02<00:00,  3.31it/s]
Epoch 0: |          | 1399/? [07:02<00:00,  3.31it/s]
Epoch 0: |          | 1399/? [07:02<00:00,  3.31it/s]
Epoch 0: |          | 1400/? [07:03<00:00,  3.31it/s]
Epoch 0: |          | 1400/? [07:03<00:00,  3.31it/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, 29.92it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.95it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.53it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.36it/s][A
[A
Epoch 0: |          | 1400/? [07:04<00:00,  3.30it/s]
Epoch 0: |          | 1401/? [07:05<00:00,  3.29it/s]
Epoch 0: |          | 1401/? [07:05<00:00,  3.29it/s]
Epoch 0: |          | 1402/? [07:05<00:00,  3.29it/s]
Epoch 0: |          | 1402/? [07:05<00:00,  3.29it/s]
Epoch 0: |          | 1403/? [07:05<00:00,  3.29it/s]
Epoch 0: |          | 1403/? [07:05<00:00,  3.29it/s]
Epoch 0: |          | 1404/? [07:06<00:00,  3.29it/s]
Epoch 0: |          | 1404/? [07:06<00:00,  3.29it/s]
Epoch 0: |          | 1405/? [07:06<00:00,  3.29it/s]
Epoch 0: |          | 1405/? [07:06<00:00,  3.29it/s]
Epoch 0: |          | 1406/? [07:06<00:00,  3.29it/s]
Epoch 0: |          | 1406/? [07:06<00:00,  3.29it/s]
Epoch 0: |          | 1407/? [07:07<00:00,  3.29it/s]
Epoch 0: |          | 1407/? [07:07<00:00,  3.29it/s]
Epoch 0: |          | 1408/? [07:07<00:00,  3.29it/s]
Epoch 0: |          | 1408/? [07:07<00:00,  3.29it/s]
Epoch 0: |          | 1409/? [07:07<00:00,  3.29it/s]
Epoch 0: |          | 1409/? [07:07<00:00,  3.29it/s]
Epoch 0: |          | 1410/? [07:07<00:00,  3.29it/s]
Epoch 0: |          | 1410/? [07:07<00:00,  3.29it/s]
Epoch 0: |          | 1411/? [07:08<00:00,  3.30it/s]
Epoch 0: |          | 1411/? [07:08<00:00,  3.30it/s]
Epoch 0: |          | 1412/? [07:08<00:00,  3.30it/s]
Epoch 0: |          | 1412/? [07:08<00:00,  3.30it/s]
Epoch 0: |          | 1413/? [07:08<00:00,  3.30it/s]
Epoch 0: |          | 1413/? [07:08<00:00,  3.30it/s]
Epoch 0: |          | 1414/? [07:09<00:00,  3.30it/s]
Epoch 0: |          | 1414/? [07:09<00:00,  3.30it/s]
Epoch 0: |          | 1415/? [07:09<00:00,  3.30it/s]
Epoch 0: |          | 1415/? [07:09<00:00,  3.30it/s]
Epoch 0: |          | 1416/? [07:09<00:00,  3.30it/s]
Epoch 0: |          | 1416/? [07:09<00:00,  3.30it/s]
Epoch 0: |          | 1417/? [07:09<00:00,  3.30it/s]
Epoch 0: |          | 1417/? [07:09<00:00,  3.30it/s]
Epoch 0: |          | 1418/? [07:10<00:00,  3.30it/s]
Epoch 0: |          | 1418/? [07:10<00:00,  3.30it/s]
Epoch 0: |          | 1419/? [07:10<00:00,  3.30it/s]
Epoch 0: |          | 1419/? [07:10<00:00,  3.30it/s]
Epoch 0: |          | 1420/? [07:10<00:00,  3.30it/s]
Epoch 0: |          | 1420/? [07:10<00:00,  3.30it/s]
Epoch 0: |          | 1421/? [07:11<00:00,  3.30it/s]
Epoch 0: |          | 1421/? [07:11<00:00,  3.30it/s]
Epoch 0: |          | 1422/? [07:11<00:00,  3.30it/s]
Epoch 0: |          | 1422/? [07:11<00:00,  3.30it/s]
Epoch 0: |          | 1423/? [07:11<00:00,  3.30it/s]
Epoch 0: |          | 1423/? [07:11<00:00,  3.30it/s]
Epoch 0: |          | 1424/? [07:11<00:00,  3.30it/s]
Epoch 0: |          | 1424/? [07:11<00:00,  3.30it/s]
Epoch 0: |          | 1425/? [07:12<00:00,  3.30it/s]
Epoch 0: |          | 1425/? [07:12<00:00,  3.30it/s]
Epoch 0: |          | 1426/? [07:12<00:00,  3.30it/s]
Epoch 0: |          | 1426/? [07:12<00:00,  3.30it/s]
Epoch 0: |          | 1427/? [07:12<00:00,  3.30it/s]
Epoch 0: |          | 1427/? [07:12<00:00,  3.30it/s]
Epoch 0: |          | 1428/? [07:13<00:00,  3.30it/s]
Epoch 0: |          | 1428/? [07:13<00:00,  3.30it/s]
Epoch 0: |          | 1429/? [07:13<00:00,  3.30it/s]
Epoch 0: |          | 1429/? [07:13<00:00,  3.30it/s]
Epoch 0: |          | 1430/? [07:13<00:00,  3.30it/s]
Epoch 0: |          | 1430/? [07:13<00:00,  3.30it/s]
Epoch 0: |          | 1431/? [07:13<00:00,  3.30it/s]
Epoch 0: |          | 1431/? [07:13<00:00,  3.30it/s]
Epoch 0: |          | 1432/? [07:14<00:00,  3.30it/s]
Epoch 0: |          | 1432/? [07:14<00:00,  3.30it/s]
Epoch 0: |          | 1433/? [07:14<00:00,  3.30it/s]
Epoch 0: |          | 1433/? [07:14<00:00,  3.30it/s]
Epoch 0: |          | 1434/? [07:14<00:00,  3.30it/s]
Epoch 0: |          | 1434/? [07:14<00:00,  3.30it/s]
Epoch 0: |          | 1435/? [07:15<00:00,  3.30it/s]
Epoch 0: |          | 1435/? [07:15<00:00,  3.30it/s]
Epoch 0: |          | 1436/? [07:15<00:00,  3.30it/s]
Epoch 0: |          | 1436/? [07:15<00:00,  3.30it/s]
Epoch 0: |          | 1437/? [07:15<00:00,  3.30it/s]
Epoch 0: |          | 1437/? [07:15<00:00,  3.30it/s]
Epoch 0: |          | 1438/? [07:15<00:00,  3.30it/s]
Epoch 0: |          | 1438/? [07:15<00:00,  3.30it/s]
Epoch 0: |          | 1439/? [07:16<00:00,  3.30it/s]
Epoch 0: |          | 1439/? [07:16<00:00,  3.30it/s]
Epoch 0: |          | 1440/? [07:16<00:00,  3.30it/s]
Epoch 0: |          | 1440/? [07:16<00:00,  3.30it/s]
Epoch 0: |          | 1441/? [07:16<00:00,  3.30it/s]
Epoch 0: |          | 1441/? [07:16<00:00,  3.30it/s]
Epoch 0: |          | 1442/? [07:17<00:00,  3.30it/s]
Epoch 0: |          | 1442/? [07:17<00:00,  3.30it/s]
Epoch 0: |          | 1443/? [07:17<00:00,  3.30it/s]
Epoch 0: |          | 1443/? [07:17<00:00,  3.30it/s]
Epoch 0: |          | 1444/? [07:17<00:00,  3.30it/s]
Epoch 0: |          | 1444/? [07:17<00:00,  3.30it/s]
Epoch 0: |          | 1445/? [07:17<00:00,  3.30it/s]
Epoch 0: |          | 1445/? [07:17<00:00,  3.30it/s]
Epoch 0: |          | 1446/? [07:18<00:00,  3.30it/s]
Epoch 0: |          | 1446/? [07:18<00:00,  3.30it/s]
Epoch 0: |          | 1447/? [07:18<00:00,  3.30it/s]
Epoch 0: |          | 1447/? [07:18<00:00,  3.30it/s]
Epoch 0: |          | 1448/? [07:18<00:00,  3.30it/s]
Epoch 0: |          | 1448/? [07:18<00:00,  3.30it/s]
Epoch 0: |          | 1449/? [07:19<00:00,  3.30it/s]
Epoch 0: |          | 1449/? [07:19<00:00,  3.30it/s]
Epoch 0: |          | 1450/? [07:19<00:00,  3.30it/s]
Epoch 0: |          | 1450/? [07:19<00:00,  3.30it/s]
Epoch 0: |          | 1451/? [07:19<00:00,  3.30it/s]
Epoch 0: |          | 1451/? [07:19<00:00,  3.30it/s]
Epoch 0: |          | 1452/? [07:19<00:00,  3.30it/s]
Epoch 0: |          | 1452/? [07:19<00:00,  3.30it/s]
Epoch 0: |          | 1453/? [07:20<00:00,  3.30it/s]
Epoch 0: |          | 1453/? [07:20<00:00,  3.30it/s]
Epoch 0: |          | 1454/? [07:20<00:00,  3.30it/s]
Epoch 0: |          | 1454/? [07:20<00:00,  3.30it/s]
Epoch 0: |          | 1455/? [07:20<00:00,  3.30it/s]
Epoch 0: |          | 1455/? [07:20<00:00,  3.30it/s]
Epoch 0: |          | 1456/? [07:21<00:00,  3.30it/s]
Epoch 0: |          | 1456/? [07:21<00:00,  3.30it/s]
Epoch 0: |          | 1457/? [07:21<00:00,  3.30it/s]
Epoch 0: |          | 1457/? [07:21<00:00,  3.30it/s]
Epoch 0: |          | 1458/? [07:21<00:00,  3.30it/s]
Epoch 0: |          | 1458/? [07:21<00:00,  3.30it/s]
Epoch 0: |          | 1459/? [07:21<00:00,  3.30it/s]
Epoch 0: |          | 1459/? [07:21<00:00,  3.30it/s]
Epoch 0: |          | 1460/? [07:22<00:00,  3.30it/s]
Epoch 0: |          | 1460/? [07:22<00:00,  3.30it/s]
Epoch 0: |          | 1461/? [07:22<00:00,  3.30it/s]
Epoch 0: |          | 1461/? [07:22<00:00,  3.30it/s]
Epoch 0: |          | 1462/? [07:22<00:00,  3.30it/s]
Epoch 0: |          | 1462/? [07:22<00:00,  3.30it/s]
Epoch 0: |          | 1463/? [07:22<00:00,  3.30it/s]
Epoch 0: |          | 1463/? [07:22<00:00,  3.30it/s]
Epoch 0: |          | 1464/? [07:23<00:00,  3.30it/s]
Epoch 0: |          | 1464/? [07:23<00:00,  3.30it/s]
Epoch 0: |          | 1465/? [07:23<00:00,  3.30it/s]
Epoch 0: |          | 1465/? [07:23<00:00,  3.30it/s]
Epoch 0: |          | 1466/? [07:23<00:00,  3.30it/s]
Epoch 0: |          | 1466/? [07:23<00:00,  3.30it/s]
Epoch 0: |          | 1467/? [07:24<00:00,  3.30it/s]
Epoch 0: |          | 1467/? [07:24<00:00,  3.30it/s]
Epoch 0: |          | 1468/? [07:24<00:00,  3.30it/s]
Epoch 0: |          | 1468/? [07:24<00:00,  3.30it/s]
Epoch 0: |          | 1469/? [07:24<00:00,  3.30it/s]
Epoch 0: |          | 1469/? [07:24<00:00,  3.30it/s]
Epoch 0: |          | 1470/? [07:25<00:00,  3.30it/s]
Epoch 0: |          | 1470/? [07:25<00:00,  3.30it/s]
Epoch 0: |          | 1471/? [07:25<00:00,  3.30it/s]
Epoch 0: |          | 1471/? [07:25<00:00,  3.30it/s]
Epoch 0: |          | 1472/? [07:25<00:00,  3.30it/s]
Epoch 0: |          | 1472/? [07:25<00:00,  3.30it/s]
Epoch 0: |          | 1473/? [07:25<00:00,  3.30it/s]
Epoch 0: |          | 1473/? [07:25<00:00,  3.30it/s]
Epoch 0: |          | 1474/? [07:26<00:00,  3.30it/s]
Epoch 0: |          | 1474/? [07:26<00:00,  3.30it/s]
Epoch 0: |          | 1475/? [07:26<00:00,  3.30it/s]
Epoch 0: |          | 1475/? [07:26<00:00,  3.30it/s]
Epoch 0: |          | 1476/? [07:26<00:00,  3.30it/s]
Epoch 0: |          | 1476/? [07:26<00:00,  3.30it/s]
Epoch 0: |          | 1477/? [07:27<00:00,  3.30it/s]
Epoch 0: |          | 1477/? [07:27<00:00,  3.30it/s]
Epoch 0: |          | 1478/? [07:27<00:00,  3.30it/s]
Epoch 0: |          | 1478/? [07:27<00:00,  3.30it/s]
Epoch 0: |          | 1479/? [07:27<00:00,  3.30it/s]
Epoch 0: |          | 1479/? [07:27<00:00,  3.30it/s]
Epoch 0: |          | 1480/? [07:27<00:00,  3.30it/s]
Epoch 0: |          | 1480/? [07:27<00:00,  3.30it/s]
Epoch 0: |          | 1481/? [07:28<00:00,  3.30it/s]
Epoch 0: |          | 1481/? [07:28<00:00,  3.30it/s]
Epoch 0: |          | 1482/? [07:28<00:00,  3.30it/s]
Epoch 0: |          | 1482/? [07:28<00:00,  3.30it/s]
Epoch 0: |          | 1483/? [07:28<00:00,  3.30it/s]
Epoch 0: |          | 1483/? [07:28<00:00,  3.30it/s]
Epoch 0: |          | 1484/? [07:29<00:00,  3.30it/s]
Epoch 0: |          | 1484/? [07:29<00:00,  3.30it/s]
Epoch 0: |          | 1485/? [07:29<00:00,  3.30it/s]
Epoch 0: |          | 1485/? [07:29<00:00,  3.30it/s]
Epoch 0: |          | 1486/? [07:29<00:00,  3.31it/s]
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Epoch 0: |          | 1487/? [07:29<00:00,  3.31it/s]
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Epoch 0: |          | 1488/? [07:30<00:00,  3.31it/s]
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Epoch 0: |          | 1489/? [07:30<00:00,  3.31it/s]
Epoch 0: |          | 1489/? [07:30<00:00,  3.31it/s]
Epoch 0: |          | 1490/? [07:30<00:00,  3.31it/s]
Epoch 0: |          | 1490/? [07:30<00:00,  3.31it/s]
Epoch 0: |          | 1491/? [07:31<00:00,  3.31it/s]
Epoch 0: |          | 1491/? [07:31<00:00,  3.31it/s]
Epoch 0: |          | 1492/? [07:31<00:00,  3.31it/s]
Epoch 0: |          | 1492/? [07:31<00:00,  3.31it/s]
Epoch 0: |          | 1493/? [07:31<00:00,  3.31it/s]
Epoch 0: |          | 1493/? [07:31<00:00,  3.31it/s]
Epoch 0: |          | 1494/? [07:31<00:00,  3.31it/s]
Epoch 0: |          | 1494/? [07:31<00:00,  3.31it/s]
Epoch 0: |          | 1495/? [07:32<00:00,  3.31it/s]
Epoch 0: |          | 1495/? [07:32<00:00,  3.31it/s]
Epoch 0: |          | 1496/? [07:32<00:00,  3.31it/s]
Epoch 0: |          | 1496/? [07:32<00:00,  3.31it/s]
Epoch 0: |          | 1497/? [07:32<00:00,  3.31it/s]
Epoch 0: |          | 1497/? [07:32<00:00,  3.31it/s]
Epoch 0: |          | 1498/? [07:33<00:00,  3.31it/s]
Epoch 0: |          | 1498/? [07:33<00:00,  3.31it/s]
Epoch 0: |          | 1499/? [07:33<00:00,  3.31it/s]
Epoch 0: |          | 1499/? [07:33<00:00,  3.31it/s]
Epoch 0: |          | 1500/? [07:33<00:00,  3.31it/s]
Epoch 0: |          | 1500/? [07:33<00:00,  3.31it/s]
Epoch 0: |          | 1501/? [07:33<00:00,  3.31it/s]
Epoch 0: |          | 1501/? [07:33<00:00,  3.31it/s]
Epoch 0: |          | 1502/? [07:34<00:00,  3.31it/s]
Epoch 0: |          | 1502/? [07:34<00:00,  3.31it/s]
Epoch 0: |          | 1503/? [07:34<00:00,  3.31it/s]
Epoch 0: |          | 1503/? [07:34<00:00,  3.31it/s]
Epoch 0: |          | 1504/? [07:34<00:00,  3.31it/s]
Epoch 0: |          | 1504/? [07:34<00:00,  3.31it/s]
Epoch 0: |          | 1505/? [07:35<00:00,  3.31it/s]
Epoch 0: |          | 1505/? [07:35<00:00,  3.31it/s]
Epoch 0: |          | 1506/? [07:35<00:00,  3.31it/s]
Epoch 0: |          | 1506/? [07:35<00:00,  3.31it/s]
Epoch 0: |          | 1507/? [07:35<00:00,  3.31it/s]
Epoch 0: |          | 1507/? [07:35<00:00,  3.31it/s]
Epoch 0: |          | 1508/? [07:35<00:00,  3.31it/s]
Epoch 0: |          | 1508/? [07:35<00:00,  3.31it/s]
Epoch 0: |          | 1509/? [07:36<00:00,  3.31it/s]
Epoch 0: |          | 1509/? [07:36<00:00,  3.31it/s]
Epoch 0: |          | 1510/? [07:36<00:00,  3.31it/s]
Epoch 0: |          | 1510/? [07:36<00:00,  3.31it/s]
Epoch 0: |          | 1511/? [07:36<00:00,  3.31it/s]
Epoch 0: |          | 1511/? [07:36<00:00,  3.31it/s]
Epoch 0: |          | 1512/? [07:37<00:00,  3.31it/s]
Epoch 0: |          | 1512/? [07:37<00:00,  3.31it/s]
Epoch 0: |          | 1513/? [07:37<00:00,  3.31it/s]
Epoch 0: |          | 1513/? [07:37<00:00,  3.31it/s]
Epoch 0: |          | 1514/? [07:37<00:00,  3.31it/s]
Epoch 0: |          | 1514/? [07:37<00:00,  3.31it/s]
Epoch 0: |          | 1515/? [07:37<00:00,  3.31it/s]
Epoch 0: |          | 1515/? [07:37<00:00,  3.31it/s]
Epoch 0: |          | 1516/? [07:38<00:00,  3.31it/s]
Epoch 0: |          | 1516/? [07:38<00:00,  3.31it/s]
Epoch 0: |          | 1517/? [07:38<00:00,  3.31it/s]
Epoch 0: |          | 1517/? [07:38<00:00,  3.31it/s]
Epoch 0: |          | 1518/? [07:38<00:00,  3.31it/s]
Epoch 0: |          | 1518/? [07:38<00:00,  3.31it/s]
Epoch 0: |          | 1519/? [07:39<00:00,  3.31it/s]
Epoch 0: |          | 1519/? [07:39<00:00,  3.31it/s]
Epoch 0: |          | 1520/? [07:39<00:00,  3.31it/s]
Epoch 0: |          | 1520/? [07:39<00:00,  3.31it/s]
Epoch 0: |          | 1521/? [07:39<00:00,  3.31it/s]
Epoch 0: |          | 1521/? [07:39<00:00,  3.31it/s]
Epoch 0: |          | 1522/? [07:39<00:00,  3.31it/s]
Epoch 0: |          | 1522/? [07:39<00:00,  3.31it/s]
Epoch 0: |          | 1523/? [07:40<00:00,  3.31it/s]
Epoch 0: |          | 1523/? [07:40<00:00,  3.31it/s]
Epoch 0: |          | 1524/? [07:40<00:00,  3.31it/s]
Epoch 0: |          | 1524/? [07:40<00:00,  3.31it/s]
Epoch 0: |          | 1525/? [07:40<00:00,  3.31it/s]
Epoch 0: |          | 1525/? [07:40<00:00,  3.31it/s]
Epoch 0: |          | 1526/? [07:41<00:00,  3.31it/s]
Epoch 0: |          | 1526/? [07:41<00:00,  3.31it/s]
Epoch 0: |          | 1527/? [07:41<00:00,  3.31it/s]
Epoch 0: |          | 1527/? [07:41<00:00,  3.31it/s]
Epoch 0: |          | 1528/? [07:41<00:00,  3.31it/s]
Epoch 0: |          | 1528/? [07:41<00:00,  3.31it/s]
Epoch 0: |          | 1529/? [07:41<00:00,  3.31it/s]
Epoch 0: |          | 1529/? [07:41<00:00,  3.31it/s]
Epoch 0: |          | 1530/? [07:42<00:00,  3.31it/s]
Epoch 0: |          | 1530/? [07:42<00:00,  3.31it/s]
Epoch 0: |          | 1531/? [07:42<00:00,  3.31it/s]
Epoch 0: |          | 1531/? [07:42<00:00,  3.31it/s]
Epoch 0: |          | 1532/? [07:42<00:00,  3.31it/s]
Epoch 0: |          | 1532/? [07:42<00:00,  3.31it/s]
Epoch 0: |          | 1533/? [07:43<00:00,  3.31it/s]
Epoch 0: |          | 1533/? [07:43<00:00,  3.31it/s]
Epoch 0: |          | 1534/? [07:43<00:00,  3.31it/s]
Epoch 0: |          | 1534/? [07:43<00:00,  3.31it/s]
Epoch 0: |          | 1535/? [07:43<00:00,  3.31it/s]
Epoch 0: |          | 1535/? [07:43<00:00,  3.31it/s]
Epoch 0: |          | 1536/? [07:43<00:00,  3.31it/s]
Epoch 0: |          | 1536/? [07:43<00:00,  3.31it/s]
Epoch 0: |          | 1537/? [07:44<00:00,  3.31it/s]
Epoch 0: |          | 1537/? [07:44<00:00,  3.31it/s]
Epoch 0: |          | 1538/? [07:44<00:00,  3.31it/s]
Epoch 0: |          | 1538/? [07:44<00:00,  3.31it/s]
Epoch 0: |          | 1539/? [07:44<00:00,  3.31it/s]
Epoch 0: |          | 1539/? [07:44<00:00,  3.31it/s]
Epoch 0: |          | 1540/? [07:45<00:00,  3.31it/s]
Epoch 0: |          | 1540/? [07:45<00:00,  3.31it/s]
Epoch 0: |          | 1541/? [07:45<00:00,  3.31it/s]
Epoch 0: |          | 1541/? [07:45<00:00,  3.31it/s]
Epoch 0: |          | 1542/? [07:45<00:00,  3.31it/s]
Epoch 0: |          | 1542/? [07:45<00:00,  3.31it/s]
Epoch 0: |          | 1543/? [07:45<00:00,  3.31it/s]
Epoch 0: |          | 1543/? [07:45<00:00,  3.31it/s]
Epoch 0: |          | 1544/? [07:46<00:00,  3.31it/s]
Epoch 0: |          | 1544/? [07:46<00:00,  3.31it/s]
Epoch 0: |          | 1545/? [07:46<00:00,  3.31it/s]
Epoch 0: |          | 1545/? [07:46<00:00,  3.31it/s]
Epoch 0: |          | 1546/? [07:46<00:00,  3.31it/s]
Epoch 0: |          | 1546/? [07:46<00:00,  3.31it/s]
Epoch 0: |          | 1547/? [07:47<00:00,  3.31it/s]
Epoch 0: |          | 1547/? [07:47<00:00,  3.31it/s]
Epoch 0: |          | 1548/? [07:47<00:00,  3.31it/s]
Epoch 0: |          | 1548/? [07:47<00:00,  3.31it/s]
Epoch 0: |          | 1549/? [07:47<00:00,  3.31it/s]
Epoch 0: |          | 1549/? [07:47<00:00,  3.31it/s]
Epoch 0: |          | 1550/? [07:47<00:00,  3.31it/s]
Epoch 0: |          | 1550/? [07:47<00:00,  3.31it/s]
Epoch 0: |          | 1551/? [07:48<00:00,  3.31it/s]
Epoch 0: |          | 1551/? [07:48<00:00,  3.31it/s]
Epoch 0: |          | 1552/? [07:48<00:00,  3.31it/s]
Epoch 0: |          | 1552/? [07:48<00:00,  3.31it/s]
Epoch 0: |          | 1553/? [07:48<00:00,  3.31it/s]
Epoch 0: |          | 1553/? [07:48<00:00,  3.31it/s]
Epoch 0: |          | 1554/? [07:49<00:00,  3.31it/s]
Epoch 0: |          | 1554/? [07:49<00:00,  3.31it/s]
Epoch 0: |          | 1555/? [07:49<00:00,  3.31it/s]
Epoch 0: |          | 1555/? [07:49<00:00,  3.31it/s]
Epoch 0: |          | 1556/? [07:49<00:00,  3.31it/s]
Epoch 0: |          | 1556/? [07:49<00:00,  3.31it/s]
Epoch 0: |          | 1557/? [07:49<00:00,  3.31it/s]
Epoch 0: |          | 1557/? [07:49<00:00,  3.31it/s]
Epoch 0: |          | 1558/? [07:50<00:00,  3.31it/s]
Epoch 0: |          | 1558/? [07:50<00:00,  3.31it/s]
Epoch 0: |          | 1559/? [07:50<00:00,  3.31it/s]
Epoch 0: |          | 1559/? [07:50<00:00,  3.31it/s]
Epoch 0: |          | 1560/? [07:50<00:00,  3.31it/s]
Epoch 0: |          | 1560/? [07:50<00:00,  3.31it/s]
Epoch 0: |          | 1561/? [07:51<00:00,  3.31it/s]
Epoch 0: |          | 1561/? [07:51<00:00,  3.31it/s]
Epoch 0: |          | 1562/? [07:51<00:00,  3.31it/s]
Epoch 0: |          | 1562/? [07:51<00:00,  3.31it/s]
Epoch 0: |          | 1563/? [07:51<00:00,  3.31it/s]
Epoch 0: |          | 1563/? [07:51<00:00,  3.31it/s]
Epoch 0: |          | 1564/? [07:51<00:00,  3.31it/s]
Epoch 0: |          | 1564/? [07:51<00:00,  3.31it/s]
Epoch 0: |          | 1565/? [07:52<00:00,  3.31it/s]
Epoch 0: |          | 1565/? [07:52<00:00,  3.31it/s]
Epoch 0: |          | 1566/? [07:52<00:00,  3.31it/s]
Epoch 0: |          | 1566/? [07:52<00:00,  3.31it/s]
Epoch 0: |          | 1567/? [07:52<00:00,  3.31it/s]
Epoch 0: |          | 1567/? [07:52<00:00,  3.31it/s]
Epoch 0: |          | 1568/? [07:53<00:00,  3.31it/s]
Epoch 0: |          | 1568/? [07:53<00:00,  3.31it/s]
Epoch 0: |          | 1569/? [07:53<00:00,  3.31it/s]
Epoch 0: |          | 1569/? [07:53<00:00,  3.31it/s]
Epoch 0: |          | 1570/? [07:53<00:00,  3.31it/s]
Epoch 0: |          | 1570/? [07:53<00:00,  3.31it/s]
Epoch 0: |          | 1571/? [07:53<00:00,  3.31it/s]
Epoch 0: |          | 1571/? [07:53<00:00,  3.31it/s]
Epoch 0: |          | 1572/? [07:54<00:00,  3.32it/s]
Epoch 0: |          | 1572/? [07:54<00:00,  3.31it/s]
Epoch 0: |          | 1573/? [07:54<00:00,  3.32it/s]
Epoch 0: |          | 1573/? [07:54<00:00,  3.32it/s]
Epoch 0: |          | 1574/? [07:54<00:00,  3.32it/s]
Epoch 0: |          | 1574/? [07:54<00:00,  3.32it/s]
Epoch 0: |          | 1575/? [07:55<00:00,  3.32it/s]
Epoch 0: |          | 1575/? [07:55<00:00,  3.32it/s]
Epoch 0: |          | 1576/? [07:55<00:00,  3.32it/s]
Epoch 0: |          | 1576/? [07:55<00:00,  3.32it/s]
Epoch 0: |          | 1577/? [07:55<00:00,  3.32it/s]
Epoch 0: |          | 1577/? [07:55<00:00,  3.32it/s]
Epoch 0: |          | 1578/? [07:55<00:00,  3.32it/s]
Epoch 0: |          | 1578/? [07:55<00:00,  3.32it/s]
Epoch 0: |          | 1579/? [07:56<00:00,  3.32it/s]
Epoch 0: |          | 1579/? [07:56<00:00,  3.32it/s]
Epoch 0: |          | 1580/? [07:56<00:00,  3.32it/s]
Epoch 0: |          | 1580/? [07:56<00:00,  3.32it/s]
Epoch 0: |          | 1581/? [07:56<00:00,  3.32it/s]
Epoch 0: |          | 1581/? [07:56<00:00,  3.32it/s]
Epoch 0: |          | 1582/? [07:57<00:00,  3.32it/s]
Epoch 0: |          | 1582/? [07:57<00:00,  3.32it/s]
Epoch 0: |          | 1583/? [07:57<00:00,  3.32it/s]
Epoch 0: |          | 1583/? [07:57<00:00,  3.32it/s]
Epoch 0: |          | 1584/? [07:57<00:00,  3.32it/s]
Epoch 0: |          | 1584/? [07:57<00:00,  3.32it/s]
Epoch 0: |          | 1585/? [07:57<00:00,  3.32it/s]
Epoch 0: |          | 1585/? [07:57<00:00,  3.32it/s]
Epoch 0: |          | 1586/? [07:58<00:00,  3.32it/s]
Epoch 0: |          | 1586/? [07:58<00:00,  3.32it/s]
Epoch 0: |          | 1587/? [07:58<00:00,  3.32it/s]
Epoch 0: |          | 1587/? [07:58<00:00,  3.32it/s]
Epoch 0: |          | 1588/? [07:58<00:00,  3.32it/s]
Epoch 0: |          | 1588/? [07:58<00:00,  3.32it/s]
Epoch 0: |          | 1589/? [07:59<00:00,  3.32it/s]
Epoch 0: |          | 1589/? [07:59<00:00,  3.32it/s]
Epoch 0: |          | 1590/? [07:59<00:00,  3.32it/s]
Epoch 0: |          | 1590/? [07:59<00:00,  3.32it/s]
Epoch 0: |          | 1591/? [07:59<00:00,  3.32it/s]
Epoch 0: |          | 1591/? [07:59<00:00,  3.32it/s]
Epoch 0: |          | 1592/? [07:59<00:00,  3.32it/s]
Epoch 0: |          | 1592/? [07:59<00:00,  3.32it/s]
Epoch 0: |          | 1593/? [08:00<00:00,  3.32it/s]
Epoch 0: |          | 1593/? [08:00<00:00,  3.32it/s]
Epoch 0: |          | 1594/? [08:00<00:00,  3.32it/s]
Epoch 0: |          | 1594/? [08:00<00:00,  3.32it/s]
Epoch 0: |          | 1595/? [08:00<00:00,  3.32it/s]
Epoch 0: |          | 1595/? [08:00<00:00,  3.32it/s]
Epoch 0: |          | 1596/? [08:01<00:00,  3.32it/s]
Epoch 0: |          | 1596/? [08:01<00:00,  3.32it/s]
Epoch 0: |          | 1597/? [08:01<00:00,  3.32it/s]
Epoch 0: |          | 1597/? [08:01<00:00,  3.32it/s]
Epoch 0: |          | 1598/? [08:01<00:00,  3.32it/s]
Epoch 0: |          | 1598/? [08:01<00:00,  3.32it/s]
Epoch 0: |          | 1599/? [08:01<00:00,  3.32it/s]
Epoch 0: |          | 1599/? [08:01<00:00,  3.32it/s]
Epoch 0: |          | 1600/? [08:02<00:00,  3.32it/s]
Epoch 0: |          | 1600/? [08:02<00:00,  3.32it/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, 29.94it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.44it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.24it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.17it/s][A
[A
Epoch 0: |          | 1600/? [08:03<00:00,  3.31it/s]
Epoch 0: |          | 1601/? [08:04<00:00,  3.30it/s]
Epoch 0: |          | 1601/? [08:04<00:00,  3.30it/s]
Epoch 0: |          | 1602/? [08:05<00:00,  3.30it/s]
Epoch 0: |          | 1602/? [08:05<00:00,  3.30it/s]
Epoch 0: |          | 1603/? [08:05<00:00,  3.30it/s]
Epoch 0: |          | 1603/? [08:05<00:00,  3.30it/s]
Epoch 0: |          | 1604/? [08:05<00:00,  3.30it/s]
Epoch 0: |          | 1604/? [08:05<00:00,  3.30it/s]
Epoch 0: |          | 1605/? [08:05<00:00,  3.30it/s]
Epoch 0: |          | 1605/? [08:05<00:00,  3.30it/s]
Epoch 0: |          | 1606/? [08:06<00:00,  3.30it/s]
Epoch 0: |          | 1606/? [08:06<00:00,  3.30it/s]
Epoch 0: |          | 1607/? [08:06<00:00,  3.30it/s]
Epoch 0: |          | 1607/? [08:06<00:00,  3.30it/s]
Epoch 0: |          | 1608/? [08:06<00:00,  3.30it/s]
Epoch 0: |          | 1608/? [08:06<00:00,  3.30it/s]
Epoch 0: |          | 1609/? [08:07<00:00,  3.30it/s]
Epoch 0: |          | 1609/? [08:07<00:00,  3.30it/s]
Epoch 0: |          | 1610/? [08:07<00:00,  3.30it/s]
Epoch 0: |          | 1610/? [08:07<00:00,  3.30it/s]
Epoch 0: |          | 1611/? [08:07<00:00,  3.30it/s]
Epoch 0: |          | 1611/? [08:07<00:00,  3.30it/s]
Epoch 0: |          | 1612/? [08:07<00:00,  3.30it/s]
Epoch 0: |          | 1612/? [08:07<00:00,  3.30it/s]
Epoch 0: |          | 1613/? [08:08<00:00,  3.30it/s]
Epoch 0: |          | 1613/? [08:08<00:00,  3.30it/s]
Epoch 0: |          | 1614/? [08:08<00:00,  3.30it/s]
Epoch 0: |          | 1614/? [08:08<00:00,  3.30it/s]
Epoch 0: |          | 1615/? [08:08<00:00,  3.30it/s]
Epoch 0: |          | 1615/? [08:08<00:00,  3.30it/s]
Epoch 0: |          | 1616/? [08:09<00:00,  3.30it/s]
Epoch 0: |          | 1616/? [08:09<00:00,  3.30it/s]
Epoch 0: |          | 1617/? [08:09<00:00,  3.30it/s]
Epoch 0: |          | 1617/? [08:09<00:00,  3.30it/s]
Epoch 0: |          | 1618/? [08:09<00:00,  3.30it/s]
Epoch 0: |          | 1618/? [08:09<00:00,  3.30it/s]
Epoch 0: |          | 1619/? [08:09<00:00,  3.30it/s]
Epoch 0: |          | 1619/? [08:09<00:00,  3.30it/s]
Epoch 0: |          | 1620/? [08:10<00:00,  3.30it/s]
Epoch 0: |          | 1620/? [08:10<00:00,  3.30it/s]
Epoch 0: |          | 1621/? [08:10<00:00,  3.30it/s]
Epoch 0: |          | 1621/? [08:10<00:00,  3.30it/s]
Epoch 0: |          | 1622/? [08:10<00:00,  3.31it/s]
Epoch 0: |          | 1622/? [08:10<00:00,  3.31it/s]
Epoch 0: |          | 1623/? [08:11<00:00,  3.31it/s]
Epoch 0: |          | 1623/? [08:11<00:00,  3.31it/s]
Epoch 0: |          | 1624/? [08:11<00:00,  3.31it/s]
Epoch 0: |          | 1624/? [08:11<00:00,  3.31it/s]
Epoch 0: |          | 1625/? [08:11<00:00,  3.31it/s]
Epoch 0: |          | 1625/? [08:11<00:00,  3.31it/s]
Epoch 0: |          | 1626/? [08:11<00:00,  3.31it/s]
Epoch 0: |          | 1626/? [08:11<00:00,  3.31it/s]
Epoch 0: |          | 1627/? [08:12<00:00,  3.31it/s]
Epoch 0: |          | 1627/? [08:12<00:00,  3.31it/s]
Epoch 0: |          | 1628/? [08:12<00:00,  3.31it/s]
Epoch 0: |          | 1628/? [08:12<00:00,  3.31it/s]
Epoch 0: |          | 1629/? [08:12<00:00,  3.31it/s]
Epoch 0: |          | 1629/? [08:12<00:00,  3.31it/s]
Epoch 0: |          | 1630/? [08:13<00:00,  3.31it/s]
Epoch 0: |          | 1630/? [08:13<00:00,  3.31it/s]
Epoch 0: |          | 1631/? [08:13<00:00,  3.31it/s]
Epoch 0: |          | 1631/? [08:13<00:00,  3.31it/s]
Epoch 0: |          | 1632/? [08:13<00:00,  3.31it/s]
Epoch 0: |          | 1632/? [08:13<00:00,  3.31it/s]
Epoch 0: |          | 1633/? [08:13<00:00,  3.31it/s]
Epoch 0: |          | 1633/? [08:13<00:00,  3.31it/s]
Epoch 0: |          | 1634/? [08:14<00:00,  3.31it/s]
Epoch 0: |          | 1634/? [08:14<00:00,  3.31it/s]
Epoch 0: |          | 1635/? [08:14<00:00,  3.31it/s]
Epoch 0: |          | 1635/? [08:14<00:00,  3.31it/s]
Epoch 0: |          | 1636/? [08:14<00:00,  3.31it/s]
Epoch 0: |          | 1636/? [08:14<00:00,  3.31it/s]
Epoch 0: |          | 1637/? [08:15<00:00,  3.31it/s]
Epoch 0: |          | 1637/? [08:15<00:00,  3.31it/s]
Epoch 0: |          | 1638/? [08:15<00:00,  3.31it/s]
Epoch 0: |          | 1638/? [08:15<00:00,  3.31it/s]
Epoch 0: |          | 1639/? [08:15<00:00,  3.31it/s]
Epoch 0: |          | 1639/? [08:15<00:00,  3.31it/s]
Epoch 0: |          | 1640/? [08:15<00:00,  3.31it/s]
Epoch 0: |          | 1640/? [08:15<00:00,  3.31it/s]
Epoch 0: |          | 1641/? [08:16<00:00,  3.31it/s]
Epoch 0: |          | 1641/? [08:16<00:00,  3.31it/s]
Epoch 0: |          | 1642/? [08:16<00:00,  3.31it/s]
Epoch 0: |          | 1642/? [08:16<00:00,  3.31it/s]
Epoch 0: |          | 1643/? [08:16<00:00,  3.31it/s]
Epoch 0: |          | 1643/? [08:16<00:00,  3.31it/s]
Epoch 0: |          | 1644/? [08:17<00:00,  3.31it/s]
Epoch 0: |          | 1644/? [08:17<00:00,  3.31it/s]
Epoch 0: |          | 1645/? [08:17<00:00,  3.31it/s]
Epoch 0: |          | 1645/? [08:17<00:00,  3.31it/s]
Epoch 0: |          | 1646/? [08:17<00:00,  3.31it/s]
Epoch 0: |          | 1646/? [08:17<00:00,  3.31it/s]
Epoch 0: |          | 1647/? [08:17<00:00,  3.31it/s]
Epoch 0: |          | 1647/? [08:17<00:00,  3.31it/s]
Epoch 0: |          | 1648/? [08:18<00:00,  3.31it/s]
Epoch 0: |          | 1648/? [08:18<00:00,  3.31it/s]
Epoch 0: |          | 1649/? [08:18<00:00,  3.31it/s]
Epoch 0: |          | 1649/? [08:18<00:00,  3.31it/s]
Epoch 0: |          | 1650/? [08:18<00:00,  3.31it/s]
Epoch 0: |          | 1650/? [08:18<00:00,  3.31it/s]
Epoch 0: |          | 1651/? [08:19<00:00,  3.31it/s]
Epoch 0: |          | 1651/? [08:19<00:00,  3.31it/s]
Epoch 0: |          | 1652/? [08:19<00:00,  3.31it/s]
Epoch 0: |          | 1652/? [08:19<00:00,  3.31it/s]
Epoch 0: |          | 1653/? [08:19<00:00,  3.31it/s]
Epoch 0: |          | 1653/? [08:19<00:00,  3.31it/s]
Epoch 0: |          | 1654/? [08:19<00:00,  3.31it/s]
Epoch 0: |          | 1654/? [08:19<00:00,  3.31it/s]
Epoch 0: |          | 1655/? [08:20<00:00,  3.31it/s]
Epoch 0: |          | 1655/? [08:20<00:00,  3.31it/s]
Epoch 0: |          | 1656/? [08:20<00:00,  3.31it/s]
Epoch 0: |          | 1656/? [08:20<00:00,  3.31it/s]
Epoch 0: |          | 1657/? [08:20<00:00,  3.31it/s]
Epoch 0: |          | 1657/? [08:20<00:00,  3.31it/s]
Epoch 0: |          | 1658/? [08:21<00:00,  3.31it/s]
Epoch 0: |          | 1658/? [08:21<00:00,  3.31it/s]
Epoch 0: |          | 1659/? [08:21<00:00,  3.31it/s]
Epoch 0: |          | 1659/? [08:21<00:00,  3.31it/s]
Epoch 0: |          | 1660/? [08:21<00:00,  3.31it/s]
Epoch 0: |          | 1660/? [08:21<00:00,  3.31it/s]
Epoch 0: |          | 1661/? [08:21<00:00,  3.31it/s]
Epoch 0: |          | 1661/? [08:21<00:00,  3.31it/s]
Epoch 0: |          | 1662/? [08:22<00:00,  3.31it/s]
Epoch 0: |          | 1662/? [08:22<00:00,  3.31it/s]
Epoch 0: |          | 1663/? [08:22<00:00,  3.31it/s]
Epoch 0: |          | 1663/? [08:22<00:00,  3.31it/s]
Epoch 0: |          | 1664/? [08:22<00:00,  3.31it/s]
Epoch 0: |          | 1664/? [08:22<00:00,  3.31it/s]
Epoch 0: |          | 1665/? [08:23<00:00,  3.31it/s]
Epoch 0: |          | 1665/? [08:23<00:00,  3.31it/s]
Epoch 0: |          | 1666/? [08:23<00:00,  3.31it/s]
Epoch 0: |          | 1666/? [08:23<00:00,  3.31it/s]
Epoch 0: |          | 1667/? [08:23<00:00,  3.31it/s]
Epoch 0: |          | 1667/? [08:23<00:00,  3.31it/s]
Epoch 0: |          | 1668/? [08:23<00:00,  3.31it/s]
Epoch 0: |          | 1668/? [08:23<00:00,  3.31it/s]
Epoch 0: |          | 1669/? [08:24<00:00,  3.31it/s]
Epoch 0: |          | 1669/? [08:24<00:00,  3.31it/s]
Epoch 0: |          | 1670/? [08:24<00:00,  3.31it/s]
Epoch 0: |          | 1670/? [08:24<00:00,  3.31it/s]
Epoch 0: |          | 1671/? [08:24<00:00,  3.31it/s]
Epoch 0: |          | 1671/? [08:24<00:00,  3.31it/s]
Epoch 0: |          | 1672/? [08:25<00:00,  3.31it/s]
Epoch 0: |          | 1672/? [08:25<00:00,  3.31it/s]
Epoch 0: |          | 1673/? [08:25<00:00,  3.31it/s]
Epoch 0: |          | 1673/? [08:25<00:00,  3.31it/s]
Epoch 0: |          | 1674/? [08:25<00:00,  3.31it/s]
Epoch 0: |          | 1674/? [08:25<00:00,  3.31it/s]
Epoch 0: |          | 1675/? [08:25<00:00,  3.31it/s]
Epoch 0: |          | 1675/? [08:25<00:00,  3.31it/s]
Epoch 0: |          | 1676/? [08:26<00:00,  3.31it/s]
Epoch 0: |          | 1676/? [08:26<00:00,  3.31it/s]
Epoch 0: |          | 1677/? [08:26<00:00,  3.31it/s]
Epoch 0: |          | 1677/? [08:26<00:00,  3.31it/s]
Epoch 0: |          | 1678/? [08:26<00:00,  3.31it/s]
Epoch 0: |          | 1678/? [08:26<00:00,  3.31it/s]
Epoch 0: |          | 1679/? [08:26<00:00,  3.31it/s]
Epoch 0: |          | 1679/? [08:26<00:00,  3.31it/s]
Epoch 0: |          | 1680/? [08:27<00:00,  3.31it/s]
Epoch 0: |          | 1680/? [08:27<00:00,  3.31it/s]
Epoch 0: |          | 1681/? [08:27<00:00,  3.31it/s]
Epoch 0: |          | 1681/? [08:27<00:00,  3.31it/s]
Epoch 0: |          | 1682/? [08:27<00:00,  3.31it/s]
Epoch 0: |          | 1682/? [08:27<00:00,  3.31it/s]
Epoch 0: |          | 1683/? [08:28<00:00,  3.31it/s]
Epoch 0: |          | 1683/? [08:28<00:00,  3.31it/s]
Epoch 0: |          | 1684/? [08:28<00:00,  3.31it/s]
Epoch 0: |          | 1684/? [08:28<00:00,  3.31it/s]
Epoch 0: |          | 1685/? [08:28<00:00,  3.31it/s]
Epoch 0: |          | 1685/? [08:28<00:00,  3.31it/s]
Epoch 0: |          | 1686/? [08:29<00:00,  3.31it/s]
Epoch 0: |          | 1686/? [08:29<00:00,  3.31it/s]
Epoch 0: |          | 1687/? [08:29<00:00,  3.31it/s]
Epoch 0: |          | 1687/? [08:29<00:00,  3.31it/s]
Epoch 0: |          | 1688/? [08:29<00:00,  3.31it/s]
Epoch 0: |          | 1688/? [08:29<00:00,  3.31it/s]
Epoch 0: |          | 1689/? [08:29<00:00,  3.31it/s]
Epoch 0: |          | 1689/? [08:29<00:00,  3.31it/s]
Epoch 0: |          | 1690/? [08:30<00:00,  3.31it/s]
Epoch 0: |          | 1690/? [08:30<00:00,  3.31it/s]
Epoch 0: |          | 1691/? [08:30<00:00,  3.31it/s]
Epoch 0: |          | 1691/? [08:30<00:00,  3.31it/s]
Epoch 0: |          | 1692/? [08:30<00:00,  3.31it/s]
Epoch 0: |          | 1692/? [08:30<00:00,  3.31it/s]
Epoch 0: |          | 1693/? [08:30<00:00,  3.31it/s]
Epoch 0: |          | 1693/? [08:30<00:00,  3.31it/s]
Epoch 0: |          | 1694/? [08:31<00:00,  3.31it/s]
Epoch 0: |          | 1694/? [08:31<00:00,  3.31it/s]
Epoch 0: |          | 1695/? [08:31<00:00,  3.31it/s]
Epoch 0: |          | 1695/? [08:31<00:00,  3.31it/s]
Epoch 0: |          | 1696/? [08:31<00:00,  3.31it/s]
Epoch 0: |          | 1696/? [08:31<00:00,  3.31it/s]
Epoch 0: |          | 1697/? [08:32<00:00,  3.31it/s]
Epoch 0: |          | 1697/? [08:32<00:00,  3.31it/s]
Epoch 0: |          | 1698/? [08:32<00:00,  3.31it/s]
Epoch 0: |          | 1698/? [08:32<00:00,  3.31it/s]
Epoch 0: |          | 1699/? [08:32<00:00,  3.31it/s]
Epoch 0: |          | 1699/? [08:32<00:00,  3.31it/s]
Epoch 0: |          | 1700/? [08:32<00:00,  3.31it/s]
Epoch 0: |          | 1700/? [08:32<00:00,  3.31it/s]
Epoch 0: |          | 1701/? [08:33<00:00,  3.31it/s]
Epoch 0: |          | 1701/? [08:33<00:00,  3.31it/s]
Epoch 0: |          | 1702/? [08:33<00:00,  3.31it/s]
Epoch 0: |          | 1702/? [08:33<00:00,  3.31it/s]
Epoch 0: |          | 1703/? [08:33<00:00,  3.31it/s]
Epoch 0: |          | 1703/? [08:33<00:00,  3.31it/s]
Epoch 0: |          | 1704/? [08:34<00:00,  3.31it/s]
Epoch 0: |          | 1704/? [08:34<00:00,  3.31it/s]
Epoch 0: |          | 1705/? [08:34<00:00,  3.31it/s]
Epoch 0: |          | 1705/? [08:34<00:00,  3.31it/s]
Epoch 0: |          | 1706/? [08:34<00:00,  3.31it/s]
Epoch 0: |          | 1706/? [08:34<00:00,  3.31it/s]
Epoch 0: |          | 1707/? [08:34<00:00,  3.31it/s]
Epoch 0: |          | 1707/? [08:34<00:00,  3.31it/s]
Epoch 0: |          | 1708/? [08:35<00:00,  3.31it/s]
Epoch 0: |          | 1708/? [08:35<00:00,  3.31it/s]
Epoch 0: |          | 1709/? [08:35<00:00,  3.31it/s]
Epoch 0: |          | 1709/? [08:35<00:00,  3.31it/s]
Epoch 0: |          | 1710/? [08:35<00:00,  3.31it/s]
Epoch 0: |          | 1710/? [08:35<00:00,  3.31it/s]
Epoch 0: |          | 1711/? [08:36<00:00,  3.32it/s]
Epoch 0: |          | 1711/? [08:36<00:00,  3.32it/s]
Epoch 0: |          | 1712/? [08:36<00:00,  3.32it/s]
Epoch 0: |          | 1712/? [08:36<00:00,  3.32it/s]
Epoch 0: |          | 1713/? [08:36<00:00,  3.32it/s]
Epoch 0: |          | 1713/? [08:36<00:00,  3.32it/s]
Epoch 0: |          | 1714/? [08:36<00:00,  3.32it/s]
Epoch 0: |          | 1714/? [08:36<00:00,  3.32it/s]
Epoch 0: |          | 1715/? [08:37<00:00,  3.32it/s]
Epoch 0: |          | 1715/? [08:37<00:00,  3.32it/s]
Epoch 0: |          | 1716/? [08:37<00:00,  3.32it/s]
Epoch 0: |          | 1716/? [08:37<00:00,  3.32it/s]
Epoch 0: |          | 1717/? [08:37<00:00,  3.32it/s]
Epoch 0: |          | 1717/? [08:37<00:00,  3.32it/s]
Epoch 0: |          | 1718/? [08:38<00:00,  3.32it/s]
Epoch 0: |          | 1718/? [08:38<00:00,  3.32it/s]
Epoch 0: |          | 1719/? [08:38<00:00,  3.32it/s]
Epoch 0: |          | 1719/? [08:38<00:00,  3.32it/s]
Epoch 0: |          | 1720/? [08:38<00:00,  3.32it/s]
Epoch 0: |          | 1720/? [08:38<00:00,  3.32it/s]
Epoch 0: |          | 1721/? [08:38<00:00,  3.32it/s]
Epoch 0: |          | 1721/? [08:38<00:00,  3.32it/s]
Epoch 0: |          | 1722/? [08:39<00:00,  3.32it/s]
Epoch 0: |          | 1722/? [08:39<00:00,  3.32it/s]
Epoch 0: |          | 1723/? [08:39<00:00,  3.32it/s]
Epoch 0: |          | 1723/? [08:39<00:00,  3.32it/s]
Epoch 0: |          | 1724/? [08:39<00:00,  3.32it/s]
Epoch 0: |          | 1724/? [08:39<00:00,  3.32it/s]
Epoch 0: |          | 1725/? [08:40<00:00,  3.32it/s]
Epoch 0: |          | 1725/? [08:40<00:00,  3.32it/s]
Epoch 0: |          | 1726/? [08:40<00:00,  3.32it/s]
Epoch 0: |          | 1726/? [08:40<00:00,  3.32it/s]
Epoch 0: |          | 1727/? [08:40<00:00,  3.32it/s]
Epoch 0: |          | 1727/? [08:40<00:00,  3.32it/s]
Epoch 0: |          | 1728/? [08:40<00:00,  3.32it/s]
Epoch 0: |          | 1728/? [08:40<00:00,  3.32it/s]
Epoch 0: |          | 1729/? [08:41<00:00,  3.32it/s]
Epoch 0: |          | 1729/? [08:41<00:00,  3.32it/s]
Epoch 0: |          | 1730/? [08:41<00:00,  3.32it/s]
Epoch 0: |          | 1730/? [08:41<00:00,  3.32it/s]
Epoch 0: |          | 1731/? [08:41<00:00,  3.32it/s]
Epoch 0: |          | 1731/? [08:41<00:00,  3.32it/s]
Epoch 0: |          | 1732/? [08:42<00:00,  3.32it/s]
Epoch 0: |          | 1732/? [08:42<00:00,  3.32it/s]
Epoch 0: |          | 1733/? [08:42<00:00,  3.32it/s]
Epoch 0: |          | 1733/? [08:42<00:00,  3.32it/s]
Epoch 0: |          | 1734/? [08:42<00:00,  3.32it/s]
Epoch 0: |          | 1734/? [08:42<00:00,  3.32it/s]
Epoch 0: |          | 1735/? [08:42<00:00,  3.32it/s]
Epoch 0: |          | 1735/? [08:42<00:00,  3.32it/s]
Epoch 0: |          | 1736/? [08:43<00:00,  3.32it/s]
Epoch 0: |          | 1736/? [08:43<00:00,  3.32it/s]
Epoch 0: |          | 1737/? [08:43<00:00,  3.32it/s]
Epoch 0: |          | 1737/? [08:43<00:00,  3.32it/s]
Epoch 0: |          | 1738/? [08:43<00:00,  3.32it/s]
Epoch 0: |          | 1738/? [08:43<00:00,  3.32it/s]
Epoch 0: |          | 1739/? [08:44<00:00,  3.32it/s]
Epoch 0: |          | 1739/? [08:44<00:00,  3.32it/s]
Epoch 0: |          | 1740/? [08:44<00:00,  3.32it/s]
Epoch 0: |          | 1740/? [08:44<00:00,  3.32it/s]
Epoch 0: |          | 1741/? [08:44<00:00,  3.32it/s]
Epoch 0: |          | 1741/? [08:44<00:00,  3.32it/s]
Epoch 0: |          | 1742/? [08:44<00:00,  3.32it/s]
Epoch 0: |          | 1742/? [08:44<00:00,  3.32it/s]
Epoch 0: |          | 1743/? [08:45<00:00,  3.32it/s]
Epoch 0: |          | 1743/? [08:45<00:00,  3.32it/s]
Epoch 0: |          | 1744/? [08:45<00:00,  3.32it/s]
Epoch 0: |          | 1744/? [08:45<00:00,  3.32it/s]
Epoch 0: |          | 1745/? [08:45<00:00,  3.32it/s]
Epoch 0: |          | 1745/? [08:45<00:00,  3.32it/s]
Epoch 0: |          | 1746/? [08:46<00:00,  3.32it/s]
Epoch 0: |          | 1746/? [08:46<00:00,  3.32it/s]
Epoch 0: |          | 1747/? [08:46<00:00,  3.32it/s]
Epoch 0: |          | 1747/? [08:46<00:00,  3.32it/s]
Epoch 0: |          | 1748/? [08:46<00:00,  3.32it/s]
Epoch 0: |          | 1748/? [08:46<00:00,  3.32it/s]
Epoch 0: |          | 1749/? [08:46<00:00,  3.32it/s]
Epoch 0: |          | 1749/? [08:46<00:00,  3.32it/s]
Epoch 0: |          | 1750/? [08:47<00:00,  3.32it/s]
Epoch 0: |          | 1750/? [08:47<00:00,  3.32it/s]
Epoch 0: |          | 1751/? [08:47<00:00,  3.32it/s]
Epoch 0: |          | 1751/? [08:47<00:00,  3.32it/s]
Epoch 0: |          | 1752/? [08:47<00:00,  3.32it/s]
Epoch 0: |          | 1752/? [08:47<00:00,  3.32it/s]
Epoch 0: |          | 1753/? [08:48<00:00,  3.32it/s]
Epoch 0: |          | 1753/? [08:48<00:00,  3.32it/s]
Epoch 0: |          | 1754/? [08:48<00:00,  3.32it/s]
Epoch 0: |          | 1754/? [08:48<00:00,  3.32it/s]
Epoch 0: |          | 1755/? [08:48<00:00,  3.32it/s]
Epoch 0: |          | 1755/? [08:48<00:00,  3.32it/s]
Epoch 0: |          | 1756/? [08:49<00:00,  3.32it/s]
Epoch 0: |          | 1756/? [08:49<00:00,  3.32it/s]
Epoch 0: |          | 1757/? [08:49<00:00,  3.32it/s]
Epoch 0: |          | 1757/? [08:49<00:00,  3.32it/s]
Epoch 0: |          | 1758/? [08:49<00:00,  3.32it/s]
Epoch 0: |          | 1758/? [08:49<00:00,  3.32it/s]
Epoch 0: |          | 1759/? [08:49<00:00,  3.32it/s]
Epoch 0: |          | 1759/? [08:49<00:00,  3.32it/s]
Epoch 0: |          | 1760/? [08:50<00:00,  3.32it/s]
Epoch 0: |          | 1760/? [08:50<00:00,  3.32it/s]
Epoch 0: |          | 1761/? [08:50<00:00,  3.32it/s]
Epoch 0: |          | 1761/? [08:50<00:00,  3.32it/s]
Epoch 0: |          | 1762/? [08:50<00:00,  3.32it/s]
Epoch 0: |          | 1762/? [08:50<00:00,  3.32it/s]
Epoch 0: |          | 1763/? [08:51<00:00,  3.32it/s]
Epoch 0: |          | 1763/? [08:51<00:00,  3.32it/s]
Epoch 0: |          | 1764/? [08:51<00:00,  3.32it/s]
Epoch 0: |          | 1764/? [08:51<00:00,  3.32it/s]
Epoch 0: |          | 1765/? [08:51<00:00,  3.32it/s]
Epoch 0: |          | 1765/? [08:51<00:00,  3.32it/s]
Epoch 0: |          | 1766/? [08:52<00:00,  3.32it/s]
Epoch 0: |          | 1766/? [08:52<00:00,  3.32it/s]
Epoch 0: |          | 1767/? [08:52<00:00,  3.32it/s]
Epoch 0: |          | 1767/? [08:52<00:00,  3.32it/s]
Epoch 0: |          | 1768/? [08:52<00:00,  3.32it/s]
Epoch 0: |          | 1768/? [08:52<00:00,  3.32it/s]
Epoch 0: |          | 1769/? [08:52<00:00,  3.32it/s]
Epoch 0: |          | 1769/? [08:52<00:00,  3.32it/s]
Epoch 0: |          | 1770/? [08:53<00:00,  3.32it/s]
Epoch 0: |          | 1770/? [08:53<00:00,  3.32it/s]
Epoch 0: |          | 1771/? [08:53<00:00,  3.32it/s]
Epoch 0: |          | 1771/? [08:53<00:00,  3.32it/s]
Epoch 0: |          | 1772/? [08:53<00:00,  3.32it/s]
Epoch 0: |          | 1772/? [08:53<00:00,  3.32it/s]
Epoch 0: |          | 1773/? [08:54<00:00,  3.32it/s]
Epoch 0: |          | 1773/? [08:54<00:00,  3.32it/s]
Epoch 0: |          | 1774/? [08:54<00:00,  3.32it/s]
Epoch 0: |          | 1774/? [08:54<00:00,  3.32it/s]
Epoch 0: |          | 1775/? [08:54<00:00,  3.32it/s]
Epoch 0: |          | 1775/? [08:54<00:00,  3.32it/s]
Epoch 0: |          | 1776/? [08:54<00:00,  3.32it/s]
Epoch 0: |          | 1776/? [08:54<00:00,  3.32it/s]
Epoch 0: |          | 1777/? [08:55<00:00,  3.32it/s]
Epoch 0: |          | 1777/? [08:55<00:00,  3.32it/s]
Epoch 0: |          | 1778/? [08:55<00:00,  3.32it/s]
Epoch 0: |          | 1778/? [08:55<00:00,  3.32it/s]
Epoch 0: |          | 1779/? [08:55<00:00,  3.32it/s]
Epoch 0: |          | 1779/? [08:55<00:00,  3.32it/s]
Epoch 0: |          | 1780/? [08:56<00:00,  3.32it/s]
Epoch 0: |          | 1780/? [08:56<00:00,  3.32it/s]
Epoch 0: |          | 1781/? [08:56<00:00,  3.32it/s]
Epoch 0: |          | 1781/? [08:56<00:00,  3.32it/s]
Epoch 0: |          | 1782/? [08:56<00:00,  3.32it/s]
Epoch 0: |          | 1782/? [08:56<00:00,  3.32it/s]
Epoch 0: |          | 1783/? [08:56<00:00,  3.32it/s]
Epoch 0: |          | 1783/? [08:56<00:00,  3.32it/s]
Epoch 0: |          | 1784/? [08:57<00:00,  3.32it/s]
Epoch 0: |          | 1784/? [08:57<00:00,  3.32it/s]
Epoch 0: |          | 1785/? [08:57<00:00,  3.32it/s]
Epoch 0: |          | 1785/? [08:57<00:00,  3.32it/s]
Epoch 0: |          | 1786/? [08:57<00:00,  3.32it/s]
Epoch 0: |          | 1786/? [08:57<00:00,  3.32it/s]
Epoch 0: |          | 1787/? [08:58<00:00,  3.32it/s]
Epoch 0: |          | 1787/? [08:58<00:00,  3.32it/s]
Epoch 0: |          | 1788/? [08:58<00:00,  3.32it/s]
Epoch 0: |          | 1788/? [08:58<00:00,  3.32it/s]
Epoch 0: |          | 1789/? [08:58<00:00,  3.32it/s]
Epoch 0: |          | 1789/? [08:58<00:00,  3.32it/s]
Epoch 0: |          | 1790/? [08:58<00:00,  3.32it/s]
Epoch 0: |          | 1790/? [08:58<00:00,  3.32it/s]
Epoch 0: |          | 1791/? [08:59<00:00,  3.32it/s]
Epoch 0: |          | 1791/? [08:59<00:00,  3.32it/s]
Epoch 0: |          | 1792/? [08:59<00:00,  3.32it/s]
Epoch 0: |          | 1792/? [08:59<00:00,  3.32it/s]
Epoch 0: |          | 1793/? [08:59<00:00,  3.32it/s]
Epoch 0: |          | 1793/? [08:59<00:00,  3.32it/s]
Epoch 0: |          | 1794/? [09:00<00:00,  3.32it/s]
Epoch 0: |          | 1794/? [09:00<00:00,  3.32it/s]
Epoch 0: |          | 1795/? [09:00<00:00,  3.32it/s]
Epoch 0: |          | 1795/? [09:00<00:00,  3.32it/s]
Epoch 0: |          | 1796/? [09:00<00:00,  3.32it/s]
Epoch 0: |          | 1796/? [09:00<00:00,  3.32it/s]
Epoch 0: |          | 1797/? [09:00<00:00,  3.32it/s]
Epoch 0: |          | 1797/? [09:00<00:00,  3.32it/s]
Epoch 0: |          | 1798/? [09:01<00:00,  3.32it/s]
Epoch 0: |          | 1798/? [09:01<00:00,  3.32it/s]
Epoch 0: |          | 1799/? [09:01<00:00,  3.32it/s]
Epoch 0: |          | 1799/? [09:01<00:00,  3.32it/s]
Epoch 0: |          | 1800/? [09:01<00:00,  3.32it/s]
Epoch 0: |          | 1800/? [09:01<00:00,  3.32it/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, 29.31it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.87it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.55it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.42it/s][A
[A
Epoch 0: |          | 1800/? [09:03<00:00,  3.31it/s]
Epoch 0: |          | 1801/? [09:04<00:00,  3.31it/s]
Epoch 0: |          | 1801/? [09:04<00:00,  3.31it/s]
Epoch 0: |          | 1802/? [09:04<00:00,  3.31it/s]
Epoch 0: |          | 1802/? [09:04<00:00,  3.31it/s]
Epoch 0: |          | 1803/? [09:04<00:00,  3.31it/s]
Epoch 0: |          | 1803/? [09:04<00:00,  3.31it/s]
Epoch 0: |          | 1804/? [09:05<00:00,  3.31it/s]
Epoch 0: |          | 1804/? [09:05<00:00,  3.31it/s]
Epoch 0: |          | 1805/? [09:05<00:00,  3.31it/s]
Epoch 0: |          | 1805/? [09:05<00:00,  3.31it/s]
Epoch 0: |          | 1806/? [09:05<00:00,  3.31it/s]
Epoch 0: |          | 1806/? [09:05<00:00,  3.31it/s]
Epoch 0: |          | 1807/? [09:06<00:00,  3.31it/s]
Epoch 0: |          | 1807/? [09:06<00:00,  3.31it/s]
Epoch 0: |          | 1808/? [09:06<00:00,  3.31it/s]
Epoch 0: |          | 1808/? [09:06<00:00,  3.31it/s]
Epoch 0: |          | 1809/? [09:06<00:00,  3.31it/s]
Epoch 0: |          | 1809/? [09:06<00:00,  3.31it/s]
Epoch 0: |          | 1810/? [09:06<00:00,  3.31it/s]
Epoch 0: |          | 1810/? [09:06<00:00,  3.31it/s]
Epoch 0: |          | 1811/? [09:07<00:00,  3.31it/s]
Epoch 0: |          | 1811/? [09:07<00:00,  3.31it/s]
Epoch 0: |          | 1812/? [09:07<00:00,  3.31it/s]
Epoch 0: |          | 1812/? [09:07<00:00,  3.31it/s]
Epoch 0: |          | 1813/? [09:07<00:00,  3.31it/s]
Epoch 0: |          | 1813/? [09:07<00:00,  3.31it/s]
Epoch 0: |          | 1814/? [09:08<00:00,  3.31it/s]
Epoch 0: |          | 1814/? [09:08<00:00,  3.31it/s]
Epoch 0: |          | 1815/? [09:08<00:00,  3.31it/s]
Epoch 0: |          | 1815/? [09:08<00:00,  3.31it/s]
Epoch 0: |          | 1816/? [09:08<00:00,  3.31it/s]
Epoch 0: |          | 1816/? [09:08<00:00,  3.31it/s]
Epoch 0: |          | 1817/? [09:08<00:00,  3.31it/s]
Epoch 0: |          | 1817/? [09:08<00:00,  3.31it/s]
Epoch 0: |          | 1818/? [09:09<00:00,  3.31it/s]
Epoch 0: |          | 1818/? [09:09<00:00,  3.31it/s]
Epoch 0: |          | 1819/? [09:09<00:00,  3.31it/s]
Epoch 0: |          | 1819/? [09:09<00:00,  3.31it/s]
Epoch 0: |          | 1820/? [09:09<00:00,  3.31it/s]
Epoch 0: |          | 1820/? [09:09<00:00,  3.31it/s]
Epoch 0: |          | 1821/? [09:10<00:00,  3.31it/s]
Epoch 0: |          | 1821/? [09:10<00:00,  3.31it/s]
Epoch 0: |          | 1822/? [09:10<00:00,  3.31it/s]
Epoch 0: |          | 1822/? [09:10<00:00,  3.31it/s]
Epoch 0: |          | 1823/? [09:10<00:00,  3.31it/s]
Epoch 0: |          | 1823/? [09:10<00:00,  3.31it/s]
Epoch 0: |          | 1824/? [09:10<00:00,  3.31it/s]
Epoch 0: |          | 1824/? [09:10<00:00,  3.31it/s]
Epoch 0: |          | 1825/? [09:11<00:00,  3.31it/s]
Epoch 0: |          | 1825/? [09:11<00:00,  3.31it/s]
Epoch 0: |          | 1826/? [09:11<00:00,  3.31it/s]
Epoch 0: |          | 1826/? [09:11<00:00,  3.31it/s]
Epoch 0: |          | 1827/? [09:11<00:00,  3.31it/s]
Epoch 0: |          | 1827/? [09:11<00:00,  3.31it/s]
Epoch 0: |          | 1828/? [09:12<00:00,  3.31it/s]
Epoch 0: |          | 1828/? [09:12<00:00,  3.31it/s]
Epoch 0: |          | 1829/? [09:12<00:00,  3.31it/s]
Epoch 0: |          | 1829/? [09:12<00:00,  3.31it/s]
Epoch 0: |          | 1830/? [09:12<00:00,  3.31it/s]
Epoch 0: |          | 1830/? [09:12<00:00,  3.31it/s]
Epoch 0: |          | 1831/? [09:12<00:00,  3.31it/s]
Epoch 0: |          | 1831/? [09:12<00:00,  3.31it/s]
Epoch 0: |          | 1832/? [09:13<00:00,  3.31it/s]
Epoch 0: |          | 1832/? [09:13<00:00,  3.31it/s]
Epoch 0: |          | 1833/? [09:13<00:00,  3.31it/s]
Epoch 0: |          | 1833/? [09:13<00:00,  3.31it/s]
Epoch 0: |          | 1834/? [09:13<00:00,  3.31it/s]
Epoch 0: |          | 1834/? [09:13<00:00,  3.31it/s]
Epoch 0: |          | 1835/? [09:14<00:00,  3.31it/s]
Epoch 0: |          | 1835/? [09:14<00:00,  3.31it/s]
Epoch 0: |          | 1836/? [09:14<00:00,  3.31it/s]
Epoch 0: |          | 1836/? [09:14<00:00,  3.31it/s]
Epoch 0: |          | 1837/? [09:14<00:00,  3.31it/s]
Epoch 0: |          | 1837/? [09:14<00:00,  3.31it/s]
Epoch 0: |          | 1838/? [09:14<00:00,  3.31it/s]
Epoch 0: |          | 1838/? [09:14<00:00,  3.31it/s]
Epoch 0: |          | 1839/? [09:15<00:00,  3.31it/s]
Epoch 0: |          | 1839/? [09:15<00:00,  3.31it/s]
Epoch 0: |          | 1840/? [09:15<00:00,  3.31it/s]
Epoch 0: |          | 1840/? [09:15<00:00,  3.31it/s]
Epoch 0: |          | 1841/? [09:15<00:00,  3.31it/s]
Epoch 0: |          | 1841/? [09:15<00:00,  3.31it/s]
Epoch 0: |          | 1842/? [09:16<00:00,  3.31it/s]
Epoch 0: |          | 1842/? [09:16<00:00,  3.31it/s]
Epoch 0: |          | 1843/? [09:16<00:00,  3.31it/s]
Epoch 0: |          | 1843/? [09:16<00:00,  3.31it/s]
Epoch 0: |          | 1844/? [09:16<00:00,  3.31it/s]
Epoch 0: |          | 1844/? [09:16<00:00,  3.31it/s]
Epoch 0: |          | 1845/? [09:16<00:00,  3.31it/s]
Epoch 0: |          | 1845/? [09:16<00:00,  3.31it/s]
Epoch 0: |          | 1846/? [09:17<00:00,  3.31it/s]
Epoch 0: |          | 1846/? [09:17<00:00,  3.31it/s]
Epoch 0: |          | 1847/? [09:17<00:00,  3.31it/s]
Epoch 0: |          | 1847/? [09:17<00:00,  3.31it/s]
Epoch 0: |          | 1848/? [09:17<00:00,  3.31it/s]
Epoch 0: |          | 1848/? [09:17<00:00,  3.31it/s]
Epoch 0: |          | 1849/? [09:18<00:00,  3.31it/s]
Epoch 0: |          | 1849/? [09:18<00:00,  3.31it/s]
Epoch 0: |          | 1850/? [09:18<00:00,  3.31it/s]
Epoch 0: |          | 1850/? [09:18<00:00,  3.31it/s]
Epoch 0: |          | 1851/? [09:18<00:00,  3.31it/s]
Epoch 0: |          | 1851/? [09:18<00:00,  3.31it/s]
Epoch 0: |          | 1852/? [09:18<00:00,  3.31it/s]
Epoch 0: |          | 1852/? [09:18<00:00,  3.31it/s]
Epoch 0: |          | 1853/? [09:19<00:00,  3.31it/s]
Epoch 0: |          | 1853/? [09:19<00:00,  3.31it/s]
Epoch 0: |          | 1854/? [09:19<00:00,  3.31it/s]
Epoch 0: |          | 1854/? [09:19<00:00,  3.31it/s]
Epoch 0: |          | 1855/? [09:19<00:00,  3.31it/s]
Epoch 0: |          | 1855/? [09:19<00:00,  3.31it/s]
Epoch 0: |          | 1856/? [09:20<00:00,  3.31it/s]
Epoch 0: |          | 1856/? [09:20<00:00,  3.31it/s]
Epoch 0: |          | 1857/? [09:20<00:00,  3.31it/s]
Epoch 0: |          | 1857/? [09:20<00:00,  3.31it/s]
Epoch 0: |          | 1858/? [09:20<00:00,  3.31it/s]
Epoch 0: |          | 1858/? [09:20<00:00,  3.31it/s]
Epoch 0: |          | 1859/? [09:20<00:00,  3.31it/s]
Epoch 0: |          | 1859/? [09:20<00:00,  3.31it/s]
Epoch 0: |          | 1860/? [09:21<00:00,  3.31it/s]
Epoch 0: |          | 1860/? [09:21<00:00,  3.31it/s]
Epoch 0: |          | 1861/? [09:21<00:00,  3.31it/s]
Epoch 0: |          | 1861/? [09:21<00:00,  3.31it/s]
Epoch 0: |          | 1862/? [09:21<00:00,  3.31it/s]
Epoch 0: |          | 1862/? [09:21<00:00,  3.31it/s]
Epoch 0: |          | 1863/? [09:22<00:00,  3.31it/s]
Epoch 0: |          | 1863/? [09:22<00:00,  3.31it/s]
Epoch 0: |          | 1864/? [09:22<00:00,  3.31it/s]
Epoch 0: |          | 1864/? [09:22<00:00,  3.31it/s]
Epoch 0: |          | 1865/? [09:22<00:00,  3.31it/s]
Epoch 0: |          | 1865/? [09:22<00:00,  3.31it/s]
Epoch 0: |          | 1866/? [09:22<00:00,  3.32it/s]
Epoch 0: |          | 1866/? [09:22<00:00,  3.32it/s]
Epoch 0: |          | 1867/? [09:23<00:00,  3.32it/s]
Epoch 0: |          | 1867/? [09:23<00:00,  3.32it/s]
Epoch 0: |          | 1868/? [09:23<00:00,  3.32it/s]
Epoch 0: |          | 1868/? [09:23<00:00,  3.32it/s]
Epoch 0: |          | 1869/? [09:23<00:00,  3.32it/s]
Epoch 0: |          | 1869/? [09:23<00:00,  3.32it/s]
Epoch 0: |          | 1870/? [09:24<00:00,  3.32it/s]
Epoch 0: |          | 1870/? [09:24<00:00,  3.32it/s]
Epoch 0: |          | 1871/? [09:24<00:00,  3.32it/s]
Epoch 0: |          | 1871/? [09:24<00:00,  3.32it/s]
Epoch 0: |          | 1872/? [09:24<00:00,  3.32it/s]
Epoch 0: |          | 1872/? [09:24<00:00,  3.32it/s]
Epoch 0: |          | 1873/? [09:24<00:00,  3.32it/s]
Epoch 0: |          | 1873/? [09:24<00:00,  3.32it/s]
Epoch 0: |          | 1874/? [09:25<00:00,  3.32it/s]
Epoch 0: |          | 1874/? [09:25<00:00,  3.32it/s]
Epoch 0: |          | 1875/? [09:25<00:00,  3.32it/s]
Epoch 0: |          | 1875/? [09:25<00:00,  3.32it/s]
Epoch 0: |          | 1876/? [09:25<00:00,  3.32it/s]
Epoch 0: |          | 1876/? [09:25<00:00,  3.32it/s]
Epoch 0: |          | 1877/? [09:26<00:00,  3.32it/s]
Epoch 0: |          | 1877/? [09:26<00:00,  3.32it/s]
Epoch 0: |          | 1878/? [09:26<00:00,  3.32it/s]
Epoch 0: |          | 1878/? [09:26<00:00,  3.32it/s]
Epoch 0: |          | 1879/? [09:26<00:00,  3.32it/s]
Epoch 0: |          | 1879/? [09:26<00:00,  3.32it/s]
Epoch 0: |          | 1880/? [09:26<00:00,  3.32it/s]
Epoch 0: |          | 1880/? [09:26<00:00,  3.32it/s]
Epoch 0: |          | 1881/? [09:27<00:00,  3.32it/s]
Epoch 0: |          | 1881/? [09:27<00:00,  3.32it/s]
Epoch 0: |          | 1882/? [09:27<00:00,  3.32it/s]
Epoch 0: |          | 1882/? [09:27<00:00,  3.32it/s]
Epoch 0: |          | 1883/? [09:27<00:00,  3.32it/s]
Epoch 0: |          | 1883/? [09:27<00:00,  3.32it/s]
Epoch 0: |          | 1884/? [09:28<00:00,  3.32it/s]
Epoch 0: |          | 1884/? [09:28<00:00,  3.32it/s]
Epoch 0: |          | 1885/? [09:28<00:00,  3.32it/s]
Epoch 0: |          | 1885/? [09:28<00:00,  3.32it/s]
Epoch 0: |          | 1886/? [09:28<00:00,  3.32it/s]
Epoch 0: |          | 1886/? [09:28<00:00,  3.32it/s]
Epoch 0: |          | 1887/? [09:28<00:00,  3.32it/s]
Epoch 0: |          | 1887/? [09:28<00:00,  3.32it/s]
Epoch 0: |          | 1888/? [09:29<00:00,  3.32it/s]
Epoch 0: |          | 1888/? [09:29<00:00,  3.32it/s]
Epoch 0: |          | 1889/? [09:29<00:00,  3.32it/s]
Epoch 0: |          | 1889/? [09:29<00:00,  3.32it/s]
Epoch 0: |          | 1890/? [09:29<00:00,  3.32it/s]
Epoch 0: |          | 1890/? [09:29<00:00,  3.32it/s]
Epoch 0: |          | 1891/? [09:30<00:00,  3.32it/s]
Epoch 0: |          | 1891/? [09:30<00:00,  3.32it/s]
Epoch 0: |          | 1892/? [09:30<00:00,  3.32it/s]
Epoch 0: |          | 1892/? [09:30<00:00,  3.32it/s]
Epoch 0: |          | 1893/? [09:30<00:00,  3.32it/s]
Epoch 0: |          | 1893/? [09:30<00:00,  3.32it/s]
Epoch 0: |          | 1894/? [09:30<00:00,  3.32it/s]
Epoch 0: |          | 1894/? [09:30<00:00,  3.32it/s]
Epoch 0: |          | 1895/? [09:31<00:00,  3.32it/s]
Epoch 0: |          | 1895/? [09:31<00:00,  3.32it/s]
Epoch 0: |          | 1896/? [09:31<00:00,  3.32it/s]
Epoch 0: |          | 1896/? [09:31<00:00,  3.32it/s]
Epoch 0: |          | 1897/? [09:31<00:00,  3.32it/s]
Epoch 0: |          | 1897/? [09:31<00:00,  3.32it/s]
Epoch 0: |          | 1898/? [09:32<00:00,  3.32it/s]
Epoch 0: |          | 1898/? [09:32<00:00,  3.32it/s]
Epoch 0: |          | 1899/? [09:32<00:00,  3.32it/s]
Epoch 0: |          | 1899/? [09:32<00:00,  3.32it/s]
Epoch 0: |          | 1900/? [09:32<00:00,  3.32it/s]
Epoch 0: |          | 1900/? [09:32<00:00,  3.32it/s]
Epoch 0: |          | 1901/? [09:32<00:00,  3.32it/s]
Epoch 0: |          | 1901/? [09:32<00:00,  3.32it/s]
Epoch 0: |          | 1902/? [09:33<00:00,  3.32it/s]
Epoch 0: |          | 1902/? [09:33<00:00,  3.32it/s]
Epoch 0: |          | 1903/? [09:33<00:00,  3.32it/s]
Epoch 0: |          | 1903/? [09:33<00:00,  3.32it/s]
Epoch 0: |          | 1904/? [09:33<00:00,  3.32it/s]
Epoch 0: |          | 1904/? [09:33<00:00,  3.32it/s]
Epoch 0: |          | 1905/? [09:34<00:00,  3.32it/s]
Epoch 0: |          | 1905/? [09:34<00:00,  3.32it/s]
Epoch 0: |          | 1906/? [09:34<00:00,  3.32it/s]
Epoch 0: |          | 1906/? [09:34<00:00,  3.32it/s]
Epoch 0: |          | 1907/? [09:34<00:00,  3.32it/s]
Epoch 0: |          | 1907/? [09:34<00:00,  3.32it/s]
Epoch 0: |          | 1908/? [09:34<00:00,  3.32it/s]
Epoch 0: |          | 1908/? [09:34<00:00,  3.32it/s]
Epoch 0: |          | 1909/? [09:35<00:00,  3.32it/s]
Epoch 0: |          | 1909/? [09:35<00:00,  3.32it/s]
Epoch 0: |          | 1910/? [09:35<00:00,  3.32it/s]
Epoch 0: |          | 1910/? [09:35<00:00,  3.32it/s]
Epoch 0: |          | 1911/? [09:35<00:00,  3.32it/s]
Epoch 0: |          | 1911/? [09:35<00:00,  3.32it/s]
Epoch 0: |          | 1912/? [09:36<00:00,  3.32it/s]
Epoch 0: |          | 1912/? [09:36<00:00,  3.32it/s]
Epoch 0: |          | 1913/? [09:36<00:00,  3.32it/s]
Epoch 0: |          | 1913/? [09:36<00:00,  3.32it/s]
Epoch 0: |          | 1914/? [09:36<00:00,  3.32it/s]
Epoch 0: |          | 1914/? [09:36<00:00,  3.32it/s]
Epoch 0: |          | 1915/? [09:36<00:00,  3.32it/s]
Epoch 0: |          | 1915/? [09:36<00:00,  3.32it/s]
Epoch 0: |          | 1916/? [09:37<00:00,  3.32it/s]
Epoch 0: |          | 1916/? [09:37<00:00,  3.32it/s]
Epoch 0: |          | 1917/? [09:37<00:00,  3.32it/s]
Epoch 0: |          | 1917/? [09:37<00:00,  3.32it/s]
Epoch 0: |          | 1918/? [09:37<00:00,  3.32it/s]
Epoch 0: |          | 1918/? [09:37<00:00,  3.32it/s]
Epoch 0: |          | 1919/? [09:38<00:00,  3.32it/s]
Epoch 0: |          | 1919/? [09:38<00:00,  3.32it/s]
Epoch 0: |          | 1920/? [09:38<00:00,  3.32it/s]
Epoch 0: |          | 1920/? [09:38<00:00,  3.32it/s]
Epoch 0: |          | 1921/? [09:38<00:00,  3.32it/s]
Epoch 0: |          | 1921/? [09:38<00:00,  3.32it/s]
Epoch 0: |          | 1922/? [09:38<00:00,  3.32it/s]
Epoch 0: |          | 1922/? [09:38<00:00,  3.32it/s]
Epoch 0: |          | 1923/? [09:39<00:00,  3.32it/s]
Epoch 0: |          | 1923/? [09:39<00:00,  3.32it/s]
Epoch 0: |          | 1924/? [09:39<00:00,  3.32it/s]
Epoch 0: |          | 1924/? [09:39<00:00,  3.32it/s]
Epoch 0: |          | 1925/? [09:39<00:00,  3.32it/s]
Epoch 0: |          | 1925/? [09:39<00:00,  3.32it/s]
Epoch 0: |          | 1926/? [09:40<00:00,  3.32it/s]
Epoch 0: |          | 1926/? [09:40<00:00,  3.32it/s]
Epoch 0: |          | 1927/? [09:40<00:00,  3.32it/s]
Epoch 0: |          | 1927/? [09:40<00:00,  3.32it/s]
Epoch 0: |          | 1928/? [09:40<00:00,  3.32it/s]
Epoch 0: |          | 1928/? [09:40<00:00,  3.32it/s]
Epoch 0: |          | 1929/? [09:40<00:00,  3.32it/s]
Epoch 0: |          | 1929/? [09:40<00:00,  3.32it/s]
Epoch 0: |          | 1930/? [09:41<00:00,  3.32it/s]
Epoch 0: |          | 1930/? [09:41<00:00,  3.32it/s]
Epoch 0: |          | 1931/? [09:41<00:00,  3.32it/s]
Epoch 0: |          | 1931/? [09:41<00:00,  3.32it/s]
Epoch 0: |          | 1932/? [09:41<00:00,  3.32it/s]
Epoch 0: |          | 1932/? [09:41<00:00,  3.32it/s]
Epoch 0: |          | 1933/? [09:42<00:00,  3.32it/s]
Epoch 0: |          | 1933/? [09:42<00:00,  3.32it/s]
Epoch 0: |          | 1934/? [09:42<00:00,  3.32it/s]
Epoch 0: |          | 1934/? [09:42<00:00,  3.32it/s]
Epoch 0: |          | 1935/? [09:42<00:00,  3.32it/s]
Epoch 0: |          | 1935/? [09:42<00:00,  3.32it/s]
Epoch 0: |          | 1936/? [09:42<00:00,  3.32it/s]
Epoch 0: |          | 1936/? [09:42<00:00,  3.32it/s]
Epoch 0: |          | 1937/? [09:43<00:00,  3.32it/s]
Epoch 0: |          | 1937/? [09:43<00:00,  3.32it/s]
Epoch 0: |          | 1938/? [09:43<00:00,  3.32it/s]
Epoch 0: |          | 1938/? [09:43<00:00,  3.32it/s]
Epoch 0: |          | 1939/? [09:43<00:00,  3.32it/s]
Epoch 0: |          | 1939/? [09:43<00:00,  3.32it/s]
Epoch 0: |          | 1940/? [09:44<00:00,  3.32it/s]
Epoch 0: |          | 1940/? [09:44<00:00,  3.32it/s]
Epoch 0: |          | 1941/? [09:44<00:00,  3.32it/s]
Epoch 0: |          | 1941/? [09:44<00:00,  3.32it/s]
Epoch 0: |          | 1942/? [09:44<00:00,  3.32it/s]
Epoch 0: |          | 1942/? [09:44<00:00,  3.32it/s]
Epoch 0: |          | 1943/? [09:44<00:00,  3.32it/s]
Epoch 0: |          | 1943/? [09:44<00:00,  3.32it/s]
Epoch 0: |          | 1944/? [09:45<00:00,  3.32it/s]
Epoch 0: |          | 1944/? [09:45<00:00,  3.32it/s]
Epoch 0: |          | 1945/? [09:45<00:00,  3.32it/s]
Epoch 0: |          | 1945/? [09:45<00:00,  3.32it/s]
Epoch 0: |          | 1946/? [09:45<00:00,  3.32it/s]
Epoch 0: |          | 1946/? [09:45<00:00,  3.32it/s]
Epoch 0: |          | 1947/? [09:46<00:00,  3.32it/s]
Epoch 0: |          | 1947/? [09:46<00:00,  3.32it/s]
Epoch 0: |          | 1948/? [09:46<00:00,  3.32it/s]
Epoch 0: |          | 1948/? [09:46<00:00,  3.32it/s]
Epoch 0: |          | 1949/? [09:46<00:00,  3.32it/s]
Epoch 0: |          | 1949/? [09:46<00:00,  3.32it/s]
Epoch 0: |          | 1950/? [09:46<00:00,  3.32it/s]
Epoch 0: |          | 1950/? [09:46<00:00,  3.32it/s]
Epoch 0: |          | 1951/? [09:47<00:00,  3.32it/s]
Epoch 0: |          | 1951/? [09:47<00:00,  3.32it/s]
Epoch 0: |          | 1952/? [09:47<00:00,  3.32it/s]
Epoch 0: |          | 1952/? [09:47<00:00,  3.32it/s]
Epoch 0: |          | 1953/? [09:47<00:00,  3.32it/s]
Epoch 0: |          | 1953/? [09:47<00:00,  3.32it/s]
Epoch 0: |          | 1954/? [09:48<00:00,  3.32it/s]
Epoch 0: |          | 1954/? [09:48<00:00,  3.32it/s]
Epoch 0: |          | 1955/? [09:48<00:00,  3.32it/s]
Epoch 0: |          | 1955/? [09:48<00:00,  3.32it/s]
Epoch 0: |          | 1956/? [09:48<00:00,  3.32it/s]
Epoch 0: |          | 1956/? [09:48<00:00,  3.32it/s]
Epoch 0: |          | 1957/? [09:48<00:00,  3.32it/s]
Epoch 0: |          | 1957/? [09:48<00:00,  3.32it/s]
Epoch 0: |          | 1958/? [09:49<00:00,  3.32it/s]
Epoch 0: |          | 1958/? [09:49<00:00,  3.32it/s]
Epoch 0: |          | 1959/? [09:49<00:00,  3.32it/s]
Epoch 0: |          | 1959/? [09:49<00:00,  3.32it/s]
Epoch 0: |          | 1960/? [09:49<00:00,  3.32it/s]
Epoch 0: |          | 1960/? [09:49<00:00,  3.32it/s]
Epoch 0: |          | 1961/? [09:50<00:00,  3.32it/s]
Epoch 0: |          | 1961/? [09:50<00:00,  3.32it/s]
Epoch 0: |          | 1962/? [09:50<00:00,  3.32it/s]
Epoch 0: |          | 1962/? [09:50<00:00,  3.32it/s]
Epoch 0: |          | 1963/? [09:50<00:00,  3.32it/s]
Epoch 0: |          | 1963/? [09:50<00:00,  3.32it/s]
Epoch 0: |          | 1964/? [09:50<00:00,  3.32it/s]
Epoch 0: |          | 1964/? [09:50<00:00,  3.32it/s]
Epoch 0: |          | 1965/? [09:51<00:00,  3.32it/s]
Epoch 0: |          | 1965/? [09:51<00:00,  3.32it/s]
Epoch 0: |          | 1966/? [09:51<00:00,  3.32it/s]
Epoch 0: |          | 1966/? [09:51<00:00,  3.32it/s]
Epoch 0: |          | 1967/? [09:51<00:00,  3.32it/s]
Epoch 0: |          | 1967/? [09:51<00:00,  3.32it/s]
Epoch 0: |          | 1968/? [09:52<00:00,  3.32it/s]
Epoch 0: |          | 1968/? [09:52<00:00,  3.32it/s]
Epoch 0: |          | 1969/? [09:52<00:00,  3.32it/s]
Epoch 0: |          | 1969/? [09:52<00:00,  3.32it/s]
Epoch 0: |          | 1970/? [09:52<00:00,  3.32it/s]
Epoch 0: |          | 1970/? [09:52<00:00,  3.32it/s]
Epoch 0: |          | 1971/? [09:52<00:00,  3.32it/s]
Epoch 0: |          | 1971/? [09:52<00:00,  3.32it/s]
Epoch 0: |          | 1972/? [09:53<00:00,  3.32it/s]
Epoch 0: |          | 1972/? [09:53<00:00,  3.32it/s]
Epoch 0: |          | 1973/? [09:53<00:00,  3.32it/s]
Epoch 0: |          | 1973/? [09:53<00:00,  3.32it/s]
Epoch 0: |          | 1974/? [09:53<00:00,  3.32it/s]
Epoch 0: |          | 1974/? [09:53<00:00,  3.32it/s]
Epoch 0: |          | 1975/? [09:54<00:00,  3.32it/s]
Epoch 0: |          | 1975/? [09:54<00:00,  3.32it/s]
Epoch 0: |          | 1976/? [09:54<00:00,  3.32it/s]
Epoch 0: |          | 1976/? [09:54<00:00,  3.32it/s]
Epoch 0: |          | 1977/? [09:54<00:00,  3.32it/s]
Epoch 0: |          | 1977/? [09:54<00:00,  3.32it/s]
Epoch 0: |          | 1978/? [09:54<00:00,  3.32it/s]
Epoch 0: |          | 1978/? [09:54<00:00,  3.32it/s]
Epoch 0: |          | 1979/? [09:55<00:00,  3.32it/s]
Epoch 0: |          | 1979/? [09:55<00:00,  3.32it/s]
Epoch 0: |          | 1980/? [09:55<00:00,  3.33it/s]
Epoch 0: |          | 1980/? [09:55<00:00,  3.33it/s]
Epoch 0: |          | 1981/? [09:55<00:00,  3.33it/s]
Epoch 0: |          | 1981/? [09:55<00:00,  3.33it/s]
Epoch 0: |          | 1982/? [09:56<00:00,  3.33it/s]
Epoch 0: |          | 1982/? [09:56<00:00,  3.33it/s]
Epoch 0: |          | 1983/? [09:56<00:00,  3.33it/s]
Epoch 0: |          | 1983/? [09:56<00:00,  3.33it/s]
Epoch 0: |          | 1984/? [09:56<00:00,  3.33it/s]
Epoch 0: |          | 1984/? [09:56<00:00,  3.33it/s]
Epoch 0: |          | 1985/? [09:56<00:00,  3.33it/s]
Epoch 0: |          | 1985/? [09:56<00:00,  3.33it/s]
Epoch 0: |          | 1986/? [09:57<00:00,  3.33it/s]
Epoch 0: |          | 1986/? [09:57<00:00,  3.33it/s]
Epoch 0: |          | 1987/? [09:57<00:00,  3.33it/s]
Epoch 0: |          | 1987/? [09:57<00:00,  3.33it/s]
Epoch 0: |          | 1988/? [09:57<00:00,  3.33it/s]
Epoch 0: |          | 1988/? [09:57<00:00,  3.33it/s]
Epoch 0: |          | 1989/? [09:58<00:00,  3.33it/s]
Epoch 0: |          | 1989/? [09:58<00:00,  3.33it/s]
Epoch 0: |          | 1990/? [09:58<00:00,  3.33it/s]
Epoch 0: |          | 1990/? [09:58<00:00,  3.33it/s]
Epoch 0: |          | 1991/? [09:58<00:00,  3.33it/s]
Epoch 0: |          | 1991/? [09:58<00:00,  3.33it/s]
Epoch 0: |          | 1992/? [09:58<00:00,  3.33it/s]
Epoch 0: |          | 1992/? [09:58<00:00,  3.33it/s]
Epoch 0: |          | 1993/? [09:59<00:00,  3.33it/s]
Epoch 0: |          | 1993/? [09:59<00:00,  3.33it/s]
Epoch 0: |          | 1994/? [09:59<00:00,  3.33it/s]
Epoch 0: |          | 1994/? [09:59<00:00,  3.33it/s]
Epoch 0: |          | 1995/? [09:59<00:00,  3.33it/s]
Epoch 0: |          | 1995/? [09:59<00:00,  3.33it/s]
Epoch 0: |          | 1996/? [10:00<00:00,  3.33it/s]
Epoch 0: |          | 1996/? [10:00<00:00,  3.33it/s]
Epoch 0: |          | 1997/? [10:00<00:00,  3.33it/s]
Epoch 0: |          | 1997/? [10:00<00:00,  3.33it/s]
Epoch 0: |          | 1998/? [10:00<00:00,  3.33it/s]
Epoch 0: |          | 1998/? [10:00<00:00,  3.33it/s]
Epoch 0: |          | 1999/? [10:00<00:00,  3.33it/s]
Epoch 0: |          | 1999/? [10:00<00:00,  3.33it/s]
Epoch 0: |          | 2000/? [10:01<00:00,  3.33it/s]
Epoch 0: |          | 2000/? [10:01<00:00,  3.33it/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, 27.99it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.90it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.58it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.42it/s][A
[A
Epoch 0: |          | 2000/? [10:02<00:00,  3.32it/s]
Epoch 0: |          | 2001/? [10:03<00:00,  3.31it/s]
Epoch 0: |          | 2001/? [10:03<00:00,  3.31it/s]
Epoch 0: |          | 2002/? [10:03<00:00,  3.31it/s]
Epoch 0: |          | 2002/? [10:03<00:00,  3.31it/s]
Epoch 0: |          | 2003/? [10:04<00:00,  3.32it/s]
Epoch 0: |          | 2003/? [10:04<00:00,  3.32it/s]
Epoch 0: |          | 2004/? [10:04<00:00,  3.32it/s]
Epoch 0: |          | 2004/? [10:04<00:00,  3.32it/s]
Epoch 0: |          | 2005/? [10:04<00:00,  3.32it/s]
Epoch 0: |          | 2005/? [10:04<00:00,  3.32it/s]
Epoch 0: |          | 2006/? [10:05<00:00,  3.32it/s]
Epoch 0: |          | 2006/? [10:05<00:00,  3.32it/s]
Epoch 0: |          | 2007/? [10:05<00:00,  3.32it/s]
Epoch 0: |          | 2007/? [10:05<00:00,  3.32it/s]
Epoch 0: |          | 2008/? [10:05<00:00,  3.32it/s]
Epoch 0: |          | 2008/? [10:05<00:00,  3.32it/s]
Epoch 0: |          | 2009/? [10:05<00:00,  3.32it/s]
Epoch 0: |          | 2009/? [10:05<00:00,  3.32it/s]
Epoch 0: |          | 2010/? [10:06<00:00,  3.32it/s]
Epoch 0: |          | 2010/? [10:06<00:00,  3.32it/s]
Epoch 0: |          | 2011/? [10:06<00:00,  3.32it/s]
Epoch 0: |          | 2011/? [10:06<00:00,  3.32it/s]
Epoch 0: |          | 2012/? [10:06<00:00,  3.32it/s]
Epoch 0: |          | 2012/? [10:06<00:00,  3.32it/s]
Epoch 0: |          | 2013/? [10:07<00:00,  3.32it/s]
Epoch 0: |          | 2013/? [10:07<00:00,  3.32it/s]
Epoch 0: |          | 2014/? [10:07<00:00,  3.32it/s]
Epoch 0: |          | 2014/? [10:07<00:00,  3.32it/s]
Epoch 0: |          | 2015/? [10:07<00:00,  3.32it/s]
Epoch 0: |          | 2015/? [10:07<00:00,  3.32it/s]
Epoch 0: |          | 2016/? [10:07<00:00,  3.32it/s]
Epoch 0: |          | 2016/? [10:07<00:00,  3.32it/s]
Epoch 0: |          | 2017/? [10:08<00:00,  3.32it/s]
Epoch 0: |          | 2017/? [10:08<00:00,  3.32it/s]
Epoch 0: |          | 2018/? [10:08<00:00,  3.32it/s]
Epoch 0: |          | 2018/? [10:08<00:00,  3.32it/s]
Epoch 0: |          | 2019/? [10:08<00:00,  3.32it/s]
Epoch 0: |          | 2019/? [10:08<00:00,  3.32it/s]
Epoch 0: |          | 2020/? [10:09<00:00,  3.32it/s]
Epoch 0: |          | 2020/? [10:09<00:00,  3.32it/s]
Epoch 0: |          | 2021/? [10:09<00:00,  3.32it/s]
Epoch 0: |          | 2021/? [10:09<00:00,  3.32it/s]
Epoch 0: |          | 2022/? [10:09<00:00,  3.32it/s]
Epoch 0: |          | 2022/? [10:09<00:00,  3.32it/s]
Epoch 0: |          | 2023/? [10:09<00:00,  3.32it/s]
Epoch 0: |          | 2023/? [10:09<00:00,  3.32it/s]
Epoch 0: |          | 2024/? [10:10<00:00,  3.32it/s]
Epoch 0: |          | 2024/? [10:10<00:00,  3.32it/s]
Epoch 0: |          | 2025/? [10:10<00:00,  3.32it/s]
Epoch 0: |          | 2025/? [10:10<00:00,  3.32it/s]
Epoch 0: |          | 2026/? [10:10<00:00,  3.32it/s]
Epoch 0: |          | 2026/? [10:10<00:00,  3.32it/s]
Epoch 0: |          | 2027/? [10:11<00:00,  3.32it/s]
Epoch 0: |          | 2027/? [10:11<00:00,  3.32it/s]
Epoch 0: |          | 2028/? [10:11<00:00,  3.32it/s]
Epoch 0: |          | 2028/? [10:11<00:00,  3.32it/s]
Epoch 0: |          | 2029/? [10:11<00:00,  3.32it/s]
Epoch 0: |          | 2029/? [10:11<00:00,  3.32it/s]
Epoch 0: |          | 2030/? [10:11<00:00,  3.32it/s]
Epoch 0: |          | 2030/? [10:11<00:00,  3.32it/s]
Epoch 0: |          | 2031/? [10:12<00:00,  3.32it/s]
Epoch 0: |          | 2031/? [10:12<00:00,  3.32it/s]
Epoch 0: |          | 2032/? [10:12<00:00,  3.32it/s]
Epoch 0: |          | 2032/? [10:12<00:00,  3.32it/s]
Epoch 0: |          | 2033/? [10:12<00:00,  3.32it/s]
Epoch 0: |          | 2033/? [10:12<00:00,  3.32it/s]
Epoch 0: |          | 2034/? [10:13<00:00,  3.32it/s]
Epoch 0: |          | 2034/? [10:13<00:00,  3.32it/s]
Epoch 0: |          | 2035/? [10:13<00:00,  3.32it/s]
Epoch 0: |          | 2035/? [10:13<00:00,  3.32it/s]
Epoch 0: |          | 2036/? [10:13<00:00,  3.32it/s]
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Epoch 0: |          | 2069/? [10:23<00:00,  3.32it/s]
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Epoch 0: |          | 2070/? [10:23<00:00,  3.32it/s]
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Epoch 0: |          | 2080/? [10:26<00:00,  3.32it/s]
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Epoch 0: |          | 2081/? [10:26<00:00,  3.32it/s]
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Epoch 0: |          | 2083/? [10:27<00:00,  3.32it/s]
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Epoch 0: |          | 2084/? [10:27<00:00,  3.32it/s]
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Epoch 0: |          | 2085/? [10:27<00:00,  3.32it/s]
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Epoch 0: |          | 2086/? [10:27<00:00,  3.32it/s]
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Epoch 0: |          | 2087/? [10:28<00:00,  3.32it/s]
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Epoch 0: |          | 2088/? [10:28<00:00,  3.32it/s]
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Epoch 0: |          | 2100/? [10:31<00:00,  3.32it/s]
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Epoch 0: |          | 2101/? [10:32<00:00,  3.32it/s]
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Epoch 0: |          | 2104/? [10:33<00:00,  3.32it/s]
Epoch 0: |          | 2105/? [10:33<00:00,  3.32it/s]
Epoch 0: |          | 2105/? [10:33<00:00,  3.32it/s]
Epoch 0: |          | 2106/? [10:33<00:00,  3.32it/s]
Epoch 0: |          | 2106/? [10:33<00:00,  3.32it/s]
Epoch 0: |          | 2107/? [10:33<00:00,  3.32it/s]
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Epoch 0: |          | 2108/? [10:34<00:00,  3.32it/s]
Epoch 0: |          | 2108/? [10:34<00:00,  3.32it/s]
Epoch 0: |          | 2109/? [10:34<00:00,  3.32it/s]
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Epoch 0: |          | 2110/? [10:34<00:00,  3.32it/s]
Epoch 0: |          | 2110/? [10:34<00:00,  3.32it/s]
Epoch 0: |          | 2111/? [10:35<00:00,  3.32it/s]
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Epoch 0: |          | 2112/? [10:35<00:00,  3.32it/s]
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Epoch 0: |          | 2113/? [10:35<00:00,  3.32it/s]
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Epoch 0: |          | 2116/? [10:36<00:00,  3.32it/s]
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Epoch 0: |          | 2119/? [10:37<00:00,  3.32it/s]
Epoch 0: |          | 2119/? [10:37<00:00,  3.32it/s]
Epoch 0: |          | 2120/? [10:37<00:00,  3.32it/s]
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Epoch 0: |          | 2138/? [10:42<00:00,  3.33it/s]
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Epoch 0: |          | 2140/? [10:43<00:00,  3.33it/s]
Epoch 0: |          | 2140/? [10:43<00:00,  3.33it/s]
Epoch 0: |          | 2141/? [10:43<00:00,  3.33it/s]
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Epoch 0: |          | 2142/? [10:43<00:00,  3.33it/s]
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Epoch 0: |          | 2143/? [10:44<00:00,  3.33it/s]
Epoch 0: |          | 2144/? [10:44<00:00,  3.33it/s]
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Epoch 0: |          | 2145/? [10:44<00:00,  3.33it/s]
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Epoch 0: |          | 2151/? [10:46<00:00,  3.33it/s]
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Epoch 0: |          | 2175/? [10:53<00:00,  3.33it/s]
Epoch 0: |          | 2176/? [10:53<00:00,  3.33it/s]
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Epoch 0: |          | 2179/? [10:54<00:00,  3.33it/s]
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Epoch 0: |          | 2180/? [10:54<00:00,  3.33it/s]
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Epoch 0: |          | 2181/? [10:54<00:00,  3.33it/s]
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Epoch 0: |          | 2182/? [10:55<00:00,  3.33it/s]
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Epoch 0: |          | 2183/? [10:55<00:00,  3.33it/s]
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Epoch 0: |          | 2185/? [10:56<00:00,  3.33it/s]
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Epoch 0: |          | 2186/? [10:56<00:00,  3.33it/s]
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Epoch 0: |          | 2188/? [10:56<00:00,  3.33it/s]
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Epoch 0: |          | 2189/? [10:57<00:00,  3.33it/s]
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Epoch 0: |          | 2190/? [10:57<00:00,  3.33it/s]
Epoch 0: |          | 2190/? [10:57<00:00,  3.33it/s]
Epoch 0: |          | 2191/? [10:57<00:00,  3.33it/s]
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Epoch 0: |          | 2192/? [10:58<00:00,  3.33it/s]
Epoch 0: |          | 2192/? [10:58<00:00,  3.33it/s]
Epoch 0: |          | 2193/? [10:58<00:00,  3.33it/s]
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Epoch 0: |          | 2194/? [10:58<00:00,  3.33it/s]
Epoch 0: |          | 2194/? [10:58<00:00,  3.33it/s]
Epoch 0: |          | 2195/? [10:58<00:00,  3.33it/s]
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Epoch 0: |          | 2196/? [10:59<00:00,  3.33it/s]
Epoch 0: |          | 2196/? [10:59<00:00,  3.33it/s]
Epoch 0: |          | 2197/? [10:59<00:00,  3.33it/s]
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Epoch 0: |          | 2198/? [10:59<00:00,  3.33it/s]
Epoch 0: |          | 2198/? [10:59<00:00,  3.33it/s]
Epoch 0: |          | 2199/? [11:00<00:00,  3.33it/s]
Epoch 0: |          | 2199/? [11:00<00:00,  3.33it/s]
Epoch 0: |          | 2200/? [11:00<00:00,  3.33it/s]
Epoch 0: |          | 2200/? [11:00<00:00,  3.33it/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, 29.26it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.90it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.56it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.40it/s][A
[A
Epoch 0: |          | 2200/? [11:01<00:00,  3.32it/s]
Epoch 0: |          | 2201/? [11:02<00:00,  3.32it/s]
Epoch 0: |          | 2201/? [11:02<00:00,  3.32it/s]
Epoch 0: |          | 2202/? [11:02<00:00,  3.32it/s]
Epoch 0: |          | 2202/? [11:02<00:00,  3.32it/s]
Epoch 0: |          | 2203/? [11:03<00:00,  3.32it/s]
Epoch 0: |          | 2203/? [11:03<00:00,  3.32it/s]
Epoch 0: |          | 2204/? [11:03<00:00,  3.32it/s]
Epoch 0: |          | 2204/? [11:03<00:00,  3.32it/s]
Epoch 0: |          | 2205/? [11:03<00:00,  3.32it/s]
Epoch 0: |          | 2205/? [11:03<00:00,  3.32it/s]
Epoch 0: |          | 2206/? [11:04<00:00,  3.32it/s]
Epoch 0: |          | 2206/? [11:04<00:00,  3.32it/s]
Epoch 0: |          | 2207/? [11:04<00:00,  3.32it/s]
Epoch 0: |          | 2207/? [11:04<00:00,  3.32it/s]
Epoch 0: |          | 2208/? [11:04<00:00,  3.32it/s]
Epoch 0: |          | 2208/? [11:04<00:00,  3.32it/s]
Epoch 0: |          | 2209/? [11:04<00:00,  3.32it/s]
Epoch 0: |          | 2209/? [11:04<00:00,  3.32it/s]
Epoch 0: |          | 2210/? [11:05<00:00,  3.32it/s]
Epoch 0: |          | 2210/? [11:05<00:00,  3.32it/s]
Epoch 0: |          | 2211/? [11:05<00:00,  3.32it/s]
Epoch 0: |          | 2211/? [11:05<00:00,  3.32it/s]
Epoch 0: |          | 2212/? [11:05<00:00,  3.32it/s]
Epoch 0: |          | 2212/? [11:05<00:00,  3.32it/s]
Epoch 0: |          | 2213/? [11:06<00:00,  3.32it/s]
Epoch 0: |          | 2213/? [11:06<00:00,  3.32it/s]
Epoch 0: |          | 2214/? [11:06<00:00,  3.32it/s]
Epoch 0: |          | 2214/? [11:06<00:00,  3.32it/s]
Epoch 0: |          | 2215/? [11:06<00:00,  3.32it/s]
Epoch 0: |          | 2215/? [11:06<00:00,  3.32it/s]
Epoch 0: |          | 2216/? [11:06<00:00,  3.32it/s]
Epoch 0: |          | 2216/? [11:06<00:00,  3.32it/s]
Epoch 0: |          | 2217/? [11:07<00:00,  3.32it/s]
Epoch 0: |          | 2217/? [11:07<00:00,  3.32it/s]
Epoch 0: |          | 2218/? [11:07<00:00,  3.32it/s]
Epoch 0: |          | 2218/? [11:07<00:00,  3.32it/s]
Epoch 0: |          | 2219/? [11:07<00:00,  3.32it/s]
Epoch 0: |          | 2219/? [11:07<00:00,  3.32it/s]
Epoch 0: |          | 2220/? [11:08<00:00,  3.32it/s]
Epoch 0: |          | 2220/? [11:08<00:00,  3.32it/s]
Epoch 0: |          | 2221/? [11:08<00:00,  3.32it/s]
Epoch 0: |          | 2221/? [11:08<00:00,  3.32it/s]
Epoch 0: |          | 2222/? [11:08<00:00,  3.32it/s]
Epoch 0: |          | 2222/? [11:08<00:00,  3.32it/s]
Epoch 0: |          | 2223/? [11:08<00:00,  3.32it/s]
Epoch 0: |          | 2223/? [11:08<00:00,  3.32it/s]
Epoch 0: |          | 2224/? [11:09<00:00,  3.32it/s]
Epoch 0: |          | 2224/? [11:09<00:00,  3.32it/s]
Epoch 0: |          | 2225/? [11:09<00:00,  3.32it/s]
Epoch 0: |          | 2225/? [11:09<00:00,  3.32it/s]
Epoch 0: |          | 2226/? [11:09<00:00,  3.32it/s]
Epoch 0: |          | 2226/? [11:09<00:00,  3.32it/s]
Epoch 0: |          | 2227/? [11:10<00:00,  3.32it/s]
Epoch 0: |          | 2227/? [11:10<00:00,  3.32it/s]
Epoch 0: |          | 2228/? [11:10<00:00,  3.32it/s]
Epoch 0: |          | 2228/? [11:10<00:00,  3.32it/s]
Epoch 0: |          | 2229/? [11:10<00:00,  3.32it/s]
Epoch 0: |          | 2229/? [11:10<00:00,  3.32it/s]
Epoch 0: |          | 2230/? [11:10<00:00,  3.32it/s]
Epoch 0: |          | 2230/? [11:10<00:00,  3.32it/s]
Epoch 0: |          | 2231/? [11:11<00:00,  3.32it/s]
Epoch 0: |          | 2231/? [11:11<00:00,  3.32it/s]
Epoch 0: |          | 2232/? [11:11<00:00,  3.32it/s]
Epoch 0: |          | 2232/? [11:11<00:00,  3.32it/s]
Epoch 0: |          | 2233/? [11:11<00:00,  3.32it/s]
Epoch 0: |          | 2233/? [11:11<00:00,  3.32it/s]
Epoch 0: |          | 2234/? [11:12<00:00,  3.32it/s]
Epoch 0: |          | 2234/? [11:12<00:00,  3.32it/s]
Epoch 0: |          | 2235/? [11:12<00:00,  3.32it/s]
Epoch 0: |          | 2235/? [11:12<00:00,  3.32it/s]
Epoch 0: |          | 2236/? [11:12<00:00,  3.32it/s]
Epoch 0: |          | 2236/? [11:12<00:00,  3.32it/s]
Epoch 0: |          | 2237/? [11:12<00:00,  3.32it/s]
Epoch 0: |          | 2237/? [11:12<00:00,  3.32it/s]
Epoch 0: |          | 2238/? [11:13<00:00,  3.32it/s]
Epoch 0: |          | 2238/? [11:13<00:00,  3.32it/s]
Epoch 0: |          | 2239/? [11:13<00:00,  3.32it/s]
Epoch 0: |          | 2239/? [11:13<00:00,  3.32it/s]
Epoch 0: |          | 2240/? [11:13<00:00,  3.32it/s]
Epoch 0: |          | 2240/? [11:13<00:00,  3.32it/s]
Epoch 0: |          | 2241/? [11:14<00:00,  3.32it/s]
Epoch 0: |          | 2241/? [11:14<00:00,  3.32it/s]
Epoch 0: |          | 2242/? [11:14<00:00,  3.32it/s]
Epoch 0: |          | 2242/? [11:14<00:00,  3.32it/s]
Epoch 0: |          | 2243/? [11:14<00:00,  3.32it/s]
Epoch 0: |          | 2243/? [11:14<00:00,  3.32it/s]
Epoch 0: |          | 2244/? [11:14<00:00,  3.32it/s]
Epoch 0: |          | 2244/? [11:14<00:00,  3.32it/s]
Epoch 0: |          | 2245/? [11:15<00:00,  3.33it/s]
Epoch 0: |          | 2245/? [11:15<00:00,  3.33it/s]
Epoch 0: |          | 2246/? [11:15<00:00,  3.33it/s]
Epoch 0: |          | 2246/? [11:15<00:00,  3.33it/s]
Epoch 0: |          | 2247/? [11:15<00:00,  3.33it/s]
Epoch 0: |          | 2247/? [11:15<00:00,  3.33it/s]
Epoch 0: |          | 2248/? [11:16<00:00,  3.33it/s]
Epoch 0: |          | 2248/? [11:16<00:00,  3.33it/s]
Epoch 0: |          | 2249/? [11:16<00:00,  3.33it/s]
Epoch 0: |          | 2249/? [11:16<00:00,  3.33it/s]
Epoch 0: |          | 2250/? [11:16<00:00,  3.33it/s]
Epoch 0: |          | 2250/? [11:16<00:00,  3.33it/s]
Epoch 0: |          | 2251/? [11:16<00:00,  3.33it/s]
Epoch 0: |          | 2251/? [11:16<00:00,  3.33it/s]
Epoch 0: |          | 2252/? [11:17<00:00,  3.33it/s]
Epoch 0: |          | 2252/? [11:17<00:00,  3.33it/s]
Epoch 0: |          | 2253/? [11:17<00:00,  3.33it/s]
Epoch 0: |          | 2253/? [11:17<00:00,  3.33it/s]
Epoch 0: |          | 2254/? [11:17<00:00,  3.33it/s]
Epoch 0: |          | 2254/? [11:17<00:00,  3.33it/s]
Epoch 0: |          | 2255/? [11:18<00:00,  3.33it/s]
Epoch 0: |          | 2255/? [11:18<00:00,  3.33it/s]
Epoch 0: |          | 2256/? [11:18<00:00,  3.33it/s]
Epoch 0: |          | 2256/? [11:18<00:00,  3.33it/s]
Epoch 0: |          | 2257/? [11:18<00:00,  3.33it/s]
Epoch 0: |          | 2257/? [11:18<00:00,  3.33it/s]
Epoch 0: |          | 2258/? [11:18<00:00,  3.33it/s]
Epoch 0: |          | 2258/? [11:18<00:00,  3.33it/s]
Epoch 0: |          | 2259/? [11:19<00:00,  3.33it/s]
Epoch 0: |          | 2259/? [11:19<00:00,  3.33it/s]
Epoch 0: |          | 2260/? [11:19<00:00,  3.33it/s]
Epoch 0: |          | 2260/? [11:19<00:00,  3.33it/s]
Epoch 0: |          | 2261/? [11:19<00:00,  3.33it/s]
Epoch 0: |          | 2261/? [11:19<00:00,  3.33it/s]
Epoch 0: |          | 2262/? [11:20<00:00,  3.33it/s]
Epoch 0: |          | 2262/? [11:20<00:00,  3.33it/s]
Epoch 0: |          | 2263/? [11:20<00:00,  3.33it/s]
Epoch 0: |          | 2263/? [11:20<00:00,  3.33it/s]
Epoch 0: |          | 2264/? [11:20<00:00,  3.33it/s]
Epoch 0: |          | 2264/? [11:20<00:00,  3.33it/s]
Epoch 0: |          | 2265/? [11:20<00:00,  3.33it/s]
Epoch 0: |          | 2265/? [11:20<00:00,  3.33it/s]
Epoch 0: |          | 2266/? [11:21<00:00,  3.33it/s]
Epoch 0: |          | 2266/? [11:21<00:00,  3.33it/s]
Epoch 0: |          | 2267/? [11:21<00:00,  3.33it/s]
Epoch 0: |          | 2267/? [11:21<00:00,  3.33it/s]
Epoch 0: |          | 2268/? [11:21<00:00,  3.33it/s]
Epoch 0: |          | 2268/? [11:21<00:00,  3.33it/s]
Epoch 0: |          | 2269/? [11:22<00:00,  3.33it/s]
Epoch 0: |          | 2269/? [11:22<00:00,  3.33it/s]
Epoch 0: |          | 2270/? [11:22<00:00,  3.33it/s]
Epoch 0: |          | 2270/? [11:22<00:00,  3.33it/s]
Epoch 0: |          | 2271/? [11:22<00:00,  3.33it/s]
Epoch 0: |          | 2271/? [11:22<00:00,  3.33it/s]
Epoch 0: |          | 2272/? [11:22<00:00,  3.33it/s]
Epoch 0: |          | 2272/? [11:22<00:00,  3.33it/s]
Epoch 0: |          | 2273/? [11:23<00:00,  3.33it/s]
Epoch 0: |          | 2273/? [11:23<00:00,  3.33it/s]
Epoch 0: |          | 2274/? [11:23<00:00,  3.33it/s]
Epoch 0: |          | 2274/? [11:23<00:00,  3.33it/s]
Epoch 0: |          | 2275/? [11:23<00:00,  3.33it/s]
Epoch 0: |          | 2275/? [11:23<00:00,  3.33it/s]
Epoch 0: |          | 2276/? [11:23<00:00,  3.33it/s]
Epoch 0: |          | 2276/? [11:23<00:00,  3.33it/s]
Epoch 0: |          | 2277/? [11:24<00:00,  3.33it/s]
Epoch 0: |          | 2277/? [11:24<00:00,  3.33it/s]
Epoch 0: |          | 2278/? [11:24<00:00,  3.33it/s]
Epoch 0: |          | 2278/? [11:24<00:00,  3.33it/s]
Epoch 0: |          | 2279/? [11:24<00:00,  3.33it/s]
Epoch 0: |          | 2279/? [11:24<00:00,  3.33it/s]
Epoch 0: |          | 2280/? [11:25<00:00,  3.33it/s]
Epoch 0: |          | 2280/? [11:25<00:00,  3.33it/s]
Epoch 0: |          | 2281/? [11:25<00:00,  3.33it/s]
Epoch 0: |          | 2281/? [11:25<00:00,  3.33it/s]
Epoch 0: |          | 2282/? [11:25<00:00,  3.33it/s]
Epoch 0: |          | 2282/? [11:25<00:00,  3.33it/s]
Epoch 0: |          | 2283/? [11:26<00:00,  3.33it/s]
Epoch 0: |          | 2283/? [11:26<00:00,  3.33it/s]
Epoch 0: |          | 2284/? [11:26<00:00,  3.33it/s]
Epoch 0: |          | 2284/? [11:26<00:00,  3.33it/s]
Epoch 0: |          | 2285/? [11:26<00:00,  3.33it/s]
Epoch 0: |          | 2285/? [11:26<00:00,  3.33it/s]
Epoch 0: |          | 2286/? [11:26<00:00,  3.33it/s]
Epoch 0: |          | 2286/? [11:26<00:00,  3.33it/s]
Epoch 0: |          | 2287/? [11:27<00:00,  3.33it/s]
Epoch 0: |          | 2287/? [11:27<00:00,  3.33it/s]
Epoch 0: |          | 2288/? [11:27<00:00,  3.33it/s]
Epoch 0: |          | 2288/? [11:27<00:00,  3.33it/s]
Epoch 0: |          | 2289/? [11:27<00:00,  3.33it/s]
Epoch 0: |          | 2289/? [11:27<00:00,  3.33it/s]
Epoch 0: |          | 2290/? [11:28<00:00,  3.33it/s]
Epoch 0: |          | 2290/? [11:28<00:00,  3.33it/s]
Epoch 0: |          | 2291/? [11:28<00:00,  3.33it/s]
Epoch 0: |          | 2291/? [11:28<00:00,  3.33it/s]
Epoch 0: |          | 2292/? [11:28<00:00,  3.33it/s]
Epoch 0: |          | 2292/? [11:28<00:00,  3.33it/s]
Epoch 0: |          | 2293/? [11:28<00:00,  3.33it/s]
Epoch 0: |          | 2293/? [11:28<00:00,  3.33it/s]
Epoch 0: |          | 2294/? [11:29<00:00,  3.33it/s]
Epoch 0: |          | 2294/? [11:29<00:00,  3.33it/s]
Epoch 0: |          | 2295/? [11:29<00:00,  3.33it/s]
Epoch 0: |          | 2295/? [11:29<00:00,  3.33it/s]
Epoch 0: |          | 2296/? [11:29<00:00,  3.33it/s]
Epoch 0: |          | 2296/? [11:29<00:00,  3.33it/s]
Epoch 0: |          | 2297/? [11:29<00:00,  3.33it/s]
Epoch 0: |          | 2297/? [11:29<00:00,  3.33it/s]
Epoch 0: |          | 2298/? [11:30<00:00,  3.33it/s]
Epoch 0: |          | 2298/? [11:30<00:00,  3.33it/s]
Epoch 0: |          | 2299/? [11:30<00:00,  3.33it/s]
Epoch 0: |          | 2299/? [11:30<00:00,  3.33it/s]
Epoch 0: |          | 2300/? [11:30<00:00,  3.33it/s]
Epoch 0: |          | 2300/? [11:30<00:00,  3.33it/s]
Epoch 0: |          | 2301/? [11:31<00:00,  3.33it/s]
Epoch 0: |          | 2301/? [11:31<00:00,  3.33it/s]
Epoch 0: |          | 2302/? [11:31<00:00,  3.33it/s]
Epoch 0: |          | 2302/? [11:31<00:00,  3.33it/s]
Epoch 0: |          | 2303/? [11:31<00:00,  3.33it/s]
Epoch 0: |          | 2303/? [11:31<00:00,  3.33it/s]
Epoch 0: |          | 2304/? [11:31<00:00,  3.33it/s]
Epoch 0: |          | 2304/? [11:31<00:00,  3.33it/s]
Epoch 0: |          | 2305/? [11:32<00:00,  3.33it/s]
Epoch 0: |          | 2305/? [11:32<00:00,  3.33it/s]
Epoch 0: |          | 2306/? [11:32<00:00,  3.33it/s]
Epoch 0: |          | 2306/? [11:32<00:00,  3.33it/s]
Epoch 0: |          | 2307/? [11:32<00:00,  3.33it/s]
Epoch 0: |          | 2307/? [11:32<00:00,  3.33it/s]
Epoch 0: |          | 2308/? [11:33<00:00,  3.33it/s]
Epoch 0: |          | 2308/? [11:33<00:00,  3.33it/s]
Epoch 0: |          | 2309/? [11:33<00:00,  3.33it/s]
Epoch 0: |          | 2309/? [11:33<00:00,  3.33it/s]
Epoch 0: |          | 2310/? [11:33<00:00,  3.33it/s]
Epoch 0: |          | 2310/? [11:33<00:00,  3.33it/s]
Epoch 0: |          | 2311/? [11:33<00:00,  3.33it/s]
Epoch 0: |          | 2311/? [11:33<00:00,  3.33it/s]
Epoch 0: |          | 2312/? [11:34<00:00,  3.33it/s]
Epoch 0: |          | 2312/? [11:34<00:00,  3.33it/s]
Epoch 0: |          | 2313/? [11:34<00:00,  3.33it/s]
Epoch 0: |          | 2313/? [11:34<00:00,  3.33it/s]
Epoch 0: |          | 2314/? [11:34<00:00,  3.33it/s]
Epoch 0: |          | 2314/? [11:34<00:00,  3.33it/s]
Epoch 0: |          | 2315/? [11:35<00:00,  3.33it/s]
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Epoch 0: |          | 2316/? [11:35<00:00,  3.33it/s]
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Epoch 0: |          | 2319/? [11:36<00:00,  3.33it/s]
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Epoch 0: |          | 2320/? [11:36<00:00,  3.33it/s]
Epoch 0: |          | 2321/? [11:36<00:00,  3.33it/s]
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Epoch 0: |          | 2322/? [11:37<00:00,  3.33it/s]
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Epoch 0: |          | 2325/? [11:37<00:00,  3.33it/s]
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Epoch 0: |          | 2326/? [11:38<00:00,  3.33it/s]
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Epoch 0: |          | 2327/? [11:38<00:00,  3.33it/s]
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Epoch 0: |          | 2328/? [11:38<00:00,  3.33it/s]
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Epoch 0: |          | 2329/? [11:39<00:00,  3.33it/s]
Epoch 0: |          | 2329/? [11:39<00:00,  3.33it/s]
Epoch 0: |          | 2330/? [11:39<00:00,  3.33it/s]
Epoch 0: |          | 2330/? [11:39<00:00,  3.33it/s]
Epoch 0: |          | 2331/? [11:39<00:00,  3.33it/s]
Epoch 0: |          | 2331/? [11:39<00:00,  3.33it/s]
Epoch 0: |          | 2332/? [11:39<00:00,  3.33it/s]
Epoch 0: |          | 2332/? [11:39<00:00,  3.33it/s]
Epoch 0: |          | 2333/? [11:40<00:00,  3.33it/s]
Epoch 0: |          | 2333/? [11:40<00:00,  3.33it/s]
Epoch 0: |          | 2334/? [11:40<00:00,  3.33it/s]
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Epoch 0: |          | 2335/? [11:40<00:00,  3.33it/s]
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Epoch 0: |          | 2336/? [11:41<00:00,  3.33it/s]
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Epoch 0: |          | 2337/? [11:41<00:00,  3.33it/s]
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Epoch 0: |          | 2338/? [11:41<00:00,  3.33it/s]
Epoch 0: |          | 2338/? [11:41<00:00,  3.33it/s]
Epoch 0: |          | 2339/? [11:41<00:00,  3.33it/s]
Epoch 0: |          | 2339/? [11:41<00:00,  3.33it/s]
Epoch 0: |          | 2340/? [11:42<00:00,  3.33it/s]
Epoch 0: |          | 2340/? [11:42<00:00,  3.33it/s]
Epoch 0: |          | 2341/? [11:42<00:00,  3.33it/s]
Epoch 0: |          | 2341/? [11:42<00:00,  3.33it/s]
Epoch 0: |          | 2342/? [11:42<00:00,  3.33it/s]
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Epoch 0: |          | 2343/? [11:43<00:00,  3.33it/s]
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Epoch 0: |          | 2344/? [11:43<00:00,  3.33it/s]
Epoch 0: |          | 2344/? [11:43<00:00,  3.33it/s]
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Epoch 0: |          | 2347/? [11:44<00:00,  3.33it/s]
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Epoch 0: |          | 2348/? [11:44<00:00,  3.33it/s]
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Epoch 0: |          | 2349/? [11:44<00:00,  3.33it/s]
Epoch 0: |          | 2349/? [11:44<00:00,  3.33it/s]
Epoch 0: |          | 2350/? [11:45<00:00,  3.33it/s]
Epoch 0: |          | 2350/? [11:45<00:00,  3.33it/s]
Epoch 0: |          | 2351/? [11:45<00:00,  3.33it/s]
Epoch 0: |          | 2351/? [11:45<00:00,  3.33it/s]
Epoch 0: |          | 2352/? [11:45<00:00,  3.33it/s]
Epoch 0: |          | 2352/? [11:45<00:00,  3.33it/s]
Epoch 0: |          | 2353/? [11:45<00:00,  3.33it/s]
Epoch 0: |          | 2353/? [11:45<00:00,  3.33it/s]
Epoch 0: |          | 2354/? [11:46<00:00,  3.33it/s]
Epoch 0: |          | 2354/? [11:46<00:00,  3.33it/s]
Epoch 0: |          | 2355/? [11:46<00:00,  3.33it/s]
Epoch 0: |          | 2355/? [11:46<00:00,  3.33it/s]
Epoch 0: |          | 2356/? [11:46<00:00,  3.33it/s]
Epoch 0: |          | 2356/? [11:46<00:00,  3.33it/s]
Epoch 0: |          | 2357/? [11:47<00:00,  3.33it/s]
Epoch 0: |          | 2357/? [11:47<00:00,  3.33it/s]
Epoch 0: |          | 2358/? [11:47<00:00,  3.33it/s]
Epoch 0: |          | 2358/? [11:47<00:00,  3.33it/s]
Epoch 0: |          | 2359/? [11:47<00:00,  3.33it/s]
Epoch 0: |          | 2359/? [11:47<00:00,  3.33it/s]
Epoch 0: |          | 2360/? [11:47<00:00,  3.33it/s]
Epoch 0: |          | 2360/? [11:47<00:00,  3.33it/s]
Epoch 0: |          | 2361/? [11:48<00:00,  3.33it/s]
Epoch 0: |          | 2361/? [11:48<00:00,  3.33it/s]
Epoch 0: |          | 2362/? [11:48<00:00,  3.33it/s]
Epoch 0: |          | 2362/? [11:48<00:00,  3.33it/s]
Epoch 0: |          | 2363/? [11:48<00:00,  3.33it/s]
Epoch 0: |          | 2363/? [11:48<00:00,  3.33it/s]
Epoch 0: |          | 2364/? [11:49<00:00,  3.33it/s]
Epoch 0: |          | 2364/? [11:49<00:00,  3.33it/s]
Epoch 0: |          | 2365/? [11:49<00:00,  3.33it/s]
Epoch 0: |          | 2365/? [11:49<00:00,  3.33it/s]
Epoch 0: |          | 2366/? [11:49<00:00,  3.33it/s]
Epoch 0: |          | 2366/? [11:49<00:00,  3.33it/s]
Epoch 0: |          | 2367/? [11:49<00:00,  3.33it/s]
Epoch 0: |          | 2367/? [11:49<00:00,  3.33it/s]
Epoch 0: |          | 2368/? [11:50<00:00,  3.33it/s]
Epoch 0: |          | 2368/? [11:50<00:00,  3.33it/s]
Epoch 0: |          | 2369/? [11:50<00:00,  3.33it/s]
Epoch 0: |          | 2369/? [11:50<00:00,  3.33it/s]
Epoch 0: |          | 2370/? [11:50<00:00,  3.33it/s]
Epoch 0: |          | 2370/? [11:50<00:00,  3.33it/s]
Epoch 0: |          | 2371/? [11:51<00:00,  3.33it/s]
Epoch 0: |          | 2371/? [11:51<00:00,  3.33it/s]
Epoch 0: |          | 2372/? [11:51<00:00,  3.33it/s]
Epoch 0: |          | 2372/? [11:51<00:00,  3.33it/s]
Epoch 0: |          | 2373/? [11:51<00:00,  3.33it/s]
Epoch 0: |          | 2373/? [11:51<00:00,  3.33it/s]
Epoch 0: |          | 2374/? [11:51<00:00,  3.33it/s]
Epoch 0: |          | 2374/? [11:51<00:00,  3.33it/s]
Epoch 0: |          | 2375/? [11:52<00:00,  3.33it/s]
Epoch 0: |          | 2375/? [11:52<00:00,  3.33it/s]
Epoch 0: |          | 2376/? [11:52<00:00,  3.33it/s]
Epoch 0: |          | 2376/? [11:52<00:00,  3.33it/s]
Epoch 0: |          | 2377/? [11:52<00:00,  3.33it/s]
Epoch 0: |          | 2377/? [11:52<00:00,  3.33it/s]
Epoch 0: |          | 2378/? [11:53<00:00,  3.33it/s]
Epoch 0: |          | 2378/? [11:53<00:00,  3.33it/s]
Epoch 0: |          | 2379/? [11:53<00:00,  3.33it/s]
Epoch 0: |          | 2379/? [11:53<00:00,  3.33it/s]
Epoch 0: |          | 2380/? [11:53<00:00,  3.33it/s]
Epoch 0: |          | 2380/? [11:53<00:00,  3.33it/s]
Epoch 0: |          | 2381/? [11:53<00:00,  3.33it/s]
Epoch 0: |          | 2381/? [11:53<00:00,  3.33it/s]
Epoch 0: |          | 2382/? [11:54<00:00,  3.33it/s]
Epoch 0: |          | 2382/? [11:54<00:00,  3.33it/s]
Epoch 0: |          | 2383/? [11:54<00:00,  3.34it/s]
Epoch 0: |          | 2383/? [11:54<00:00,  3.34it/s]
Epoch 0: |          | 2384/? [11:54<00:00,  3.34it/s]
Epoch 0: |          | 2384/? [11:54<00:00,  3.34it/s]
Epoch 0: |          | 2385/? [11:55<00:00,  3.34it/s]
Epoch 0: |          | 2385/? [11:55<00:00,  3.34it/s]
Epoch 0: |          | 2386/? [11:55<00:00,  3.34it/s]
Epoch 0: |          | 2386/? [11:55<00:00,  3.34it/s]
Epoch 0: |          | 2387/? [11:55<00:00,  3.34it/s]
Epoch 0: |          | 2387/? [11:55<00:00,  3.34it/s]
Epoch 0: |          | 2388/? [11:55<00:00,  3.34it/s]
Epoch 0: |          | 2388/? [11:55<00:00,  3.34it/s]
Epoch 0: |          | 2389/? [11:56<00:00,  3.34it/s]
Epoch 0: |          | 2389/? [11:56<00:00,  3.34it/s]
Epoch 0: |          | 2390/? [11:56<00:00,  3.34it/s]
Epoch 0: |          | 2390/? [11:56<00:00,  3.34it/s]
Epoch 0: |          | 2391/? [11:56<00:00,  3.34it/s]
Epoch 0: |          | 2391/? [11:56<00:00,  3.34it/s]
Epoch 0: |          | 2392/? [11:57<00:00,  3.34it/s]
Epoch 0: |          | 2392/? [11:57<00:00,  3.34it/s]
Epoch 0: |          | 2393/? [11:57<00:00,  3.34it/s]
Epoch 0: |          | 2393/? [11:57<00:00,  3.34it/s]
Epoch 0: |          | 2394/? [11:57<00:00,  3.34it/s]
Epoch 0: |          | 2394/? [11:57<00:00,  3.34it/s]
Epoch 0: |          | 2395/? [11:57<00:00,  3.34it/s]
Epoch 0: |          | 2395/? [11:57<00:00,  3.34it/s]
Epoch 0: |          | 2396/? [11:58<00:00,  3.34it/s]
Epoch 0: |          | 2396/? [11:58<00:00,  3.34it/s]
Epoch 0: |          | 2397/? [11:58<00:00,  3.34it/s]
Epoch 0: |          | 2397/? [11:58<00:00,  3.34it/s]
Epoch 0: |          | 2398/? [11:58<00:00,  3.34it/s]
Epoch 0: |          | 2398/? [11:58<00:00,  3.34it/s]
Epoch 0: |          | 2399/? [11:59<00:00,  3.34it/s]
Epoch 0: |          | 2399/? [11:59<00:00,  3.34it/s]
Epoch 0: |          | 2400/? [11:59<00:00,  3.34it/s]
Epoch 0: |          | 2400/? [11:59<00:00,  3.34it/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, 28.82it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.88it/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,  3.39it/s][A
[A
Epoch 0: |          | 2400/? [12:00<00:00,  3.33it/s]
Epoch 0: |          | 2401/? [12:01<00:00,  3.33it/s]
Epoch 0: |          | 2401/? [12:01<00:00,  3.33it/s]
Epoch 0: |          | 2402/? [12:01<00:00,  3.33it/s]
Epoch 0: |          | 2402/? [12:01<00:00,  3.33it/s]
Epoch 0: |          | 2403/? [12:02<00:00,  3.33it/s]
Epoch 0: |          | 2403/? [12:02<00:00,  3.33it/s]
Epoch 0: |          | 2404/? [12:02<00:00,  3.33it/s]
Epoch 0: |          | 2404/? [12:02<00:00,  3.33it/s]
Epoch 0: |          | 2405/? [12:02<00:00,  3.33it/s]
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Epoch 0: |          | 2406/? [12:03<00:00,  3.33it/s]
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Epoch 0: |          | 2407/? [12:03<00:00,  3.33it/s]
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Epoch 0: |          | 2408/? [12:03<00:00,  3.33it/s]
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Epoch 0: |          | 2409/? [12:03<00:00,  3.33it/s]
Epoch 0: |          | 2409/? [12:03<00:00,  3.33it/s]
Epoch 0: |          | 2410/? [12:04<00:00,  3.33it/s]
Epoch 0: |          | 2410/? [12:04<00:00,  3.33it/s]
Epoch 0: |          | 2411/? [12:04<00:00,  3.33it/s]
Epoch 0: |          | 2411/? [12:04<00:00,  3.33it/s]
Epoch 0: |          | 2412/? [12:04<00:00,  3.33it/s]
Epoch 0: |          | 2412/? [12:04<00:00,  3.33it/s]
Epoch 0: |          | 2413/? [12:05<00:00,  3.33it/s]
Epoch 0: |          | 2413/? [12:05<00:00,  3.33it/s]
Epoch 0: |          | 2414/? [12:05<00:00,  3.33it/s]
Epoch 0: |          | 2414/? [12:05<00:00,  3.33it/s]
Epoch 0: |          | 2415/? [12:05<00:00,  3.33it/s]
Epoch 0: |          | 2415/? [12:05<00:00,  3.33it/s]
Epoch 0: |          | 2416/? [12:05<00:00,  3.33it/s]
Epoch 0: |          | 2416/? [12:05<00:00,  3.33it/s]
Epoch 0: |          | 2417/? [12:06<00:00,  3.33it/s]
Epoch 0: |          | 2417/? [12:06<00:00,  3.33it/s]
Epoch 0: |          | 2418/? [12:06<00:00,  3.33it/s]
Epoch 0: |          | 2418/? [12:06<00:00,  3.33it/s]
Epoch 0: |          | 2419/? [12:06<00:00,  3.33it/s]
Epoch 0: |          | 2419/? [12:06<00:00,  3.33it/s]
Epoch 0: |          | 2420/? [12:07<00:00,  3.33it/s]
Epoch 0: |          | 2420/? [12:07<00:00,  3.33it/s]
Epoch 0: |          | 2421/? [12:07<00:00,  3.33it/s]
Epoch 0: |          | 2421/? [12:07<00:00,  3.33it/s]
Epoch 0: |          | 2422/? [12:07<00:00,  3.33it/s]
Epoch 0: |          | 2422/? [12:07<00:00,  3.33it/s]
Epoch 0: |          | 2423/? [12:07<00:00,  3.33it/s]
Epoch 0: |          | 2423/? [12:07<00:00,  3.33it/s]
Epoch 0: |          | 2424/? [12:08<00:00,  3.33it/s]
Epoch 0: |          | 2424/? [12:08<00:00,  3.33it/s]
Epoch 0: |          | 2425/? [12:08<00:00,  3.33it/s]
Epoch 0: |          | 2425/? [12:08<00:00,  3.33it/s]
Epoch 0: |          | 2426/? [12:08<00:00,  3.33it/s]
Epoch 0: |          | 2426/? [12:08<00:00,  3.33it/s]
Epoch 0: |          | 2427/? [12:09<00:00,  3.33it/s]
Epoch 0: |          | 2427/? [12:09<00:00,  3.33it/s]
Epoch 0: |          | 2428/? [12:09<00:00,  3.33it/s]
Epoch 0: |          | 2428/? [12:09<00:00,  3.33it/s]
Epoch 0: |          | 2429/? [12:09<00:00,  3.33it/s]
Epoch 0: |          | 2429/? [12:09<00:00,  3.33it/s]
Epoch 0: |          | 2430/? [12:09<00:00,  3.33it/s]
Epoch 0: |          | 2430/? [12:09<00:00,  3.33it/s]
Epoch 0: |          | 2431/? [12:10<00:00,  3.33it/s]
Epoch 0: |          | 2431/? [12:10<00:00,  3.33it/s]
Epoch 0: |          | 2432/? [12:10<00:00,  3.33it/s]
Epoch 0: |          | 2432/? [12:10<00:00,  3.33it/s]
Epoch 0: |          | 2433/? [12:10<00:00,  3.33it/s]
Epoch 0: |          | 2433/? [12:10<00:00,  3.33it/s]
Epoch 0: |          | 2434/? [12:11<00:00,  3.33it/s]
Epoch 0: |          | 2434/? [12:11<00:00,  3.33it/s]
Epoch 0: |          | 2435/? [12:11<00:00,  3.33it/s]
Epoch 0: |          | 2435/? [12:11<00:00,  3.33it/s]
Epoch 0: |          | 2436/? [12:11<00:00,  3.33it/s]
Epoch 0: |          | 2436/? [12:11<00:00,  3.33it/s]
Epoch 0: |          | 2437/? [12:11<00:00,  3.33it/s]
Epoch 0: |          | 2437/? [12:11<00:00,  3.33it/s]
Epoch 0: |          | 2438/? [12:12<00:00,  3.33it/s]
Epoch 0: |          | 2438/? [12:12<00:00,  3.33it/s]
Epoch 0: |          | 2439/? [12:12<00:00,  3.33it/s]
Epoch 0: |          | 2439/? [12:12<00:00,  3.33it/s]
Epoch 0: |          | 2440/? [12:12<00:00,  3.33it/s]
Epoch 0: |          | 2440/? [12:12<00:00,  3.33it/s]
Epoch 0: |          | 2441/? [12:13<00:00,  3.33it/s]
Epoch 0: |          | 2441/? [12:13<00:00,  3.33it/s]
Epoch 0: |          | 2442/? [12:13<00:00,  3.33it/s]
Epoch 0: |          | 2442/? [12:13<00:00,  3.33it/s]
Epoch 0: |          | 2443/? [12:13<00:00,  3.33it/s]
Epoch 0: |          | 2443/? [12:13<00:00,  3.33it/s]
Epoch 0: |          | 2444/? [12:13<00:00,  3.33it/s]
Epoch 0: |          | 2444/? [12:13<00:00,  3.33it/s]
Epoch 0: |          | 2445/? [12:14<00:00,  3.33it/s]
Epoch 0: |          | 2445/? [12:14<00:00,  3.33it/s]
Epoch 0: |          | 2446/? [12:14<00:00,  3.33it/s]
Epoch 0: |          | 2446/? [12:14<00:00,  3.33it/s]
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Epoch 0: |          | 2504/? [12:31<00:00,  3.33it/s]
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Epoch 0: |          | 2511/? [12:33<00:00,  3.33it/s]
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Epoch 0: |          | 2513/? [12:33<00:00,  3.33it/s]
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Epoch 0: |          | 2514/? [12:33<00:00,  3.33it/s]
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Epoch 0: |          | 2515/? [12:34<00:00,  3.33it/s]
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Epoch 0: |          | 2516/? [12:34<00:00,  3.33it/s]
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Epoch 0: |          | 2517/? [12:34<00:00,  3.33it/s]
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Epoch 0: |          | 2518/? [12:35<00:00,  3.33it/s]
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Epoch 0: |          | 2521/? [12:35<00:00,  3.34it/s]
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Epoch 0: |          | 2522/? [12:36<00:00,  3.34it/s]
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Epoch 0: |          | 2523/? [12:36<00:00,  3.34it/s]
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Epoch 0: |          | 2586/? [12:54<00:00,  3.34it/s]
Epoch 0: |          | 2587/? [12:54<00:00,  3.34it/s]
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Epoch 0: |          | 2588/? [12:55<00:00,  3.34it/s]
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Epoch 0: |          | 2589/? [12:55<00:00,  3.34it/s]
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Epoch 0: |          | 2590/? [12:55<00:00,  3.34it/s]
Epoch 0: |          | 2590/? [12:55<00:00,  3.34it/s]
Epoch 0: |          | 2591/? [12:55<00:00,  3.34it/s]
Epoch 0: |          | 2591/? [12:55<00:00,  3.34it/s]
Epoch 0: |          | 2592/? [12:56<00:00,  3.34it/s]
Epoch 0: |          | 2592/? [12:56<00:00,  3.34it/s]
Epoch 0: |          | 2593/? [12:56<00:00,  3.34it/s]
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Epoch 0: |          | 2594/? [12:56<00:00,  3.34it/s]
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Epoch 0: |          | 2595/? [12:57<00:00,  3.34it/s]
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Epoch 0: |          | 2596/? [12:57<00:00,  3.34it/s]
Epoch 0: |          | 2596/? [12:57<00:00,  3.34it/s]
Epoch 0: |          | 2597/? [12:57<00:00,  3.34it/s]
Epoch 0: |          | 2597/? [12:57<00:00,  3.34it/s]
Epoch 0: |          | 2598/? [12:57<00:00,  3.34it/s]
Epoch 0: |          | 2598/? [12:57<00:00,  3.34it/s]
Epoch 0: |          | 2599/? [12:58<00:00,  3.34it/s]
Epoch 0: |          | 2599/? [12:58<00:00,  3.34it/s]
Epoch 0: |          | 2600/? [12:58<00:00,  3.34it/s]
Epoch 0: |          | 2600/? [12:58<00:00,  3.34it/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, 29.18it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.64it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.34it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.26it/s][A
[A
Epoch 0: |          | 2600/? [13:00<00:00,  3.33it/s]
Epoch 0: |          | 2601/? [13:00<00:00,  3.33it/s]
Epoch 0: |          | 2601/? [13:00<00:00,  3.33it/s]
Epoch 0: |          | 2602/? [13:01<00:00,  3.33it/s]
Epoch 0: |          | 2602/? [13:01<00:00,  3.33it/s]
Epoch 0: |          | 2603/? [13:01<00:00,  3.33it/s]
Epoch 0: |          | 2603/? [13:01<00:00,  3.33it/s]
Epoch 0: |          | 2604/? [13:01<00:00,  3.33it/s]
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Epoch 0: |          | 2605/? [13:01<00:00,  3.33it/s]
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Epoch 0: |          | 2606/? [13:02<00:00,  3.33it/s]
Epoch 0: |          | 2606/? [13:02<00:00,  3.33it/s]
Epoch 0: |          | 2607/? [13:02<00:00,  3.33it/s]
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Epoch 0: |          | 2608/? [13:02<00:00,  3.33it/s]
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Epoch 0: |          | 2609/? [13:03<00:00,  3.33it/s]
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Epoch 0: |          | 2610/? [13:03<00:00,  3.33it/s]
Epoch 0: |          | 2610/? [13:03<00:00,  3.33it/s]
Epoch 0: |          | 2611/? [13:03<00:00,  3.33it/s]
Epoch 0: |          | 2611/? [13:03<00:00,  3.33it/s]
Epoch 0: |          | 2612/? [13:03<00:00,  3.33it/s]
Epoch 0: |          | 2612/? [13:03<00:00,  3.33it/s]
Epoch 0: |          | 2613/? [13:04<00:00,  3.33it/s]
Epoch 0: |          | 2613/? [13:04<00:00,  3.33it/s]
Epoch 0: |          | 2614/? [13:04<00:00,  3.33it/s]
Epoch 0: |          | 2614/? [13:04<00:00,  3.33it/s]
Epoch 0: |          | 2615/? [13:04<00:00,  3.33it/s]
Epoch 0: |          | 2615/? [13:04<00:00,  3.33it/s]
Epoch 0: |          | 2616/? [13:05<00:00,  3.33it/s]
Epoch 0: |          | 2616/? [13:05<00:00,  3.33it/s]
Epoch 0: |          | 2617/? [13:05<00:00,  3.33it/s]
Epoch 0: |          | 2617/? [13:05<00:00,  3.33it/s]
Epoch 0: |          | 2618/? [13:05<00:00,  3.33it/s]
Epoch 0: |          | 2618/? [13:05<00:00,  3.33it/s]
Epoch 0: |          | 2619/? [13:05<00:00,  3.33it/s]
Epoch 0: |          | 2619/? [13:05<00:00,  3.33it/s]
Epoch 0: |          | 2620/? [13:06<00:00,  3.33it/s]
Epoch 0: |          | 2620/? [13:06<00:00,  3.33it/s]
Epoch 0: |          | 2621/? [13:06<00:00,  3.33it/s]
Epoch 0: |          | 2621/? [13:06<00:00,  3.33it/s]
Epoch 0: |          | 2622/? [13:06<00:00,  3.33it/s]
Epoch 0: |          | 2622/? [13:06<00:00,  3.33it/s]
Epoch 0: |          | 2623/? [13:07<00:00,  3.33it/s]
Epoch 0: |          | 2623/? [13:07<00:00,  3.33it/s]
Epoch 0: |          | 2624/? [13:07<00:00,  3.33it/s]
Epoch 0: |          | 2624/? [13:07<00:00,  3.33it/s]
Epoch 0: |          | 2625/? [13:07<00:00,  3.33it/s]
Epoch 0: |          | 2625/? [13:07<00:00,  3.33it/s]
Epoch 0: |          | 2626/? [13:07<00:00,  3.33it/s]
Epoch 0: |          | 2626/? [13:07<00:00,  3.33it/s]
Epoch 0: |          | 2627/? [13:08<00:00,  3.33it/s]
Epoch 0: |          | 2627/? [13:08<00:00,  3.33it/s]
Epoch 0: |          | 2628/? [13:08<00:00,  3.33it/s]
Epoch 0: |          | 2628/? [13:08<00:00,  3.33it/s]
Epoch 0: |          | 2629/? [13:08<00:00,  3.33it/s]
Epoch 0: |          | 2629/? [13:08<00:00,  3.33it/s]
Epoch 0: |          | 2630/? [13:09<00:00,  3.33it/s]
Epoch 0: |          | 2630/? [13:09<00:00,  3.33it/s]
Epoch 0: |          | 2631/? [13:09<00:00,  3.33it/s]
Epoch 0: |          | 2631/? [13:09<00:00,  3.33it/s]
Epoch 0: |          | 2632/? [13:09<00:00,  3.33it/s]
Epoch 0: |          | 2632/? [13:09<00:00,  3.33it/s]
Epoch 0: |          | 2633/? [13:09<00:00,  3.33it/s]
Epoch 0: |          | 2633/? [13:09<00:00,  3.33it/s]
Epoch 0: |          | 2634/? [13:10<00:00,  3.33it/s]
Epoch 0: |          | 2634/? [13:10<00:00,  3.33it/s]
Epoch 0: |          | 2635/? [13:10<00:00,  3.33it/s]
Epoch 0: |          | 2635/? [13:10<00:00,  3.33it/s]
Epoch 0: |          | 2636/? [13:10<00:00,  3.33it/s]
Epoch 0: |          | 2636/? [13:10<00:00,  3.33it/s]
Epoch 0: |          | 2637/? [13:11<00:00,  3.33it/s]
Epoch 0: |          | 2637/? [13:11<00:00,  3.33it/s]
Epoch 0: |          | 2638/? [13:11<00:00,  3.33it/s]
Epoch 0: |          | 2638/? [13:11<00:00,  3.33it/s]
Epoch 0: |          | 2639/? [13:11<00:00,  3.33it/s]
Epoch 0: |          | 2639/? [13:11<00:00,  3.33it/s]
Epoch 0: |          | 2640/? [13:11<00:00,  3.33it/s]
Epoch 0: |          | 2640/? [13:11<00:00,  3.33it/s]
Epoch 0: |          | 2641/? [13:12<00:00,  3.33it/s]
Epoch 0: |          | 2641/? [13:12<00:00,  3.33it/s]
Epoch 0: |          | 2642/? [13:12<00:00,  3.33it/s]
Epoch 0: |          | 2642/? [13:12<00:00,  3.33it/s]
Epoch 0: |          | 2643/? [13:12<00:00,  3.33it/s]
Epoch 0: |          | 2643/? [13:12<00:00,  3.33it/s]
Epoch 0: |          | 2644/? [13:13<00:00,  3.33it/s]
Epoch 0: |          | 2644/? [13:13<00:00,  3.33it/s]
Epoch 0: |          | 2645/? [13:13<00:00,  3.33it/s]
Epoch 0: |          | 2645/? [13:13<00:00,  3.33it/s]
Epoch 0: |          | 2646/? [13:13<00:00,  3.33it/s]
Epoch 0: |          | 2646/? [13:13<00:00,  3.33it/s]
Epoch 0: |          | 2647/? [13:13<00:00,  3.33it/s]
Epoch 0: |          | 2647/? [13:13<00:00,  3.33it/s]
Epoch 0: |          | 2648/? [13:14<00:00,  3.33it/s]
Epoch 0: |          | 2648/? [13:14<00:00,  3.33it/s]
Epoch 0: |          | 2649/? [13:14<00:00,  3.33it/s]
Epoch 0: |          | 2649/? [13:14<00:00,  3.33it/s]
Epoch 0: |          | 2650/? [13:14<00:00,  3.33it/s]
Epoch 0: |          | 2650/? [13:14<00:00,  3.33it/s]
Epoch 0: |          | 2651/? [13:15<00:00,  3.33it/s]
Epoch 0: |          | 2651/? [13:15<00:00,  3.33it/s]
Epoch 0: |          | 2652/? [13:15<00:00,  3.33it/s]
Epoch 0: |          | 2652/? [13:15<00:00,  3.33it/s]
Epoch 0: |          | 2653/? [13:15<00:00,  3.33it/s]
Epoch 0: |          | 2653/? [13:15<00:00,  3.33it/s]
Epoch 0: |          | 2654/? [13:15<00:00,  3.33it/s]
Epoch 0: |          | 2654/? [13:15<00:00,  3.33it/s]
Epoch 0: |          | 2655/? [13:16<00:00,  3.33it/s]
Epoch 0: |          | 2655/? [13:16<00:00,  3.33it/s]
Epoch 0: |          | 2656/? [13:16<00:00,  3.33it/s]
Epoch 0: |          | 2656/? [13:16<00:00,  3.33it/s]
Epoch 0: |          | 2657/? [13:16<00:00,  3.33it/s]
Epoch 0: |          | 2657/? [13:16<00:00,  3.33it/s]
Epoch 0: |          | 2658/? [13:17<00:00,  3.33it/s]
Epoch 0: |          | 2658/? [13:17<00:00,  3.33it/s]
Epoch 0: |          | 2659/? [13:17<00:00,  3.33it/s]
Epoch 0: |          | 2659/? [13:17<00:00,  3.33it/s]
Epoch 0: |          | 2660/? [13:17<00:00,  3.33it/s]
Epoch 0: |          | 2660/? [13:17<00:00,  3.33it/s]
Epoch 0: |          | 2661/? [13:17<00:00,  3.34it/s]
Epoch 0: |          | 2661/? [13:17<00:00,  3.34it/s]
Epoch 0: |          | 2662/? [13:18<00:00,  3.34it/s]
Epoch 0: |          | 2662/? [13:18<00:00,  3.34it/s]
Epoch 0: |          | 2663/? [13:18<00:00,  3.34it/s]
Epoch 0: |          | 2663/? [13:18<00:00,  3.34it/s]
Epoch 0: |          | 2664/? [13:18<00:00,  3.34it/s]
Epoch 0: |          | 2664/? [13:18<00:00,  3.34it/s]
Epoch 0: |          | 2665/? [13:19<00:00,  3.34it/s]
Epoch 0: |          | 2665/? [13:19<00:00,  3.34it/s]
Epoch 0: |          | 2666/? [13:19<00:00,  3.34it/s]
Epoch 0: |          | 2666/? [13:19<00:00,  3.34it/s]
Epoch 0: |          | 2667/? [13:19<00:00,  3.34it/s]
Epoch 0: |          | 2667/? [13:19<00:00,  3.34it/s]
Epoch 0: |          | 2668/? [13:19<00:00,  3.34it/s]
Epoch 0: |          | 2668/? [13:19<00:00,  3.34it/s]
Epoch 0: |          | 2669/? [13:20<00:00,  3.34it/s]
Epoch 0: |          | 2669/? [13:20<00:00,  3.34it/s]
Epoch 0: |          | 2670/? [13:20<00:00,  3.34it/s]
Epoch 0: |          | 2670/? [13:20<00:00,  3.34it/s]
Epoch 0: |          | 2671/? [13:20<00:00,  3.34it/s]
Epoch 0: |          | 2671/? [13:20<00:00,  3.34it/s]
Epoch 0: |          | 2672/? [13:21<00:00,  3.34it/s]
Epoch 0: |          | 2672/? [13:21<00:00,  3.34it/s]
Epoch 0: |          | 2673/? [13:21<00:00,  3.34it/s]
Epoch 0: |          | 2673/? [13:21<00:00,  3.34it/s]
Epoch 0: |          | 2674/? [13:21<00:00,  3.34it/s]
Epoch 0: |          | 2674/? [13:21<00:00,  3.34it/s]
Epoch 0: |          | 2675/? [13:21<00:00,  3.34it/s]
Epoch 0: |          | 2675/? [13:21<00:00,  3.34it/s]
Epoch 0: |          | 2676/? [13:22<00:00,  3.34it/s]
Epoch 0: |          | 2676/? [13:22<00:00,  3.34it/s]
Epoch 0: |          | 2677/? [13:22<00:00,  3.34it/s]
Epoch 0: |          | 2677/? [13:22<00:00,  3.34it/s]
Epoch 0: |          | 2678/? [13:22<00:00,  3.34it/s]
Epoch 0: |          | 2678/? [13:22<00:00,  3.34it/s]
Epoch 0: |          | 2679/? [13:23<00:00,  3.34it/s]
Epoch 0: |          | 2679/? [13:23<00:00,  3.34it/s]
Epoch 0: |          | 2680/? [13:23<00:00,  3.34it/s]
Epoch 0: |          | 2680/? [13:23<00:00,  3.34it/s]
Epoch 0: |          | 2681/? [13:23<00:00,  3.34it/s]
Epoch 0: |          | 2681/? [13:23<00:00,  3.34it/s]
Epoch 0: |          | 2682/? [13:23<00:00,  3.34it/s]
Epoch 0: |          | 2682/? [13:23<00:00,  3.34it/s]
Epoch 0: |          | 2683/? [13:24<00:00,  3.34it/s]
Epoch 0: |          | 2683/? [13:24<00:00,  3.34it/s]
Epoch 0: |          | 2684/? [13:24<00:00,  3.34it/s]
Epoch 0: |          | 2684/? [13:24<00:00,  3.34it/s]
Epoch 0: |          | 2685/? [13:24<00:00,  3.34it/s]
Epoch 0: |          | 2685/? [13:24<00:00,  3.34it/s]
Epoch 0: |          | 2686/? [13:25<00:00,  3.34it/s]
Epoch 0: |          | 2686/? [13:25<00:00,  3.34it/s]
Epoch 0: |          | 2687/? [13:25<00:00,  3.34it/s]
Epoch 0: |          | 2687/? [13:25<00:00,  3.34it/s]
Epoch 0: |          | 2688/? [13:25<00:00,  3.34it/s]
Epoch 0: |          | 2688/? [13:25<00:00,  3.34it/s]
Epoch 0: |          | 2689/? [13:25<00:00,  3.34it/s]
Epoch 0: |          | 2689/? [13:25<00:00,  3.34it/s]
Epoch 0: |          | 2690/? [13:26<00:00,  3.34it/s]
Epoch 0: |          | 2690/? [13:26<00:00,  3.34it/s]
Epoch 0: |          | 2691/? [13:26<00:00,  3.34it/s]
Epoch 0: |          | 2691/? [13:26<00:00,  3.34it/s]
Epoch 0: |          | 2692/? [13:26<00:00,  3.34it/s]
Epoch 0: |          | 2692/? [13:26<00:00,  3.34it/s]
Epoch 0: |          | 2693/? [13:27<00:00,  3.34it/s]
Epoch 0: |          | 2693/? [13:27<00:00,  3.34it/s]
Epoch 0: |          | 2694/? [13:27<00:00,  3.34it/s]
Epoch 0: |          | 2694/? [13:27<00:00,  3.34it/s]
Epoch 0: |          | 2695/? [13:27<00:00,  3.34it/s]
Epoch 0: |          | 2695/? [13:27<00:00,  3.34it/s]
Epoch 0: |          | 2696/? [13:27<00:00,  3.34it/s]
Epoch 0: |          | 2696/? [13:27<00:00,  3.34it/s]
Epoch 0: |          | 2697/? [13:28<00:00,  3.34it/s]
Epoch 0: |          | 2697/? [13:28<00:00,  3.34it/s]
Epoch 0: |          | 2698/? [13:28<00:00,  3.34it/s]
Epoch 0: |          | 2698/? [13:28<00:00,  3.34it/s]
Epoch 0: |          | 2699/? [13:28<00:00,  3.34it/s]
Epoch 0: |          | 2699/? [13:28<00:00,  3.34it/s]
Epoch 0: |          | 2700/? [13:29<00:00,  3.34it/s]
Epoch 0: |          | 2700/? [13:29<00:00,  3.34it/s]
Epoch 0: |          | 2701/? [13:29<00:00,  3.34it/s]
Epoch 0: |          | 2701/? [13:29<00:00,  3.34it/s]
Epoch 0: |          | 2702/? [13:29<00:00,  3.34it/s]
Epoch 0: |          | 2702/? [13:29<00:00,  3.34it/s]
Epoch 0: |          | 2703/? [13:29<00:00,  3.34it/s]
Epoch 0: |          | 2703/? [13:29<00:00,  3.34it/s]
Epoch 0: |          | 2704/? [13:30<00:00,  3.34it/s]
Epoch 0: |          | 2704/? [13:30<00:00,  3.34it/s]
Epoch 0: |          | 2705/? [13:30<00:00,  3.34it/s]
Epoch 0: |          | 2705/? [13:30<00:00,  3.34it/s]
Epoch 0: |          | 2706/? [13:30<00:00,  3.34it/s]
Epoch 0: |          | 2706/? [13:30<00:00,  3.34it/s]
Epoch 0: |          | 2707/? [13:31<00:00,  3.34it/s]
Epoch 0: |          | 2707/? [13:31<00:00,  3.34it/s]
Epoch 0: |          | 2708/? [13:31<00:00,  3.34it/s]
Epoch 0: |          | 2708/? [13:31<00:00,  3.34it/s]
Epoch 0: |          | 2709/? [13:31<00:00,  3.34it/s]
Epoch 0: |          | 2709/? [13:31<00:00,  3.34it/s]
Epoch 0: |          | 2710/? [13:31<00:00,  3.34it/s]
Epoch 0: |          | 2710/? [13:31<00:00,  3.34it/s]
Epoch 0: |          | 2711/? [13:32<00:00,  3.34it/s]
Epoch 0: |          | 2711/? [13:32<00:00,  3.34it/s]
Epoch 0: |          | 2712/? [13:32<00:00,  3.34it/s]
Epoch 0: |          | 2712/? [13:32<00:00,  3.34it/s]
Epoch 0: |          | 2713/? [13:32<00:00,  3.34it/s]
Epoch 0: |          | 2713/? [13:32<00:00,  3.34it/s]
Epoch 0: |          | 2714/? [13:33<00:00,  3.34it/s]
Epoch 0: |          | 2714/? [13:33<00:00,  3.34it/s]
Epoch 0: |          | 2715/? [13:33<00:00,  3.34it/s]
Epoch 0: |          | 2715/? [13:33<00:00,  3.34it/s]
Epoch 0: |          | 2716/? [13:33<00:00,  3.34it/s]
Epoch 0: |          | 2716/? [13:33<00:00,  3.34it/s]
Epoch 0: |          | 2717/? [13:33<00:00,  3.34it/s]
Epoch 0: |          | 2717/? [13:33<00:00,  3.34it/s]
Epoch 0: |          | 2718/? [13:34<00:00,  3.34it/s]
Epoch 0: |          | 2718/? [13:34<00:00,  3.34it/s]
Epoch 0: |          | 2719/? [13:34<00:00,  3.34it/s]
Epoch 0: |          | 2719/? [13:34<00:00,  3.34it/s]
Epoch 0: |          | 2720/? [13:34<00:00,  3.34it/s]
Epoch 0: |          | 2720/? [13:34<00:00,  3.34it/s]
Epoch 0: |          | 2721/? [13:35<00:00,  3.34it/s]
Epoch 0: |          | 2721/? [13:35<00:00,  3.34it/s]
Epoch 0: |          | 2722/? [13:35<00:00,  3.34it/s]
Epoch 0: |          | 2722/? [13:35<00:00,  3.34it/s]
Epoch 0: |          | 2723/? [13:35<00:00,  3.34it/s]
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Epoch 0: |          | 2727/? [13:36<00:00,  3.34it/s]
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Epoch 0: |          | 2728/? [13:37<00:00,  3.34it/s]
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Epoch 0: |          | 2729/? [13:37<00:00,  3.34it/s]
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Epoch 0: |          | 2730/? [13:37<00:00,  3.34it/s]
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Epoch 0: |          | 2731/? [13:37<00:00,  3.34it/s]
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Epoch 0: |          | 2732/? [13:38<00:00,  3.34it/s]
Epoch 0: |          | 2732/? [13:38<00:00,  3.34it/s]
Epoch 0: |          | 2733/? [13:38<00:00,  3.34it/s]
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Epoch 0: |          | 2734/? [13:38<00:00,  3.34it/s]
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Epoch 0: |          | 2735/? [13:39<00:00,  3.34it/s]
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Epoch 0: |          | 2736/? [13:39<00:00,  3.34it/s]
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Epoch 0: |          | 2737/? [13:39<00:00,  3.34it/s]
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Epoch 0: |          | 2738/? [13:39<00:00,  3.34it/s]
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Epoch 0: |          | 2739/? [13:40<00:00,  3.34it/s]
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Epoch 0: |          | 2740/? [13:40<00:00,  3.34it/s]
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Epoch 0: |          | 2741/? [13:40<00:00,  3.34it/s]
Epoch 0: |          | 2741/? [13:40<00:00,  3.34it/s]
Epoch 0: |          | 2742/? [13:41<00:00,  3.34it/s]
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Epoch 0: |          | 2743/? [13:41<00:00,  3.34it/s]
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Epoch 0: |          | 2745/? [13:41<00:00,  3.34it/s]
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Epoch 0: |          | 2746/? [13:42<00:00,  3.34it/s]
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Epoch 0: |          | 2747/? [13:42<00:00,  3.34it/s]
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Epoch 0: |          | 2748/? [13:42<00:00,  3.34it/s]
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Epoch 0: |          | 2749/? [13:43<00:00,  3.34it/s]
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Epoch 0: |          | 2750/? [13:43<00:00,  3.34it/s]
Epoch 0: |          | 2750/? [13:43<00:00,  3.34it/s]
Epoch 0: |          | 2751/? [13:43<00:00,  3.34it/s]
Epoch 0: |          | 2751/? [13:43<00:00,  3.34it/s]
Epoch 0: |          | 2752/? [13:43<00:00,  3.34it/s]
Epoch 0: |          | 2752/? [13:43<00:00,  3.34it/s]
Epoch 0: |          | 2753/? [13:44<00:00,  3.34it/s]
Epoch 0: |          | 2753/? [13:44<00:00,  3.34it/s]
Epoch 0: |          | 2754/? [13:44<00:00,  3.34it/s]
Epoch 0: |          | 2754/? [13:44<00:00,  3.34it/s]
Epoch 0: |          | 2755/? [13:44<00:00,  3.34it/s]
Epoch 0: |          | 2755/? [13:44<00:00,  3.34it/s]
Epoch 0: |          | 2756/? [13:45<00:00,  3.34it/s]
Epoch 0: |          | 2756/? [13:45<00:00,  3.34it/s]
Epoch 0: |          | 2757/? [13:45<00:00,  3.34it/s]
Epoch 0: |          | 2757/? [13:45<00:00,  3.34it/s]
Epoch 0: |          | 2758/? [13:45<00:00,  3.34it/s]
Epoch 0: |          | 2758/? [13:45<00:00,  3.34it/s]
Epoch 0: |          | 2759/? [13:45<00:00,  3.34it/s]
Epoch 0: |          | 2759/? [13:45<00:00,  3.34it/s]
Epoch 0: |          | 2760/? [13:46<00:00,  3.34it/s]
Epoch 0: |          | 2760/? [13:46<00:00,  3.34it/s]
Epoch 0: |          | 2761/? [13:46<00:00,  3.34it/s]
Epoch 0: |          | 2761/? [13:46<00:00,  3.34it/s]
Epoch 0: |          | 2762/? [13:46<00:00,  3.34it/s]
Epoch 0: |          | 2762/? [13:46<00:00,  3.34it/s]
Epoch 0: |          | 2763/? [13:47<00:00,  3.34it/s]
Epoch 0: |          | 2763/? [13:47<00:00,  3.34it/s]
Epoch 0: |          | 2764/? [13:47<00:00,  3.34it/s]
Epoch 0: |          | 2764/? [13:47<00:00,  3.34it/s]
Epoch 0: |          | 2765/? [13:47<00:00,  3.34it/s]
Epoch 0: |          | 2765/? [13:47<00:00,  3.34it/s]
Epoch 0: |          | 2766/? [13:47<00:00,  3.34it/s]
Epoch 0: |          | 2766/? [13:47<00:00,  3.34it/s]
Epoch 0: |          | 2767/? [13:48<00:00,  3.34it/s]
Epoch 0: |          | 2767/? [13:48<00:00,  3.34it/s]
Epoch 0: |          | 2768/? [13:48<00:00,  3.34it/s]
Epoch 0: |          | 2768/? [13:48<00:00,  3.34it/s]
Epoch 0: |          | 2769/? [13:48<00:00,  3.34it/s]
Epoch 0: |          | 2769/? [13:48<00:00,  3.34it/s]
Epoch 0: |          | 2770/? [13:49<00:00,  3.34it/s]
Epoch 0: |          | 2770/? [13:49<00:00,  3.34it/s]
Epoch 0: |          | 2771/? [13:49<00:00,  3.34it/s]
Epoch 0: |          | 2771/? [13:49<00:00,  3.34it/s]
Epoch 0: |          | 2772/? [13:49<00:00,  3.34it/s]
Epoch 0: |          | 2772/? [13:49<00:00,  3.34it/s]
Epoch 0: |          | 2773/? [13:49<00:00,  3.34it/s]
Epoch 0: |          | 2773/? [13:49<00:00,  3.34it/s]
Epoch 0: |          | 2774/? [13:50<00:00,  3.34it/s]
Epoch 0: |          | 2774/? [13:50<00:00,  3.34it/s]
Epoch 0: |          | 2775/? [13:50<00:00,  3.34it/s]
Epoch 0: |          | 2775/? [13:50<00:00,  3.34it/s]
Epoch 0: |          | 2776/? [13:50<00:00,  3.34it/s]
Epoch 0: |          | 2776/? [13:50<00:00,  3.34it/s]
Epoch 0: |          | 2777/? [13:51<00:00,  3.34it/s]
Epoch 0: |          | 2777/? [13:51<00:00,  3.34it/s]
Epoch 0: |          | 2778/? [13:51<00:00,  3.34it/s]
Epoch 0: |          | 2778/? [13:51<00:00,  3.34it/s]
Epoch 0: |          | 2779/? [13:51<00:00,  3.34it/s]
Epoch 0: |          | 2779/? [13:51<00:00,  3.34it/s]
Epoch 0: |          | 2780/? [13:51<00:00,  3.34it/s]
Epoch 0: |          | 2780/? [13:51<00:00,  3.34it/s]
Epoch 0: |          | 2781/? [13:52<00:00,  3.34it/s]
Epoch 0: |          | 2781/? [13:52<00:00,  3.34it/s]
Epoch 0: |          | 2782/? [13:52<00:00,  3.34it/s]
Epoch 0: |          | 2782/? [13:52<00:00,  3.34it/s]
Epoch 0: |          | 2783/? [13:52<00:00,  3.34it/s]
Epoch 0: |          | 2783/? [13:52<00:00,  3.34it/s]
Epoch 0: |          | 2784/? [13:53<00:00,  3.34it/s]
Epoch 0: |          | 2784/? [13:53<00:00,  3.34it/s]
Epoch 0: |          | 2785/? [13:53<00:00,  3.34it/s]
Epoch 0: |          | 2785/? [13:53<00:00,  3.34it/s]
Epoch 0: |          | 2786/? [13:53<00:00,  3.34it/s]
Epoch 0: |          | 2786/? [13:53<00:00,  3.34it/s]
Epoch 0: |          | 2787/? [13:53<00:00,  3.34it/s]
Epoch 0: |          | 2787/? [13:53<00:00,  3.34it/s]
Epoch 0: |          | 2788/? [13:54<00:00,  3.34it/s]
Epoch 0: |          | 2788/? [13:54<00:00,  3.34it/s]
Epoch 0: |          | 2789/? [13:54<00:00,  3.34it/s]
Epoch 0: |          | 2789/? [13:54<00:00,  3.34it/s]
Epoch 0: |          | 2790/? [13:54<00:00,  3.34it/s]
Epoch 0: |          | 2790/? [13:54<00:00,  3.34it/s]
Epoch 0: |          | 2791/? [13:55<00:00,  3.34it/s]
Epoch 0: |          | 2791/? [13:55<00:00,  3.34it/s]
Epoch 0: |          | 2792/? [13:55<00:00,  3.34it/s]
Epoch 0: |          | 2792/? [13:55<00:00,  3.34it/s]
Epoch 0: |          | 2793/? [13:55<00:00,  3.34it/s]
Epoch 0: |          | 2793/? [13:55<00:00,  3.34it/s]
Epoch 0: |          | 2794/? [13:55<00:00,  3.34it/s]
Epoch 0: |          | 2794/? [13:55<00:00,  3.34it/s]
Epoch 0: |          | 2795/? [13:56<00:00,  3.34it/s]
Epoch 0: |          | 2795/? [13:56<00:00,  3.34it/s]
Epoch 0: |          | 2796/? [13:56<00:00,  3.34it/s]
Epoch 0: |          | 2796/? [13:56<00:00,  3.34it/s]
Epoch 0: |          | 2797/? [13:56<00:00,  3.34it/s]
Epoch 0: |          | 2797/? [13:56<00:00,  3.34it/s]
Epoch 0: |          | 2798/? [13:57<00:00,  3.34it/s]
Epoch 0: |          | 2798/? [13:57<00:00,  3.34it/s]
Epoch 0: |          | 2799/? [13:57<00:00,  3.34it/s]
Epoch 0: |          | 2799/? [13:57<00:00,  3.34it/s]
Epoch 0: |          | 2800/? [13:57<00:00,  3.34it/s]
Epoch 0: |          | 2800/? [13:57<00:00,  3.34it/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, 28.49it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.78it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.46it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.34it/s][A
[A
Epoch 0: |          | 2800/? [13:59<00:00,  3.34it/s]
Epoch 0: |          | 2801/? [14:00<00:00,  3.33it/s]
Epoch 0: |          | 2801/? [14:00<00:00,  3.33it/s]
Epoch 0: |          | 2802/? [14:00<00:00,  3.33it/s]
Epoch 0: |          | 2802/? [14:00<00:00,  3.33it/s]
Epoch 0: |          | 2803/? [14:00<00:00,  3.33it/s]
Epoch 0: |          | 2803/? [14:00<00:00,  3.33it/s]
Epoch 0: |          | 2804/? [14:01<00:00,  3.33it/s]
Epoch 0: |          | 2804/? [14:01<00:00,  3.33it/s]
Epoch 0: |          | 2805/? [14:01<00:00,  3.33it/s]
Epoch 0: |          | 2805/? [14:01<00:00,  3.33it/s]
Epoch 0: |          | 2806/? [14:01<00:00,  3.33it/s]
Epoch 0: |          | 2806/? [14:01<00:00,  3.33it/s]
Epoch 0: |          | 2807/? [14:01<00:00,  3.33it/s]
Epoch 0: |          | 2807/? [14:01<00:00,  3.33it/s]
Epoch 0: |          | 2808/? [14:02<00:00,  3.33it/s]
Epoch 0: |          | 2808/? [14:02<00:00,  3.33it/s]
Epoch 0: |          | 2809/? [14:02<00:00,  3.33it/s]
Epoch 0: |          | 2809/? [14:02<00:00,  3.33it/s]
Epoch 0: |          | 2810/? [14:02<00:00,  3.33it/s]
Epoch 0: |          | 2810/? [14:02<00:00,  3.33it/s]
Epoch 0: |          | 2811/? [14:03<00:00,  3.33it/s]
Epoch 0: |          | 2811/? [14:03<00:00,  3.33it/s]
Epoch 0: |          | 2812/? [14:03<00:00,  3.33it/s]
Epoch 0: |          | 2812/? [14:03<00:00,  3.33it/s]
Epoch 0: |          | 2813/? [14:03<00:00,  3.33it/s]
Epoch 0: |          | 2813/? [14:03<00:00,  3.33it/s]
Epoch 0: |          | 2814/? [14:03<00:00,  3.33it/s]
Epoch 0: |          | 2814/? [14:03<00:00,  3.33it/s]
Epoch 0: |          | 2815/? [14:04<00:00,  3.33it/s]
Epoch 0: |          | 2815/? [14:04<00:00,  3.33it/s]
Epoch 0: |          | 2816/? [14:04<00:00,  3.33it/s]
Epoch 0: |          | 2816/? [14:04<00:00,  3.33it/s]
Epoch 0: |          | 2817/? [14:04<00:00,  3.33it/s]
Epoch 0: |          | 2817/? [14:04<00:00,  3.33it/s]
Epoch 0: |          | 2818/? [14:05<00:00,  3.33it/s]
Epoch 0: |          | 2818/? [14:05<00:00,  3.33it/s]
Epoch 0: |          | 2819/? [14:05<00:00,  3.33it/s]
Epoch 0: |          | 2819/? [14:05<00:00,  3.33it/s]
Epoch 0: |          | 2820/? [14:05<00:00,  3.33it/s]
Epoch 0: |          | 2820/? [14:05<00:00,  3.33it/s]
Epoch 0: |          | 2821/? [14:05<00:00,  3.33it/s]
Epoch 0: |          | 2821/? [14:05<00:00,  3.33it/s]
Epoch 0: |          | 2822/? [14:06<00:00,  3.34it/s]
Epoch 0: |          | 2822/? [14:06<00:00,  3.34it/s]
Epoch 0: |          | 2823/? [14:06<00:00,  3.34it/s]
Epoch 0: |          | 2823/? [14:06<00:00,  3.34it/s]
Epoch 0: |          | 2824/? [14:06<00:00,  3.34it/s]
Epoch 0: |          | 2824/? [14:06<00:00,  3.34it/s]
Epoch 0: |          | 2825/? [14:07<00:00,  3.34it/s]
Epoch 0: |          | 2825/? [14:07<00:00,  3.34it/s]
Epoch 0: |          | 2826/? [14:07<00:00,  3.34it/s]
Epoch 0: |          | 2826/? [14:07<00:00,  3.34it/s]
Epoch 0: |          | 2827/? [14:07<00:00,  3.34it/s]
Epoch 0: |          | 2827/? [14:07<00:00,  3.34it/s]
Epoch 0: |          | 2828/? [14:07<00:00,  3.34it/s]
Epoch 0: |          | 2828/? [14:07<00:00,  3.34it/s]
Epoch 0: |          | 2829/? [14:08<00:00,  3.34it/s]
Epoch 0: |          | 2829/? [14:08<00:00,  3.34it/s]
Epoch 0: |          | 2830/? [14:08<00:00,  3.34it/s]
Epoch 0: |          | 2830/? [14:08<00:00,  3.34it/s]
Epoch 0: |          | 2831/? [14:08<00:00,  3.34it/s]
Epoch 0: |          | 2831/? [14:08<00:00,  3.34it/s]
Epoch 0: |          | 2832/? [14:09<00:00,  3.34it/s]
Epoch 0: |          | 2832/? [14:09<00:00,  3.34it/s]
Epoch 0: |          | 2833/? [14:09<00:00,  3.34it/s]
Epoch 0: |          | 2833/? [14:09<00:00,  3.34it/s]
Epoch 0: |          | 2834/? [14:09<00:00,  3.34it/s]
Epoch 0: |          | 2834/? [14:09<00:00,  3.34it/s]
Epoch 0: |          | 2835/? [14:09<00:00,  3.34it/s]
Epoch 0: |          | 2835/? [14:09<00:00,  3.34it/s]
Epoch 0: |          | 2836/? [14:10<00:00,  3.34it/s]
Epoch 0: |          | 2836/? [14:10<00:00,  3.34it/s]
Epoch 0: |          | 2837/? [14:10<00:00,  3.34it/s]
Epoch 0: |          | 2837/? [14:10<00:00,  3.34it/s]
Epoch 0: |          | 2838/? [14:10<00:00,  3.34it/s]
Epoch 0: |          | 2838/? [14:10<00:00,  3.34it/s]
Epoch 0: |          | 2839/? [14:10<00:00,  3.34it/s]
Epoch 0: |          | 2839/? [14:10<00:00,  3.34it/s]
Epoch 0: |          | 2840/? [14:11<00:00,  3.34it/s]
Epoch 0: |          | 2840/? [14:11<00:00,  3.34it/s]
Epoch 0: |          | 2841/? [14:11<00:00,  3.34it/s]
Epoch 0: |          | 2841/? [14:11<00:00,  3.34it/s]
Epoch 0: |          | 2842/? [14:11<00:00,  3.34it/s]
Epoch 0: |          | 2842/? [14:11<00:00,  3.34it/s]
Epoch 0: |          | 2843/? [14:12<00:00,  3.34it/s]
Epoch 0: |          | 2843/? [14:12<00:00,  3.34it/s]
Epoch 0: |          | 2844/? [14:12<00:00,  3.34it/s]
Epoch 0: |          | 2844/? [14:12<00:00,  3.34it/s]
Epoch 0: |          | 2845/? [14:12<00:00,  3.34it/s]
Epoch 0: |          | 2845/? [14:12<00:00,  3.34it/s]
Epoch 0: |          | 2846/? [14:12<00:00,  3.34it/s]
Epoch 0: |          | 2846/? [14:12<00:00,  3.34it/s]
Epoch 0: |          | 2847/? [14:13<00:00,  3.34it/s]
Epoch 0: |          | 2847/? [14:13<00:00,  3.34it/s]
Epoch 0: |          | 2848/? [14:13<00:00,  3.34it/s]
Epoch 0: |          | 2848/? [14:13<00:00,  3.34it/s]
Epoch 0: |          | 2849/? [14:13<00:00,  3.34it/s]
Epoch 0: |          | 2849/? [14:13<00:00,  3.34it/s]
Epoch 0: |          | 2850/? [14:14<00:00,  3.34it/s]
Epoch 0: |          | 2850/? [14:14<00:00,  3.34it/s]
Epoch 0: |          | 2851/? [14:14<00:00,  3.34it/s]
Epoch 0: |          | 2851/? [14:14<00:00,  3.34it/s]
Epoch 0: |          | 2852/? [14:14<00:00,  3.34it/s]
Epoch 0: |          | 2852/? [14:14<00:00,  3.34it/s]
Epoch 0: |          | 2853/? [14:14<00:00,  3.34it/s]
Epoch 0: |          | 2853/? [14:14<00:00,  3.34it/s]
Epoch 0: |          | 2854/? [14:15<00:00,  3.34it/s]
Epoch 0: |          | 2854/? [14:15<00:00,  3.34it/s]
Epoch 0: |          | 2855/? [14:15<00:00,  3.34it/s]
Epoch 0: |          | 2855/? [14:15<00:00,  3.34it/s]
Epoch 0: |          | 2856/? [14:15<00:00,  3.34it/s]
Epoch 0: |          | 2856/? [14:15<00:00,  3.34it/s]
Epoch 0: |          | 2857/? [14:16<00:00,  3.34it/s]
Epoch 0: |          | 2857/? [14:16<00:00,  3.34it/s]
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Epoch 0: |          | 2882/? [14:23<00:00,  3.34it/s]
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Epoch 0: |          | 2889/? [14:25<00:00,  3.34it/s]
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Epoch 0: |          | 2891/? [14:25<00:00,  3.34it/s]
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Epoch 0: |          | 2892/? [14:26<00:00,  3.34it/s]
Epoch 0: |          | 2892/? [14:26<00:00,  3.34it/s]
Epoch 0: |          | 2893/? [14:26<00:00,  3.34it/s]
Epoch 0: |          | 2893/? [14:26<00:00,  3.34it/s]
Epoch 0: |          | 2894/? [14:26<00:00,  3.34it/s]
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Epoch 0: |          | 2896/? [14:27<00:00,  3.34it/s]
Epoch 0: |          | 2896/? [14:27<00:00,  3.34it/s]
Epoch 0: |          | 2897/? [14:27<00:00,  3.34it/s]
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Epoch 0: |          | 2898/? [14:27<00:00,  3.34it/s]
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Epoch 0: |          | 2900/? [14:28<00:00,  3.34it/s]
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Epoch 0: |          | 2901/? [14:28<00:00,  3.34it/s]
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Epoch 0: |          | 2902/? [14:28<00:00,  3.34it/s]
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Epoch 0: |          | 2903/? [14:29<00:00,  3.34it/s]
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Epoch 0: |          | 2904/? [14:29<00:00,  3.34it/s]
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Epoch 0: |          | 2905/? [14:29<00:00,  3.34it/s]
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Epoch 0: |          | 2906/? [14:30<00:00,  3.34it/s]
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Epoch 0: |          | 2907/? [14:30<00:00,  3.34it/s]
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Epoch 0: |          | 2908/? [14:30<00:00,  3.34it/s]
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Epoch 0: |          | 2909/? [14:30<00:00,  3.34it/s]
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Epoch 0: |          | 2910/? [14:31<00:00,  3.34it/s]
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Epoch 0: |          | 2911/? [14:31<00:00,  3.34it/s]
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Epoch 0: |          | 2912/? [14:31<00:00,  3.34it/s]
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Epoch 0: |          | 2913/? [14:32<00:00,  3.34it/s]
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Epoch 0: |          | 2914/? [14:32<00:00,  3.34it/s]
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Epoch 0: |          | 2915/? [14:32<00:00,  3.34it/s]
Epoch 0: |          | 2915/? [14:32<00:00,  3.34it/s]
Epoch 0: |          | 2916/? [14:32<00:00,  3.34it/s]
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Epoch 0: |          | 2917/? [14:33<00:00,  3.34it/s]
Epoch 0: |          | 2917/? [14:33<00:00,  3.34it/s]
Epoch 0: |          | 2918/? [14:33<00:00,  3.34it/s]
Epoch 0: |          | 2918/? [14:33<00:00,  3.34it/s]
Epoch 0: |          | 2919/? [14:33<00:00,  3.34it/s]
Epoch 0: |          | 2919/? [14:33<00:00,  3.34it/s]
Epoch 0: |          | 2920/? [14:34<00:00,  3.34it/s]
Epoch 0: |          | 2920/? [14:34<00:00,  3.34it/s]
Epoch 0: |          | 2921/? [14:34<00:00,  3.34it/s]
Epoch 0: |          | 2921/? [14:34<00:00,  3.34it/s]
Epoch 0: |          | 2922/? [14:34<00:00,  3.34it/s]
Epoch 0: |          | 2922/? [14:34<00:00,  3.34it/s]
Epoch 0: |          | 2923/? [14:34<00:00,  3.34it/s]
Epoch 0: |          | 2923/? [14:34<00:00,  3.34it/s]
Epoch 0: |          | 2924/? [14:35<00:00,  3.34it/s]
Epoch 0: |          | 2924/? [14:35<00:00,  3.34it/s]
Epoch 0: |          | 2925/? [14:35<00:00,  3.34it/s]
Epoch 0: |          | 2925/? [14:35<00:00,  3.34it/s]
Epoch 0: |          | 2926/? [14:35<00:00,  3.34it/s]
Epoch 0: |          | 2926/? [14:35<00:00,  3.34it/s]
Epoch 0: |          | 2927/? [14:36<00:00,  3.34it/s]
Epoch 0: |          | 2927/? [14:36<00:00,  3.34it/s]
Epoch 0: |          | 2928/? [14:36<00:00,  3.34it/s]
Epoch 0: |          | 2928/? [14:36<00:00,  3.34it/s]
Epoch 0: |          | 2929/? [14:36<00:00,  3.34it/s]
Epoch 0: |          | 2929/? [14:36<00:00,  3.34it/s]
Epoch 0: |          | 2930/? [14:36<00:00,  3.34it/s]
Epoch 0: |          | 2930/? [14:36<00:00,  3.34it/s]
Epoch 0: |          | 2931/? [14:37<00:00,  3.34it/s]
Epoch 0: |          | 2931/? [14:37<00:00,  3.34it/s]
Epoch 0: |          | 2932/? [14:37<00:00,  3.34it/s]
Epoch 0: |          | 2932/? [14:37<00:00,  3.34it/s]
Epoch 0: |          | 2933/? [14:37<00:00,  3.34it/s]
Epoch 0: |          | 2933/? [14:37<00:00,  3.34it/s]
Epoch 0: |          | 2934/? [14:38<00:00,  3.34it/s]
Epoch 0: |          | 2934/? [14:38<00:00,  3.34it/s]
Epoch 0: |          | 2935/? [14:38<00:00,  3.34it/s]
Epoch 0: |          | 2935/? [14:38<00:00,  3.34it/s]
Epoch 0: |          | 2936/? [14:38<00:00,  3.34it/s]
Epoch 0: |          | 2936/? [14:38<00:00,  3.34it/s]
Epoch 0: |          | 2937/? [14:38<00:00,  3.34it/s]
Epoch 0: |          | 2937/? [14:38<00:00,  3.34it/s]
Epoch 0: |          | 2938/? [14:39<00:00,  3.34it/s]
Epoch 0: |          | 2938/? [14:39<00:00,  3.34it/s]
Epoch 0: |          | 2939/? [14:39<00:00,  3.34it/s]
Epoch 0: |          | 2939/? [14:39<00:00,  3.34it/s]
Epoch 0: |          | 2940/? [14:39<00:00,  3.34it/s]
Epoch 0: |          | 2940/? [14:39<00:00,  3.34it/s]
Epoch 0: |          | 2941/? [14:40<00:00,  3.34it/s]
Epoch 0: |          | 2941/? [14:40<00:00,  3.34it/s]
Epoch 0: |          | 2942/? [14:40<00:00,  3.34it/s]
Epoch 0: |          | 2942/? [14:40<00:00,  3.34it/s]
Epoch 0: |          | 2943/? [14:40<00:00,  3.34it/s]
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Epoch 0: |          | 2944/? [14:40<00:00,  3.34it/s]
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Epoch 0: |          | 2945/? [14:41<00:00,  3.34it/s]
Epoch 0: |          | 2945/? [14:41<00:00,  3.34it/s]
Epoch 0: |          | 2946/? [14:41<00:00,  3.34it/s]
Epoch 0: |          | 2946/? [14:41<00:00,  3.34it/s]
Epoch 0: |          | 2947/? [14:41<00:00,  3.34it/s]
Epoch 0: |          | 2947/? [14:41<00:00,  3.34it/s]
Epoch 0: |          | 2948/? [14:42<00:00,  3.34it/s]
Epoch 0: |          | 2948/? [14:42<00:00,  3.34it/s]
Epoch 0: |          | 2949/? [14:42<00:00,  3.34it/s]
Epoch 0: |          | 2949/? [14:42<00:00,  3.34it/s]
Epoch 0: |          | 2950/? [14:42<00:00,  3.34it/s]
Epoch 0: |          | 2950/? [14:42<00:00,  3.34it/s]
Epoch 0: |          | 2951/? [14:42<00:00,  3.34it/s]
Epoch 0: |          | 2951/? [14:42<00:00,  3.34it/s]
Epoch 0: |          | 2952/? [14:43<00:00,  3.34it/s]
Epoch 0: |          | 2952/? [14:43<00:00,  3.34it/s]
Epoch 0: |          | 2953/? [14:43<00:00,  3.34it/s]
Epoch 0: |          | 2953/? [14:43<00:00,  3.34it/s]
Epoch 0: |          | 2954/? [14:43<00:00,  3.34it/s]
Epoch 0: |          | 2954/? [14:43<00:00,  3.34it/s]
Epoch 0: |          | 2955/? [14:44<00:00,  3.34it/s]
Epoch 0: |          | 2955/? [14:44<00:00,  3.34it/s]
Epoch 0: |          | 2956/? [14:44<00:00,  3.34it/s]
Epoch 0: |          | 2956/? [14:44<00:00,  3.34it/s]
Epoch 0: |          | 2957/? [14:44<00:00,  3.34it/s]
Epoch 0: |          | 2957/? [14:44<00:00,  3.34it/s]
Epoch 0: |          | 2958/? [14:44<00:00,  3.34it/s]
Epoch 0: |          | 2958/? [14:44<00:00,  3.34it/s]
Epoch 0: |          | 2959/? [14:45<00:00,  3.34it/s]
Epoch 0: |          | 2959/? [14:45<00:00,  3.34it/s]
Epoch 0: |          | 2960/? [14:45<00:00,  3.34it/s]
Epoch 0: |          | 2960/? [14:45<00:00,  3.34it/s]
Epoch 0: |          | 2961/? [14:45<00:00,  3.34it/s]
Epoch 0: |          | 2961/? [14:45<00:00,  3.34it/s]
Epoch 0: |          | 2962/? [14:46<00:00,  3.34it/s]
Epoch 0: |          | 2962/? [14:46<00:00,  3.34it/s]
Epoch 0: |          | 2963/? [14:46<00:00,  3.34it/s]
Epoch 0: |          | 2963/? [14:46<00:00,  3.34it/s]
Epoch 0: |          | 2964/? [14:46<00:00,  3.34it/s]
Epoch 0: |          | 2964/? [14:46<00:00,  3.34it/s]
Epoch 0: |          | 2965/? [14:46<00:00,  3.34it/s]
Epoch 0: |          | 2965/? [14:46<00:00,  3.34it/s]
Epoch 0: |          | 2966/? [14:47<00:00,  3.34it/s]
Epoch 0: |          | 2966/? [14:47<00:00,  3.34it/s]
Epoch 0: |          | 2967/? [14:47<00:00,  3.34it/s]
Epoch 0: |          | 2967/? [14:47<00:00,  3.34it/s]
Epoch 0: |          | 2968/? [14:47<00:00,  3.34it/s]
Epoch 0: |          | 2968/? [14:47<00:00,  3.34it/s]
Epoch 0: |          | 2969/? [14:48<00:00,  3.34it/s]
Epoch 0: |          | 2969/? [14:48<00:00,  3.34it/s]
Epoch 0: |          | 2970/? [14:48<00:00,  3.34it/s]
Epoch 0: |          | 2970/? [14:48<00:00,  3.34it/s]
Epoch 0: |          | 2971/? [14:48<00:00,  3.34it/s]
Epoch 0: |          | 2971/? [14:48<00:00,  3.34it/s]
Epoch 0: |          | 2972/? [14:48<00:00,  3.34it/s]
Epoch 0: |          | 2972/? [14:48<00:00,  3.34it/s]
Epoch 0: |          | 2973/? [14:49<00:00,  3.34it/s]
Epoch 0: |          | 2973/? [14:49<00:00,  3.34it/s]
Epoch 0: |          | 2974/? [14:49<00:00,  3.34it/s]
Epoch 0: |          | 2974/? [14:49<00:00,  3.34it/s]
Epoch 0: |          | 2975/? [14:49<00:00,  3.34it/s]
Epoch 0: |          | 2975/? [14:49<00:00,  3.34it/s]
Epoch 0: |          | 2976/? [14:50<00:00,  3.34it/s]
Epoch 0: |          | 2976/? [14:50<00:00,  3.34it/s]
Epoch 0: |          | 2977/? [14:50<00:00,  3.34it/s]
Epoch 0: |          | 2977/? [14:50<00:00,  3.34it/s]
Epoch 0: |          | 2978/? [14:50<00:00,  3.34it/s]
Epoch 0: |          | 2978/? [14:50<00:00,  3.34it/s]
Epoch 0: |          | 2979/? [14:50<00:00,  3.34it/s]
Epoch 0: |          | 2979/? [14:50<00:00,  3.34it/s]
Epoch 0: |          | 2980/? [14:51<00:00,  3.34it/s]
Epoch 0: |          | 2980/? [14:51<00:00,  3.34it/s]
Epoch 0: |          | 2981/? [14:51<00:00,  3.34it/s]
Epoch 0: |          | 2981/? [14:51<00:00,  3.34it/s]
Epoch 0: |          | 2982/? [14:51<00:00,  3.34it/s]
Epoch 0: |          | 2982/? [14:51<00:00,  3.34it/s]
Epoch 0: |          | 2983/? [14:52<00:00,  3.34it/s]
Epoch 0: |          | 2983/? [14:52<00:00,  3.34it/s]
Epoch 0: |          | 2984/? [14:52<00:00,  3.34it/s]
Epoch 0: |          | 2984/? [14:52<00:00,  3.34it/s]
Epoch 0: |          | 2985/? [14:52<00:00,  3.34it/s]
Epoch 0: |          | 2985/? [14:52<00:00,  3.34it/s]
Epoch 0: |          | 2986/? [14:52<00:00,  3.34it/s]
Epoch 0: |          | 2986/? [14:52<00:00,  3.34it/s]
Epoch 0: |          | 2987/? [14:53<00:00,  3.34it/s]
Epoch 0: |          | 2987/? [14:53<00:00,  3.34it/s]
Epoch 0: |          | 2988/? [14:53<00:00,  3.34it/s]
Epoch 0: |          | 2988/? [14:53<00:00,  3.34it/s]
Epoch 0: |          | 2989/? [14:53<00:00,  3.34it/s]
Epoch 0: |          | 2989/? [14:53<00:00,  3.34it/s]
Epoch 0: |          | 2990/? [14:54<00:00,  3.34it/s]
Epoch 0: |          | 2990/? [14:54<00:00,  3.34it/s]
Epoch 0: |          | 2991/? [14:54<00:00,  3.34it/s]
Epoch 0: |          | 2991/? [14:54<00:00,  3.34it/s]
Epoch 0: |          | 2992/? [14:54<00:00,  3.34it/s]
Epoch 0: |          | 2992/? [14:54<00:00,  3.34it/s]
Epoch 0: |          | 2993/? [14:54<00:00,  3.34it/s]
Epoch 0: |          | 2993/? [14:54<00:00,  3.34it/s]
Epoch 0: |          | 2994/? [14:55<00:00,  3.34it/s]
Epoch 0: |          | 2994/? [14:55<00:00,  3.34it/s]
Epoch 0: |          | 2995/? [14:55<00:00,  3.34it/s]
Epoch 0: |          | 2995/? [14:55<00:00,  3.34it/s]
Epoch 0: |          | 2996/? [14:55<00:00,  3.34it/s]
Epoch 0: |          | 2996/? [14:55<00:00,  3.34it/s]
Epoch 0: |          | 2997/? [14:56<00:00,  3.34it/s]
Epoch 0: |          | 2997/? [14:56<00:00,  3.34it/s]
Epoch 0: |          | 2998/? [14:56<00:00,  3.34it/s]
Epoch 0: |          | 2998/? [14:56<00:00,  3.34it/s]
Epoch 0: |          | 2999/? [14:56<00:00,  3.34it/s]
Epoch 0: |          | 2999/? [14:56<00:00,  3.34it/s]
Epoch 0: |          | 3000/? [14:56<00:00,  3.34it/s]
Epoch 0: |          | 3000/? [14:56<00:00,  3.34it/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, 25.38it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.71it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.31it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.17it/s][A
[A
Epoch 0: |          | 3000/? [14:58<00:00,  3.34it/s]
Epoch 0: |          | 3001/? [14:59<00:00,  3.34it/s]
Epoch 0: |          | 3001/? [14:59<00:00,  3.34it/s]
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Epoch 0: |          | 3021/? [15:04<00:00,  3.34it/s]
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Epoch 0: |          | 3022/? [15:05<00:00,  3.34it/s]
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Epoch 0: |          | 3023/? [15:05<00:00,  3.34it/s]
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Epoch 0: |          | 3027/? [15:06<00:00,  3.34it/s]
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Epoch 0: |          | 3028/? [15:06<00:00,  3.34it/s]
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Epoch 0: |          | 3031/? [15:07<00:00,  3.34it/s]
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Epoch 0: |          | 3034/? [15:08<00:00,  3.34it/s]
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Epoch 0: |          | 3035/? [15:08<00:00,  3.34it/s]
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Epoch 0: |          | 3036/? [15:09<00:00,  3.34it/s]
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Epoch 0: |          | 3037/? [15:09<00:00,  3.34it/s]
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Epoch 0: |          | 3040/? [15:10<00:00,  3.34it/s]
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Epoch 0: |          | 3043/? [15:11<00:00,  3.34it/s]
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Epoch 0: |          | 3045/? [15:11<00:00,  3.34it/s]
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Epoch 0: |          | 3046/? [15:12<00:00,  3.34it/s]
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Epoch 0: |          | 3047/? [15:12<00:00,  3.34it/s]
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Epoch 0: |          | 3048/? [15:12<00:00,  3.34it/s]
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Epoch 0: |          | 3049/? [15:12<00:00,  3.34it/s]
Epoch 0: |          | 3049/? [15:12<00:00,  3.34it/s]
Epoch 0: |          | 3050/? [15:13<00:00,  3.34it/s]
Epoch 0: |          | 3050/? [15:13<00:00,  3.34it/s]
Epoch 0: |          | 3051/? [15:13<00:00,  3.34it/s]
Epoch 0: |          | 3051/? [15:13<00:00,  3.34it/s]
Epoch 0: |          | 3052/? [15:13<00:00,  3.34it/s]
Epoch 0: |          | 3052/? [15:13<00:00,  3.34it/s]
Epoch 0: |          | 3053/? [15:14<00:00,  3.34it/s]
Epoch 0: |          | 3053/? [15:14<00:00,  3.34it/s]
Epoch 0: |          | 3054/? [15:14<00:00,  3.34it/s]
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Epoch 0: |          | 3055/? [15:14<00:00,  3.34it/s]
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Epoch 0: |          | 3056/? [15:14<00:00,  3.34it/s]
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Epoch 0: |          | 3057/? [15:15<00:00,  3.34it/s]
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Epoch 0: |          | 3058/? [15:15<00:00,  3.34it/s]
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Epoch 0: |          | 3059/? [15:15<00:00,  3.34it/s]
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Epoch 0: |          | 3060/? [15:16<00:00,  3.34it/s]
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Epoch 0: |          | 3061/? [15:16<00:00,  3.34it/s]
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Epoch 0: |          | 3062/? [15:16<00:00,  3.34it/s]
Epoch 0: |          | 3062/? [15:16<00:00,  3.34it/s]
Epoch 0: |          | 3063/? [15:16<00:00,  3.34it/s]
Epoch 0: |          | 3063/? [15:16<00:00,  3.34it/s]
Epoch 0: |          | 3064/? [15:17<00:00,  3.34it/s]
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Epoch 0: |          | 3065/? [15:17<00:00,  3.34it/s]
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Epoch 0: |          | 3066/? [15:17<00:00,  3.34it/s]
Epoch 0: |          | 3066/? [15:17<00:00,  3.34it/s]
Epoch 0: |          | 3067/? [15:18<00:00,  3.34it/s]
Epoch 0: |          | 3067/? [15:18<00:00,  3.34it/s]
Epoch 0: |          | 3068/? [15:18<00:00,  3.34it/s]
Epoch 0: |          | 3068/? [15:18<00:00,  3.34it/s]
Epoch 0: |          | 3069/? [15:18<00:00,  3.34it/s]
Epoch 0: |          | 3069/? [15:18<00:00,  3.34it/s]
Epoch 0: |          | 3070/? [15:18<00:00,  3.34it/s]
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Epoch 0: |          | 3071/? [15:19<00:00,  3.34it/s]
Epoch 0: |          | 3071/? [15:19<00:00,  3.34it/s]
Epoch 0: |          | 3072/? [15:19<00:00,  3.34it/s]
Epoch 0: |          | 3072/? [15:19<00:00,  3.34it/s]
Epoch 0: |          | 3073/? [15:19<00:00,  3.34it/s]
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Epoch 0: |          | 3074/? [15:20<00:00,  3.34it/s]
Epoch 0: |          | 3074/? [15:20<00:00,  3.34it/s]
Epoch 0: |          | 3075/? [15:20<00:00,  3.34it/s]
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Epoch 0: |          | 3076/? [15:20<00:00,  3.34it/s]
Epoch 0: |          | 3076/? [15:20<00:00,  3.34it/s]
Epoch 0: |          | 3077/? [15:20<00:00,  3.34it/s]
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Epoch 0: |          | 3078/? [15:21<00:00,  3.34it/s]
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Epoch 0: |          | 3079/? [15:21<00:00,  3.34it/s]
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Epoch 0: |          | 3080/? [15:21<00:00,  3.34it/s]
Epoch 0: |          | 3080/? [15:21<00:00,  3.34it/s]
Epoch 0: |          | 3081/? [15:22<00:00,  3.34it/s]
Epoch 0: |          | 3081/? [15:22<00:00,  3.34it/s]
Epoch 0: |          | 3082/? [15:22<00:00,  3.34it/s]
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Epoch 0: |          | 3083/? [15:22<00:00,  3.34it/s]
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Epoch 0: |          | 3084/? [15:22<00:00,  3.34it/s]
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Epoch 0: |          | 3085/? [15:23<00:00,  3.34it/s]
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Epoch 0: |          | 3086/? [15:23<00:00,  3.34it/s]
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Epoch 0: |          | 3087/? [15:23<00:00,  3.34it/s]
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Epoch 0: |          | 3088/? [15:24<00:00,  3.34it/s]
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Epoch 0: |          | 3089/? [15:24<00:00,  3.34it/s]
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Epoch 0: |          | 3090/? [15:24<00:00,  3.34it/s]
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Epoch 0: |          | 3091/? [15:24<00:00,  3.34it/s]
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Epoch 0: |          | 3092/? [15:25<00:00,  3.34it/s]
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Epoch 0: |          | 3094/? [15:25<00:00,  3.34it/s]
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Epoch 0: |          | 3095/? [15:26<00:00,  3.34it/s]
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Epoch 0: |          | 3096/? [15:26<00:00,  3.34it/s]
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Epoch 0: |          | 3097/? [15:26<00:00,  3.34it/s]
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Epoch 0: |          | 3098/? [15:26<00:00,  3.34it/s]
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Epoch 0: |          | 3099/? [15:27<00:00,  3.34it/s]
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Epoch 0: |          | 3100/? [15:27<00:00,  3.34it/s]
Epoch 0: |          | 3100/? [15:27<00:00,  3.34it/s]
Epoch 0: |          | 3101/? [15:27<00:00,  3.34it/s]
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Epoch 0: |          | 3102/? [15:28<00:00,  3.34it/s]
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Epoch 0: |          | 3111/? [15:30<00:00,  3.34it/s]
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Epoch 0: |          | 3112/? [15:30<00:00,  3.34it/s]
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Epoch 0: |          | 3113/? [15:31<00:00,  3.34it/s]
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Epoch 0: |          | 3120/? [15:33<00:00,  3.34it/s]
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Epoch 0: |          | 3133/? [15:36<00:00,  3.34it/s]
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Epoch 0: |          | 3134/? [15:37<00:00,  3.34it/s]
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Epoch 0: |          | 3159/? [15:44<00:00,  3.35it/s]
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Epoch 0: |          | 3199/? [15:55<00:00,  3.35it/s]
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Epoch 0: |          | 3200/? [15:56<00:00,  3.35it/s]
Epoch 0: |          | 3200/? [15:56<00:00,  3.35it/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, 27.67it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.90it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.50it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.30it/s][A
[A
Epoch 0: |          | 3200/? [15:57<00:00,  3.34it/s]
Epoch 0: |          | 3201/? [15:58<00:00,  3.34it/s]
Epoch 0: |          | 3201/? [15:58<00:00,  3.34it/s]
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Epoch 0: |          | 3210/? [16:01<00:00,  3.34it/s]
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Epoch 0: |          | 3211/? [16:01<00:00,  3.34it/s]
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Epoch 0: |          | 3212/? [16:02<00:00,  3.34it/s]
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Epoch 0: |          | 3213/? [16:02<00:00,  3.34it/s]
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Epoch 0: |          | 3214/? [16:02<00:00,  3.34it/s]
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Epoch 0: |          | 3215/? [16:02<00:00,  3.34it/s]
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Epoch 0: |          | 3216/? [16:03<00:00,  3.34it/s]
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Epoch 0: |          | 3218/? [16:03<00:00,  3.34it/s]
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Epoch 0: |          | 3219/? [16:04<00:00,  3.34it/s]
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Epoch 0: |          | 3220/? [16:04<00:00,  3.34it/s]
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Epoch 0: |          | 3221/? [16:04<00:00,  3.34it/s]
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Epoch 0: |          | 3224/? [16:05<00:00,  3.34it/s]
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Epoch 0: |          | 3230/? [16:07<00:00,  3.34it/s]
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Epoch 0: |          | 3231/? [16:07<00:00,  3.34it/s]
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Epoch 0: |          | 3232/? [16:07<00:00,  3.34it/s]
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Epoch 0: |          | 3260/? [16:15<00:00,  3.34it/s]
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Epoch 0: |          | 3400/? [16:55<00:00,  3.35it/s]
Epoch 0: |          | 3400/? [16:55<00:00,  3.35it/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, 27.65it/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,  3.50it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.35it/s][A
[A
Epoch 0: |          | 3400/? [16:57<00:00,  3.34it/s]
Epoch 0: |          | 3401/? [16:57<00:00,  3.34it/s]
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Epoch 0: |          | 3451/? [17:12<00:00,  3.34it/s]
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Epoch 0: |          | 3452/? [17:12<00:00,  3.34it/s]
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Epoch 0: |          | 3453/? [17:12<00:00,  3.34it/s]
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Epoch 0: |          | 3460/? [17:14<00:00,  3.34it/s]
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Epoch 0: |          | 3461/? [17:15<00:00,  3.34it/s]
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Epoch 0: |          | 3464/? [17:15<00:00,  3.34it/s]
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Epoch 0: |          | 3465/? [17:16<00:00,  3.34it/s]
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Epoch 0: |          | 3466/? [17:16<00:00,  3.34it/s]
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Epoch 0: |          | 3467/? [17:16<00:00,  3.34it/s]
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Epoch 0: |          | 3468/? [17:17<00:00,  3.34it/s]
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Epoch 0: |          | 3469/? [17:17<00:00,  3.34it/s]
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Epoch 0: |          | 3470/? [17:17<00:00,  3.34it/s]
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Epoch 0: |          | 3471/? [17:17<00:00,  3.34it/s]
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Epoch 0: |          | 3472/? [17:18<00:00,  3.34it/s]
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Epoch 0: |          | 3474/? [17:18<00:00,  3.34it/s]
Epoch 0: |          | 3474/? [17:18<00:00,  3.34it/s]
Epoch 0: |          | 3475/? [17:19<00:00,  3.34it/s]
Epoch 0: |          | 3475/? [17:19<00:00,  3.34it/s]
Epoch 0: |          | 3476/? [17:19<00:00,  3.34it/s]
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Epoch 0: |          | 3477/? [17:19<00:00,  3.34it/s]
Epoch 0: |          | 3477/? [17:19<00:00,  3.34it/s]
Epoch 0: |          | 3478/? [17:19<00:00,  3.34it/s]
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Epoch 0: |          | 3479/? [17:20<00:00,  3.34it/s]
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Epoch 0: |          | 3480/? [17:20<00:00,  3.34it/s]
Epoch 0: |          | 3480/? [17:20<00:00,  3.34it/s]
Epoch 0: |          | 3481/? [17:20<00:00,  3.34it/s]
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Epoch 0: |          | 3482/? [17:21<00:00,  3.34it/s]
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Epoch 0: |          | 3483/? [17:21<00:00,  3.34it/s]
Epoch 0: |          | 3483/? [17:21<00:00,  3.34it/s]
Epoch 0: |          | 3484/? [17:21<00:00,  3.34it/s]
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Epoch 0: |          | 3485/? [17:21<00:00,  3.34it/s]
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Epoch 0: |          | 3486/? [17:22<00:00,  3.34it/s]
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Epoch 0: |          | 3487/? [17:22<00:00,  3.34it/s]
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Epoch 0: |          | 3488/? [17:22<00:00,  3.34it/s]
Epoch 0: |          | 3488/? [17:22<00:00,  3.34it/s]
Epoch 0: |          | 3489/? [17:23<00:00,  3.35it/s]
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Epoch 0: |          | 3490/? [17:23<00:00,  3.35it/s]
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Epoch 0: |          | 3491/? [17:23<00:00,  3.35it/s]
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Epoch 0: |          | 3492/? [17:23<00:00,  3.35it/s]
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Epoch 0: |          | 3493/? [17:24<00:00,  3.35it/s]
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Epoch 0: |          | 3494/? [17:24<00:00,  3.35it/s]
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Epoch 0: |          | 3495/? [17:24<00:00,  3.35it/s]
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Epoch 0: |          | 3496/? [17:25<00:00,  3.35it/s]
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Epoch 0: |          | 3497/? [17:25<00:00,  3.35it/s]
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Epoch 0: |          | 3499/? [17:25<00:00,  3.35it/s]
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Epoch 0: |          | 3500/? [17:26<00:00,  3.35it/s]
Epoch 0: |          | 3500/? [17:26<00:00,  3.35it/s]
Epoch 0: |          | 3501/? [17:26<00:00,  3.35it/s]
Epoch 0: |          | 3501/? [17:26<00:00,  3.35it/s]
Epoch 0: |          | 3502/? [17:26<00:00,  3.35it/s]
Epoch 0: |          | 3502/? [17:26<00:00,  3.35it/s]
Epoch 0: |          | 3503/? [17:27<00:00,  3.35it/s]
Epoch 0: |          | 3503/? [17:27<00:00,  3.35it/s]
Epoch 0: |          | 3504/? [17:27<00:00,  3.35it/s]
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Epoch 0: |          | 3505/? [17:27<00:00,  3.35it/s]
Epoch 0: |          | 3505/? [17:27<00:00,  3.35it/s]
Epoch 0: |          | 3506/? [17:27<00:00,  3.35it/s]
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Epoch 0: |          | 3507/? [17:28<00:00,  3.35it/s]
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Epoch 0: |          | 3508/? [17:28<00:00,  3.35it/s]
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Epoch 0: |          | 3509/? [17:28<00:00,  3.35it/s]
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Epoch 0: |          | 3510/? [17:29<00:00,  3.35it/s]
Epoch 0: |          | 3510/? [17:29<00:00,  3.35it/s]
Epoch 0: |          | 3511/? [17:29<00:00,  3.35it/s]
Epoch 0: |          | 3511/? [17:29<00:00,  3.35it/s]
Epoch 0: |          | 3512/? [17:29<00:00,  3.35it/s]
Epoch 0: |          | 3512/? [17:29<00:00,  3.35it/s]
Epoch 0: |          | 3513/? [17:29<00:00,  3.35it/s]
Epoch 0: |          | 3513/? [17:29<00:00,  3.35it/s]
Epoch 0: |          | 3514/? [17:30<00:00,  3.35it/s]
Epoch 0: |          | 3514/? [17:30<00:00,  3.35it/s]
Epoch 0: |          | 3515/? [17:30<00:00,  3.35it/s]
Epoch 0: |          | 3515/? [17:30<00:00,  3.35it/s]
Epoch 0: |          | 3516/? [17:30<00:00,  3.35it/s]
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Epoch 0: |          | 3517/? [17:31<00:00,  3.35it/s]
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Epoch 0: |          | 3518/? [17:31<00:00,  3.35it/s]
Epoch 0: |          | 3518/? [17:31<00:00,  3.35it/s]
Epoch 0: |          | 3519/? [17:31<00:00,  3.35it/s]
Epoch 0: |          | 3519/? [17:31<00:00,  3.35it/s]
Epoch 0: |          | 3520/? [17:31<00:00,  3.35it/s]
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Epoch 0: |          | 3521/? [17:32<00:00,  3.35it/s]
Epoch 0: |          | 3521/? [17:32<00:00,  3.35it/s]
Epoch 0: |          | 3522/? [17:32<00:00,  3.35it/s]
Epoch 0: |          | 3522/? [17:32<00:00,  3.35it/s]
Epoch 0: |          | 3523/? [17:32<00:00,  3.35it/s]
Epoch 0: |          | 3523/? [17:32<00:00,  3.35it/s]
Epoch 0: |          | 3524/? [17:33<00:00,  3.35it/s]
Epoch 0: |          | 3524/? [17:33<00:00,  3.35it/s]
Epoch 0: |          | 3525/? [17:33<00:00,  3.35it/s]
Epoch 0: |          | 3525/? [17:33<00:00,  3.35it/s]
Epoch 0: |          | 3526/? [17:33<00:00,  3.35it/s]
Epoch 0: |          | 3526/? [17:33<00:00,  3.35it/s]
Epoch 0: |          | 3527/? [17:33<00:00,  3.35it/s]
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Epoch 0: |          | 3528/? [17:34<00:00,  3.35it/s]
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Epoch 0: |          | 3529/? [17:34<00:00,  3.35it/s]
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Epoch 0: |          | 3530/? [17:34<00:00,  3.35it/s]
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Epoch 0: |          | 3531/? [17:35<00:00,  3.35it/s]
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Epoch 0: |          | 3532/? [17:35<00:00,  3.35it/s]
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Epoch 0: |          | 3533/? [17:35<00:00,  3.35it/s]
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Epoch 0: |          | 3534/? [17:35<00:00,  3.35it/s]
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Epoch 0: |          | 3535/? [17:36<00:00,  3.35it/s]
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Epoch 0: |          | 3536/? [17:36<00:00,  3.35it/s]
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Epoch 0: |          | 3537/? [17:36<00:00,  3.35it/s]
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Epoch 0: |          | 3538/? [17:37<00:00,  3.35it/s]
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Epoch 0: |          | 3539/? [17:37<00:00,  3.35it/s]
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Epoch 0: |          | 3540/? [17:37<00:00,  3.35it/s]
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Epoch 0: |          | 3541/? [17:37<00:00,  3.35it/s]
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Epoch 0: |          | 3542/? [17:38<00:00,  3.35it/s]
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Epoch 0: |          | 3544/? [17:38<00:00,  3.35it/s]
Epoch 0: |          | 3544/? [17:38<00:00,  3.35it/s]
Epoch 0: |          | 3545/? [17:39<00:00,  3.35it/s]
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Epoch 0: |          | 3552/? [17:41<00:00,  3.35it/s]
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Epoch 0: |          | 3556/? [17:42<00:00,  3.35it/s]
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Epoch 0: |          | 3557/? [17:42<00:00,  3.35it/s]
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Epoch 0: |          | 3560/? [17:43<00:00,  3.35it/s]
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Epoch 0: |          | 3561/? [17:43<00:00,  3.35it/s]
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Epoch 0: |          | 3562/? [17:43<00:00,  3.35it/s]
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Epoch 0: |          | 3563/? [17:44<00:00,  3.35it/s]
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Epoch 0: |          | 3564/? [17:44<00:00,  3.35it/s]
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Epoch 0: |          | 3567/? [17:45<00:00,  3.35it/s]
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Epoch 0: |          | 3568/? [17:45<00:00,  3.35it/s]
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Epoch 0: |          | 3569/? [17:45<00:00,  3.35it/s]
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Epoch 0: |          | 3570/? [17:46<00:00,  3.35it/s]
Epoch 0: |          | 3570/? [17:46<00:00,  3.35it/s]
Epoch 0: |          | 3571/? [17:46<00:00,  3.35it/s]
Epoch 0: |          | 3571/? [17:46<00:00,  3.35it/s]
Epoch 0: |          | 3572/? [17:46<00:00,  3.35it/s]
Epoch 0: |          | 3572/? [17:46<00:00,  3.35it/s]
Epoch 0: |          | 3573/? [17:47<00:00,  3.35it/s]
Epoch 0: |          | 3573/? [17:47<00:00,  3.35it/s]
Epoch 0: |          | 3574/? [17:47<00:00,  3.35it/s]
Epoch 0: |          | 3574/? [17:47<00:00,  3.35it/s]
Epoch 0: |          | 3575/? [17:47<00:00,  3.35it/s]
Epoch 0: |          | 3575/? [17:47<00:00,  3.35it/s]
Epoch 0: |          | 3576/? [17:47<00:00,  3.35it/s]
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Epoch 0: |          | 3577/? [17:48<00:00,  3.35it/s]
Epoch 0: |          | 3577/? [17:48<00:00,  3.35it/s]
Epoch 0: |          | 3578/? [17:48<00:00,  3.35it/s]
Epoch 0: |          | 3578/? [17:48<00:00,  3.35it/s]
Epoch 0: |          | 3579/? [17:48<00:00,  3.35it/s]
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Epoch 0: |          | 3580/? [17:48<00:00,  3.35it/s]
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Epoch 0: |          | 3581/? [17:49<00:00,  3.35it/s]
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Epoch 0: |          | 3582/? [17:49<00:00,  3.35it/s]
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Epoch 0: |          | 3585/? [17:50<00:00,  3.35it/s]
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Epoch 0: |          | 3586/? [17:50<00:00,  3.35it/s]
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Epoch 0: |          | 3587/? [17:50<00:00,  3.35it/s]
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Epoch 0: |          | 3588/? [17:51<00:00,  3.35it/s]
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Epoch 0: |          | 3589/? [17:51<00:00,  3.35it/s]
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Epoch 0: |          | 3590/? [17:51<00:00,  3.35it/s]
Epoch 0: |          | 3590/? [17:51<00:00,  3.35it/s]
Epoch 0: |          | 3591/? [17:52<00:00,  3.35it/s]
Epoch 0: |          | 3591/? [17:52<00:00,  3.35it/s]
Epoch 0: |          | 3592/? [17:52<00:00,  3.35it/s]
Epoch 0: |          | 3592/? [17:52<00:00,  3.35it/s]
Epoch 0: |          | 3593/? [17:52<00:00,  3.35it/s]
Epoch 0: |          | 3593/? [17:52<00:00,  3.35it/s]
Epoch 0: |          | 3594/? [17:52<00:00,  3.35it/s]
Epoch 0: |          | 3594/? [17:52<00:00,  3.35it/s]
Epoch 0: |          | 3595/? [17:53<00:00,  3.35it/s]
Epoch 0: |          | 3595/? [17:53<00:00,  3.35it/s]
Epoch 0: |          | 3596/? [17:53<00:00,  3.35it/s]
Epoch 0: |          | 3596/? [17:53<00:00,  3.35it/s]
Epoch 0: |          | 3597/? [17:53<00:00,  3.35it/s]
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Epoch 0: |          | 3598/? [17:54<00:00,  3.35it/s]
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Epoch 0: |          | 3599/? [17:54<00:00,  3.35it/s]
Epoch 0: |          | 3599/? [17:54<00:00,  3.35it/s]
Epoch 0: |          | 3600/? [17:54<00:00,  3.35it/s]
Epoch 0: |          | 3600/? [17:54<00:00,  3.35it/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, 27.97it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.77it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.44it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.32it/s][A
[A
Epoch 0: |          | 3600/? [17:56<00:00,  3.35it/s]
Epoch 0: |          | 3601/? [17:56<00:00,  3.34it/s]
Epoch 0: |          | 3601/? [17:56<00:00,  3.34it/s]
Epoch 0: |          | 3602/? [17:57<00:00,  3.34it/s]
Epoch 0: |          | 3602/? [17:57<00:00,  3.34it/s]
Epoch 0: |          | 3603/? [17:57<00:00,  3.34it/s]
Epoch 0: |          | 3603/? [17:57<00:00,  3.34it/s]
Epoch 0: |          | 3604/? [17:57<00:00,  3.34it/s]
Epoch 0: |          | 3604/? [17:57<00:00,  3.34it/s]
Epoch 0: |          | 3605/? [17:58<00:00,  3.34it/s]
Epoch 0: |          | 3605/? [17:58<00:00,  3.34it/s]
Epoch 0: |          | 3606/? [17:58<00:00,  3.34it/s]
Epoch 0: |          | 3606/? [17:58<00:00,  3.34it/s]
Epoch 0: |          | 3607/? [17:58<00:00,  3.34it/s]
Epoch 0: |          | 3607/? [17:58<00:00,  3.34it/s]
Epoch 0: |          | 3608/? [17:58<00:00,  3.34it/s]
Epoch 0: |          | 3608/? [17:58<00:00,  3.34it/s]
Epoch 0: |          | 3609/? [17:59<00:00,  3.34it/s]
Epoch 0: |          | 3609/? [17:59<00:00,  3.34it/s]
Epoch 0: |          | 3610/? [17:59<00:00,  3.34it/s]
Epoch 0: |          | 3610/? [17:59<00:00,  3.34it/s]
Epoch 0: |          | 3611/? [17:59<00:00,  3.34it/s]
Epoch 0: |          | 3611/? [17:59<00:00,  3.34it/s]
Epoch 0: |          | 3612/? [18:00<00:00,  3.34it/s]
Epoch 0: |          | 3612/? [18:00<00:00,  3.34it/s]
Epoch 0: |          | 3613/? [18:00<00:00,  3.34it/s]
Epoch 0: |          | 3613/? [18:00<00:00,  3.34it/s]
Epoch 0: |          | 3614/? [18:00<00:00,  3.34it/s]
Epoch 0: |          | 3614/? [18:00<00:00,  3.34it/s]
Epoch 0: |          | 3615/? [18:00<00:00,  3.34it/s]
Epoch 0: |          | 3615/? [18:00<00:00,  3.34it/s]
Epoch 0: |          | 3616/? [18:01<00:00,  3.34it/s]
Epoch 0: |          | 3616/? [18:01<00:00,  3.34it/s]
Epoch 0: |          | 3617/? [18:01<00:00,  3.34it/s]
Epoch 0: |          | 3617/? [18:01<00:00,  3.34it/s]
Epoch 0: |          | 3618/? [18:01<00:00,  3.34it/s]
Epoch 0: |          | 3618/? [18:01<00:00,  3.34it/s]
Epoch 0: |          | 3619/? [18:02<00:00,  3.34it/s]
Epoch 0: |          | 3619/? [18:02<00:00,  3.34it/s]
Epoch 0: |          | 3620/? [18:02<00:00,  3.34it/s]
Epoch 0: |          | 3620/? [18:02<00:00,  3.34it/s]
Epoch 0: |          | 3621/? [18:02<00:00,  3.34it/s]
Epoch 0: |          | 3621/? [18:02<00:00,  3.34it/s]
Epoch 0: |          | 3622/? [18:02<00:00,  3.34it/s]
Epoch 0: |          | 3622/? [18:02<00:00,  3.34it/s]
Epoch 0: |          | 3623/? [18:03<00:00,  3.34it/s]
Epoch 0: |          | 3623/? [18:03<00:00,  3.34it/s]
Epoch 0: |          | 3624/? [18:03<00:00,  3.34it/s]
Epoch 0: |          | 3624/? [18:03<00:00,  3.34it/s]
Epoch 0: |          | 3625/? [18:03<00:00,  3.34it/s]
Epoch 0: |          | 3625/? [18:03<00:00,  3.34it/s]
Epoch 0: |          | 3626/? [18:04<00:00,  3.34it/s]
Epoch 0: |          | 3626/? [18:04<00:00,  3.34it/s]
Epoch 0: |          | 3627/? [18:04<00:00,  3.34it/s]
Epoch 0: |          | 3627/? [18:04<00:00,  3.34it/s]
Epoch 0: |          | 3628/? [18:04<00:00,  3.34it/s]
Epoch 0: |          | 3628/? [18:04<00:00,  3.34it/s]
Epoch 0: |          | 3629/? [18:04<00:00,  3.34it/s]
Epoch 0: |          | 3629/? [18:04<00:00,  3.34it/s]
Epoch 0: |          | 3630/? [18:05<00:00,  3.34it/s]
Epoch 0: |          | 3630/? [18:05<00:00,  3.34it/s]
Epoch 0: |          | 3631/? [18:05<00:00,  3.34it/s]
Epoch 0: |          | 3631/? [18:05<00:00,  3.34it/s]
Epoch 0: |          | 3632/? [18:05<00:00,  3.34it/s]
Epoch 0: |          | 3632/? [18:05<00:00,  3.34it/s]
Epoch 0: |          | 3633/? [18:06<00:00,  3.34it/s]
Epoch 0: |          | 3633/? [18:06<00:00,  3.34it/s]
Epoch 0: |          | 3634/? [18:06<00:00,  3.34it/s]
Epoch 0: |          | 3634/? [18:06<00:00,  3.34it/s]
Epoch 0: |          | 3635/? [18:06<00:00,  3.35it/s]
Epoch 0: |          | 3635/? [18:06<00:00,  3.35it/s]
Epoch 0: |          | 3636/? [18:06<00:00,  3.35it/s]
Epoch 0: |          | 3636/? [18:06<00:00,  3.35it/s]
Epoch 0: |          | 3637/? [18:07<00:00,  3.35it/s]
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Epoch 0: |          | 3638/? [18:07<00:00,  3.35it/s]
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Epoch 0: |          | 3639/? [18:07<00:00,  3.35it/s]
Epoch 0: |          | 3639/? [18:07<00:00,  3.35it/s]
Epoch 0: |          | 3640/? [18:08<00:00,  3.35it/s]
Epoch 0: |          | 3640/? [18:08<00:00,  3.35it/s]
Epoch 0: |          | 3641/? [18:08<00:00,  3.35it/s]
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Epoch 0: |          | 3642/? [18:08<00:00,  3.35it/s]
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Epoch 0: |          | 3643/? [18:08<00:00,  3.35it/s]
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Epoch 0: |          | 3644/? [18:09<00:00,  3.35it/s]
Epoch 0: |          | 3644/? [18:09<00:00,  3.35it/s]
Epoch 0: |          | 3645/? [18:09<00:00,  3.35it/s]
Epoch 0: |          | 3645/? [18:09<00:00,  3.35it/s]
Epoch 0: |          | 3646/? [18:09<00:00,  3.35it/s]
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Epoch 0: |          | 3647/? [18:10<00:00,  3.35it/s]
Epoch 0: |          | 3647/? [18:10<00:00,  3.35it/s]
Epoch 0: |          | 3648/? [18:10<00:00,  3.35it/s]
Epoch 0: |          | 3648/? [18:10<00:00,  3.35it/s]
Epoch 0: |          | 3649/? [18:10<00:00,  3.35it/s]
Epoch 0: |          | 3649/? [18:10<00:00,  3.35it/s]
Epoch 0: |          | 3650/? [18:10<00:00,  3.35it/s]
Epoch 0: |          | 3650/? [18:10<00:00,  3.35it/s]
Epoch 0: |          | 3651/? [18:11<00:00,  3.35it/s]
Epoch 0: |          | 3651/? [18:11<00:00,  3.35it/s]
Epoch 0: |          | 3652/? [18:11<00:00,  3.35it/s]
Epoch 0: |          | 3652/? [18:11<00:00,  3.35it/s]
Epoch 0: |          | 3653/? [18:11<00:00,  3.35it/s]
Epoch 0: |          | 3653/? [18:11<00:00,  3.35it/s]
Epoch 0: |          | 3654/? [18:12<00:00,  3.35it/s]
Epoch 0: |          | 3654/? [18:12<00:00,  3.35it/s]
Epoch 0: |          | 3655/? [18:12<00:00,  3.35it/s]
Epoch 0: |          | 3655/? [18:12<00:00,  3.35it/s]
Epoch 0: |          | 3656/? [18:12<00:00,  3.35it/s]
Epoch 0: |          | 3656/? [18:12<00:00,  3.35it/s]
Epoch 0: |          | 3657/? [18:12<00:00,  3.35it/s]
Epoch 0: |          | 3657/? [18:12<00:00,  3.35it/s]
Epoch 0: |          | 3658/? [18:13<00:00,  3.35it/s]
Epoch 0: |          | 3658/? [18:13<00:00,  3.35it/s]
Epoch 0: |          | 3659/? [18:13<00:00,  3.35it/s]
Epoch 0: |          | 3659/? [18:13<00:00,  3.35it/s]
Epoch 0: |          | 3660/? [18:13<00:00,  3.35it/s]
Epoch 0: |          | 3660/? [18:13<00:00,  3.35it/s]
Epoch 0: |          | 3661/? [18:14<00:00,  3.35it/s]
Epoch 0: |          | 3661/? [18:14<00:00,  3.35it/s]
Epoch 0: |          | 3662/? [18:14<00:00,  3.35it/s]
Epoch 0: |          | 3662/? [18:14<00:00,  3.35it/s]
Epoch 0: |          | 3663/? [18:14<00:00,  3.35it/s]
Epoch 0: |          | 3663/? [18:14<00:00,  3.35it/s]
Epoch 0: |          | 3664/? [18:15<00:00,  3.35it/s]
Epoch 0: |          | 3664/? [18:15<00:00,  3.35it/s]
Epoch 0: |          | 3665/? [18:15<00:00,  3.35it/s]
Epoch 0: |          | 3665/? [18:15<00:00,  3.35it/s]
Epoch 0: |          | 3666/? [18:15<00:00,  3.35it/s]
Epoch 0: |          | 3666/? [18:15<00:00,  3.35it/s]
Epoch 0: |          | 3667/? [18:15<00:00,  3.35it/s]
Epoch 0: |          | 3667/? [18:15<00:00,  3.35it/s]
Epoch 0: |          | 3668/? [18:16<00:00,  3.35it/s]
Epoch 0: |          | 3668/? [18:16<00:00,  3.35it/s]
Epoch 0: |          | 3669/? [18:16<00:00,  3.35it/s]
Epoch 0: |          | 3669/? [18:16<00:00,  3.35it/s]
Epoch 0: |          | 3670/? [18:16<00:00,  3.35it/s]
Epoch 0: |          | 3670/? [18:16<00:00,  3.35it/s]
Epoch 0: |          | 3671/? [18:17<00:00,  3.35it/s]
Epoch 0: |          | 3671/? [18:17<00:00,  3.35it/s]
Epoch 0: |          | 3672/? [18:17<00:00,  3.35it/s]
Epoch 0: |          | 3672/? [18:17<00:00,  3.35it/s]
Epoch 0: |          | 3673/? [18:17<00:00,  3.35it/s]
Epoch 0: |          | 3673/? [18:17<00:00,  3.35it/s]
Epoch 0: |          | 3674/? [18:17<00:00,  3.35it/s]
Epoch 0: |          | 3674/? [18:17<00:00,  3.35it/s]
Epoch 0: |          | 3675/? [18:18<00:00,  3.35it/s]
Epoch 0: |          | 3675/? [18:18<00:00,  3.35it/s]
Epoch 0: |          | 3676/? [18:18<00:00,  3.35it/s]
Epoch 0: |          | 3676/? [18:18<00:00,  3.35it/s]
Epoch 0: |          | 3677/? [18:18<00:00,  3.35it/s]
Epoch 0: |          | 3677/? [18:18<00:00,  3.35it/s]
Epoch 0: |          | 3678/? [18:18<00:00,  3.35it/s]
Epoch 0: |          | 3678/? [18:18<00:00,  3.35it/s]
Epoch 0: |          | 3679/? [18:19<00:00,  3.35it/s]
Epoch 0: |          | 3679/? [18:19<00:00,  3.35it/s]
Epoch 0: |          | 3680/? [18:19<00:00,  3.35it/s]
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Epoch 0: |          | 3699/? [18:24<00:00,  3.35it/s]
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Epoch 0: |          | 3700/? [18:25<00:00,  3.35it/s]
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Epoch 0: |          | 3701/? [18:25<00:00,  3.35it/s]
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Epoch 0: |          | 3702/? [18:25<00:00,  3.35it/s]
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Epoch 0: |          | 3703/? [18:26<00:00,  3.35it/s]
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Epoch 0: |          | 3706/? [18:26<00:00,  3.35it/s]
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Epoch 0: |          | 3707/? [18:27<00:00,  3.35it/s]
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Epoch 0: |          | 3708/? [18:27<00:00,  3.35it/s]
Epoch 0: |          | 3708/? [18:27<00:00,  3.35it/s]
Epoch 0: |          | 3709/? [18:27<00:00,  3.35it/s]
Epoch 0: |          | 3709/? [18:27<00:00,  3.35it/s]
Epoch 0: |          | 3710/? [18:28<00:00,  3.35it/s]
Epoch 0: |          | 3710/? [18:28<00:00,  3.35it/s]
Epoch 0: |          | 3711/? [18:28<00:00,  3.35it/s]
Epoch 0: |          | 3711/? [18:28<00:00,  3.35it/s]
Epoch 0: |          | 3712/? [18:28<00:00,  3.35it/s]
Epoch 0: |          | 3712/? [18:28<00:00,  3.35it/s]
Epoch 0: |          | 3713/? [18:29<00:00,  3.35it/s]
Epoch 0: |          | 3713/? [18:29<00:00,  3.35it/s]
Epoch 0: |          | 3714/? [18:29<00:00,  3.35it/s]
Epoch 0: |          | 3714/? [18:29<00:00,  3.35it/s]
Epoch 0: |          | 3715/? [18:29<00:00,  3.35it/s]
Epoch 0: |          | 3715/? [18:29<00:00,  3.35it/s]
Epoch 0: |          | 3716/? [18:29<00:00,  3.35it/s]
Epoch 0: |          | 3716/? [18:29<00:00,  3.35it/s]
Epoch 0: |          | 3717/? [18:30<00:00,  3.35it/s]
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Epoch 0: |          | 3718/? [18:30<00:00,  3.35it/s]
Epoch 0: |          | 3718/? [18:30<00:00,  3.35it/s]
Epoch 0: |          | 3719/? [18:30<00:00,  3.35it/s]
Epoch 0: |          | 3719/? [18:30<00:00,  3.35it/s]
Epoch 0: |          | 3720/? [18:30<00:00,  3.35it/s]
Epoch 0: |          | 3720/? [18:30<00:00,  3.35it/s]
Epoch 0: |          | 3721/? [18:31<00:00,  3.35it/s]
Epoch 0: |          | 3721/? [18:31<00:00,  3.35it/s]
Epoch 0: |          | 3722/? [18:31<00:00,  3.35it/s]
Epoch 0: |          | 3722/? [18:31<00:00,  3.35it/s]
Epoch 0: |          | 3723/? [18:31<00:00,  3.35it/s]
Epoch 0: |          | 3723/? [18:31<00:00,  3.35it/s]
Epoch 0: |          | 3724/? [18:32<00:00,  3.35it/s]
Epoch 0: |          | 3724/? [18:32<00:00,  3.35it/s]
Epoch 0: |          | 3725/? [18:32<00:00,  3.35it/s]
Epoch 0: |          | 3725/? [18:32<00:00,  3.35it/s]
Epoch 0: |          | 3726/? [18:32<00:00,  3.35it/s]
Epoch 0: |          | 3726/? [18:32<00:00,  3.35it/s]
Epoch 0: |          | 3727/? [18:33<00:00,  3.35it/s]
Epoch 0: |          | 3727/? [18:33<00:00,  3.35it/s]
Epoch 0: |          | 3728/? [18:33<00:00,  3.35it/s]
Epoch 0: |          | 3728/? [18:33<00:00,  3.35it/s]
Epoch 0: |          | 3729/? [18:33<00:00,  3.35it/s]
Epoch 0: |          | 3729/? [18:33<00:00,  3.35it/s]
Epoch 0: |          | 3730/? [18:33<00:00,  3.35it/s]
Epoch 0: |          | 3730/? [18:33<00:00,  3.35it/s]
Epoch 0: |          | 3731/? [18:34<00:00,  3.35it/s]
Epoch 0: |          | 3731/? [18:34<00:00,  3.35it/s]
Epoch 0: |          | 3732/? [18:34<00:00,  3.35it/s]
Epoch 0: |          | 3732/? [18:34<00:00,  3.35it/s]
Epoch 0: |          | 3733/? [18:34<00:00,  3.35it/s]
Epoch 0: |          | 3733/? [18:34<00:00,  3.35it/s]
Epoch 0: |          | 3734/? [18:35<00:00,  3.35it/s]
Epoch 0: |          | 3734/? [18:35<00:00,  3.35it/s]
Epoch 0: |          | 3735/? [18:35<00:00,  3.35it/s]
Epoch 0: |          | 3735/? [18:35<00:00,  3.35it/s]
Epoch 0: |          | 3736/? [18:35<00:00,  3.35it/s]
Epoch 0: |          | 3736/? [18:35<00:00,  3.35it/s]
Epoch 0: |          | 3737/? [18:35<00:00,  3.35it/s]
Epoch 0: |          | 3737/? [18:35<00:00,  3.35it/s]
Epoch 0: |          | 3738/? [18:36<00:00,  3.35it/s]
Epoch 0: |          | 3738/? [18:36<00:00,  3.35it/s]
Epoch 0: |          | 3739/? [18:36<00:00,  3.35it/s]
Epoch 0: |          | 3739/? [18:36<00:00,  3.35it/s]
Epoch 0: |          | 3740/? [18:36<00:00,  3.35it/s]
Epoch 0: |          | 3740/? [18:36<00:00,  3.35it/s]
Epoch 0: |          | 3741/? [18:37<00:00,  3.35it/s]
Epoch 0: |          | 3741/? [18:37<00:00,  3.35it/s]
Epoch 0: |          | 3742/? [18:37<00:00,  3.35it/s]
Epoch 0: |          | 3742/? [18:37<00:00,  3.35it/s]
Epoch 0: |          | 3743/? [18:37<00:00,  3.35it/s]
Epoch 0: |          | 3743/? [18:37<00:00,  3.35it/s]
Epoch 0: |          | 3744/? [18:37<00:00,  3.35it/s]
Epoch 0: |          | 3744/? [18:37<00:00,  3.35it/s]
Epoch 0: |          | 3745/? [18:38<00:00,  3.35it/s]
Epoch 0: |          | 3745/? [18:38<00:00,  3.35it/s]
Epoch 0: |          | 3746/? [18:38<00:00,  3.35it/s]
Epoch 0: |          | 3746/? [18:38<00:00,  3.35it/s]
Epoch 0: |          | 3747/? [18:38<00:00,  3.35it/s]
Epoch 0: |          | 3747/? [18:38<00:00,  3.35it/s]
Epoch 0: |          | 3748/? [18:39<00:00,  3.35it/s]
Epoch 0: |          | 3748/? [18:39<00:00,  3.35it/s]
Epoch 0: |          | 3749/? [18:39<00:00,  3.35it/s]
Epoch 0: |          | 3749/? [18:39<00:00,  3.35it/s]
Epoch 0: |          | 3750/? [18:39<00:00,  3.35it/s]
Epoch 0: |          | 3750/? [18:39<00:00,  3.35it/s]
Epoch 0: |          | 3751/? [18:39<00:00,  3.35it/s]
Epoch 0: |          | 3751/? [18:39<00:00,  3.35it/s]
Epoch 0: |          | 3752/? [18:40<00:00,  3.35it/s]
Epoch 0: |          | 3752/? [18:40<00:00,  3.35it/s]
Epoch 0: |          | 3753/? [18:40<00:00,  3.35it/s]
Epoch 0: |          | 3753/? [18:40<00:00,  3.35it/s]
Epoch 0: |          | 3754/? [18:40<00:00,  3.35it/s]
Epoch 0: |          | 3754/? [18:40<00:00,  3.35it/s]
Epoch 0: |          | 3755/? [18:41<00:00,  3.35it/s]
Epoch 0: |          | 3755/? [18:41<00:00,  3.35it/s]
Epoch 0: |          | 3756/? [18:41<00:00,  3.35it/s]
Epoch 0: |          | 3756/? [18:41<00:00,  3.35it/s]
Epoch 0: |          | 3757/? [18:41<00:00,  3.35it/s]
Epoch 0: |          | 3757/? [18:41<00:00,  3.35it/s]
Epoch 0: |          | 3758/? [18:41<00:00,  3.35it/s]
Epoch 0: |          | 3758/? [18:41<00:00,  3.35it/s]
Epoch 0: |          | 3759/? [18:42<00:00,  3.35it/s]
Epoch 0: |          | 3759/? [18:42<00:00,  3.35it/s]
Epoch 0: |          | 3760/? [18:42<00:00,  3.35it/s]
Epoch 0: |          | 3760/? [18:42<00:00,  3.35it/s]
Epoch 0: |          | 3761/? [18:42<00:00,  3.35it/s]
Epoch 0: |          | 3761/? [18:42<00:00,  3.35it/s]
Epoch 0: |          | 3762/? [18:43<00:00,  3.35it/s]
Epoch 0: |          | 3762/? [18:43<00:00,  3.35it/s]
Epoch 0: |          | 3763/? [18:43<00:00,  3.35it/s]
Epoch 0: |          | 3763/? [18:43<00:00,  3.35it/s]
Epoch 0: |          | 3764/? [18:43<00:00,  3.35it/s]
Epoch 0: |          | 3764/? [18:43<00:00,  3.35it/s]
Epoch 0: |          | 3765/? [18:43<00:00,  3.35it/s]
Epoch 0: |          | 3765/? [18:43<00:00,  3.35it/s]
Epoch 0: |          | 3766/? [18:44<00:00,  3.35it/s]
Epoch 0: |          | 3766/? [18:44<00:00,  3.35it/s]
Epoch 0: |          | 3767/? [18:44<00:00,  3.35it/s]
Epoch 0: |          | 3767/? [18:44<00:00,  3.35it/s]
Epoch 0: |          | 3768/? [18:44<00:00,  3.35it/s]
Epoch 0: |          | 3768/? [18:44<00:00,  3.35it/s]
Epoch 0: |          | 3769/? [18:45<00:00,  3.35it/s]
Epoch 0: |          | 3769/? [18:45<00:00,  3.35it/s]
Epoch 0: |          | 3770/? [18:45<00:00,  3.35it/s]
Epoch 0: |          | 3770/? [18:45<00:00,  3.35it/s]
Epoch 0: |          | 3771/? [18:45<00:00,  3.35it/s]
Epoch 0: |          | 3771/? [18:45<00:00,  3.35it/s]
Epoch 0: |          | 3772/? [18:45<00:00,  3.35it/s]
Epoch 0: |          | 3772/? [18:45<00:00,  3.35it/s]
Epoch 0: |          | 3773/? [18:46<00:00,  3.35it/s]
Epoch 0: |          | 3773/? [18:46<00:00,  3.35it/s]
Epoch 0: |          | 3774/? [18:46<00:00,  3.35it/s]
Epoch 0: |          | 3774/? [18:46<00:00,  3.35it/s]
Epoch 0: |          | 3775/? [18:46<00:00,  3.35it/s]
Epoch 0: |          | 3775/? [18:46<00:00,  3.35it/s]
Epoch 0: |          | 3776/? [18:47<00:00,  3.35it/s]
Epoch 0: |          | 3776/? [18:47<00:00,  3.35it/s]
Epoch 0: |          | 3777/? [18:47<00:00,  3.35it/s]
Epoch 0: |          | 3777/? [18:47<00:00,  3.35it/s]
Epoch 0: |          | 3778/? [18:47<00:00,  3.35it/s]
Epoch 0: |          | 3778/? [18:47<00:00,  3.35it/s]
Epoch 0: |          | 3779/? [18:47<00:00,  3.35it/s]
Epoch 0: |          | 3779/? [18:47<00:00,  3.35it/s]
Epoch 0: |          | 3780/? [18:48<00:00,  3.35it/s]
Epoch 0: |          | 3780/? [18:48<00:00,  3.35it/s]
Epoch 0: |          | 3781/? [18:48<00:00,  3.35it/s]
Epoch 0: |          | 3781/? [18:48<00:00,  3.35it/s]
Epoch 0: |          | 3782/? [18:48<00:00,  3.35it/s]
Epoch 0: |          | 3782/? [18:48<00:00,  3.35it/s]
Epoch 0: |          | 3783/? [18:49<00:00,  3.35it/s]
Epoch 0: |          | 3783/? [18:49<00:00,  3.35it/s]
Epoch 0: |          | 3784/? [18:49<00:00,  3.35it/s]
Epoch 0: |          | 3784/? [18:49<00:00,  3.35it/s]
Epoch 0: |          | 3785/? [18:49<00:00,  3.35it/s]
Epoch 0: |          | 3785/? [18:49<00:00,  3.35it/s]
Epoch 0: |          | 3786/? [18:49<00:00,  3.35it/s]
Epoch 0: |          | 3786/? [18:49<00:00,  3.35it/s]
Epoch 0: |          | 3787/? [18:50<00:00,  3.35it/s]
Epoch 0: |          | 3787/? [18:50<00:00,  3.35it/s]
Epoch 0: |          | 3788/? [18:50<00:00,  3.35it/s]
Epoch 0: |          | 3788/? [18:50<00:00,  3.35it/s]
Epoch 0: |          | 3789/? [18:50<00:00,  3.35it/s]
Epoch 0: |          | 3789/? [18:50<00:00,  3.35it/s]
Epoch 0: |          | 3790/? [18:51<00:00,  3.35it/s]
Epoch 0: |          | 3790/? [18:51<00:00,  3.35it/s]
Epoch 0: |          | 3791/? [18:51<00:00,  3.35it/s]
Epoch 0: |          | 3791/? [18:51<00:00,  3.35it/s]
Epoch 0: |          | 3792/? [18:51<00:00,  3.35it/s]
Epoch 0: |          | 3792/? [18:51<00:00,  3.35it/s]
Epoch 0: |          | 3793/? [18:52<00:00,  3.35it/s]
Epoch 0: |          | 3793/? [18:52<00:00,  3.35it/s]
Epoch 0: |          | 3794/? [18:52<00:00,  3.35it/s]
Epoch 0: |          | 3794/? [18:52<00:00,  3.35it/s]
Epoch 0: |          | 3795/? [18:52<00:00,  3.35it/s]
Epoch 0: |          | 3795/? [18:52<00:00,  3.35it/s]
Epoch 0: |          | 3796/? [18:53<00:00,  3.35it/s]
Epoch 0: |          | 3796/? [18:53<00:00,  3.35it/s]
Epoch 0: |          | 3797/? [18:53<00:00,  3.35it/s]
Epoch 0: |          | 3797/? [18:53<00:00,  3.35it/s]
Epoch 0: |          | 3798/? [18:53<00:00,  3.35it/s]
Epoch 0: |          | 3798/? [18:53<00:00,  3.35it/s]
Epoch 0: |          | 3799/? [18:53<00:00,  3.35it/s]
Epoch 0: |          | 3799/? [18:53<00:00,  3.35it/s]
Epoch 0: |          | 3800/? [18:54<00:00,  3.35it/s]
Epoch 0: |          | 3800/? [18:54<00:00,  3.35it/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, 27.42it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.46it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.19it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.06it/s][A
[A
Epoch 0: |          | 3800/? [18:55<00:00,  3.35it/s]
Epoch 0: |          | 3801/? [18:56<00:00,  3.34it/s]
Epoch 0: |          | 3801/? [18:56<00:00,  3.34it/s]
Epoch 0: |          | 3802/? [18:56<00:00,  3.34it/s]
Epoch 0: |          | 3802/? [18:56<00:00,  3.34it/s]
Epoch 0: |          | 3803/? [18:57<00:00,  3.34it/s]
Epoch 0: |          | 3803/? [18:57<00:00,  3.34it/s]
Epoch 0: |          | 3804/? [18:57<00:00,  3.34it/s]
Epoch 0: |          | 3804/? [18:57<00:00,  3.34it/s]
Epoch 0: |          | 3805/? [18:57<00:00,  3.34it/s]
Epoch 0: |          | 3805/? [18:57<00:00,  3.34it/s]
Epoch 0: |          | 3806/? [18:58<00:00,  3.34it/s]
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Epoch 0: |          | 3807/? [18:58<00:00,  3.34it/s]
Epoch 0: |          | 3807/? [18:58<00:00,  3.34it/s]
Epoch 0: |          | 3808/? [18:58<00:00,  3.34it/s]
Epoch 0: |          | 3808/? [18:58<00:00,  3.34it/s]
Epoch 0: |          | 3809/? [18:58<00:00,  3.34it/s]
Epoch 0: |          | 3809/? [18:58<00:00,  3.34it/s]
Epoch 0: |          | 3810/? [18:59<00:00,  3.34it/s]
Epoch 0: |          | 3810/? [18:59<00:00,  3.34it/s]
Epoch 0: |          | 3811/? [18:59<00:00,  3.34it/s]
Epoch 0: |          | 3811/? [18:59<00:00,  3.34it/s]
Epoch 0: |          | 3812/? [18:59<00:00,  3.34it/s]
Epoch 0: |          | 3812/? [18:59<00:00,  3.34it/s]
Epoch 0: |          | 3813/? [19:00<00:00,  3.34it/s]
Epoch 0: |          | 3813/? [19:00<00:00,  3.34it/s]
Epoch 0: |          | 3814/? [19:00<00:00,  3.34it/s]
Epoch 0: |          | 3814/? [19:00<00:00,  3.34it/s]
Epoch 0: |          | 3815/? [19:00<00:00,  3.34it/s]
Epoch 0: |          | 3815/? [19:00<00:00,  3.34it/s]
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Epoch 0: |          | 3832/? [19:05<00:00,  3.35it/s]
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Epoch 0: |          | 3834/? [19:06<00:00,  3.35it/s]
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Epoch 0: |          | 3835/? [19:06<00:00,  3.35it/s]
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Epoch 0: |          | 3838/? [19:07<00:00,  3.35it/s]
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Epoch 0: |          | 3839/? [19:07<00:00,  3.35it/s]
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Epoch 0: |          | 3840/? [19:07<00:00,  3.35it/s]
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Epoch 0: |          | 3841/? [19:08<00:00,  3.35it/s]
Epoch 0: |          | 3841/? [19:08<00:00,  3.35it/s]
Epoch 0: |          | 3842/? [19:08<00:00,  3.35it/s]
Epoch 0: |          | 3842/? [19:08<00:00,  3.35it/s]
Epoch 0: |          | 3843/? [19:08<00:00,  3.35it/s]
Epoch 0: |          | 3843/? [19:08<00:00,  3.35it/s]
Epoch 0: |          | 3844/? [19:08<00:00,  3.35it/s]
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Epoch 0: |          | 3845/? [19:09<00:00,  3.35it/s]
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Epoch 0: |          | 3846/? [19:09<00:00,  3.35it/s]
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Epoch 0: |          | 3847/? [19:09<00:00,  3.35it/s]
Epoch 0: |          | 3847/? [19:09<00:00,  3.35it/s]
Epoch 0: |          | 3848/? [19:10<00:00,  3.35it/s]
Epoch 0: |          | 3848/? [19:10<00:00,  3.35it/s]
Epoch 0: |          | 3849/? [19:10<00:00,  3.35it/s]
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Epoch 0: |          | 3850/? [19:10<00:00,  3.35it/s]
Epoch 0: |          | 3850/? [19:10<00:00,  3.35it/s]
Epoch 0: |          | 3851/? [19:10<00:00,  3.35it/s]
Epoch 0: |          | 3851/? [19:10<00:00,  3.35it/s]
Epoch 0: |          | 3852/? [19:11<00:00,  3.35it/s]
Epoch 0: |          | 3852/? [19:11<00:00,  3.35it/s]
Epoch 0: |          | 3853/? [19:11<00:00,  3.35it/s]
Epoch 0: |          | 3853/? [19:11<00:00,  3.35it/s]
Epoch 0: |          | 3854/? [19:11<00:00,  3.35it/s]
Epoch 0: |          | 3854/? [19:11<00:00,  3.35it/s]
Epoch 0: |          | 3855/? [19:12<00:00,  3.35it/s]
Epoch 0: |          | 3855/? [19:12<00:00,  3.35it/s]
Epoch 0: |          | 3856/? [19:12<00:00,  3.35it/s]
Epoch 0: |          | 3856/? [19:12<00:00,  3.35it/s]
Epoch 0: |          | 3857/? [19:12<00:00,  3.35it/s]
Epoch 0: |          | 3857/? [19:12<00:00,  3.35it/s]
Epoch 0: |          | 3858/? [19:12<00:00,  3.35it/s]
Epoch 0: |          | 3858/? [19:12<00:00,  3.35it/s]
Epoch 0: |          | 3859/? [19:13<00:00,  3.35it/s]
Epoch 0: |          | 3859/? [19:13<00:00,  3.35it/s]
Epoch 0: |          | 3860/? [19:13<00:00,  3.35it/s]
Epoch 0: |          | 3860/? [19:13<00:00,  3.35it/s]
Epoch 0: |          | 3861/? [19:13<00:00,  3.35it/s]
Epoch 0: |          | 3861/? [19:13<00:00,  3.35it/s]
Epoch 0: |          | 3862/? [19:14<00:00,  3.35it/s]
Epoch 0: |          | 3862/? [19:14<00:00,  3.35it/s]
Epoch 0: |          | 3863/? [19:14<00:00,  3.35it/s]
Epoch 0: |          | 3863/? [19:14<00:00,  3.35it/s]
Epoch 0: |          | 3864/? [19:14<00:00,  3.35it/s]
Epoch 0: |          | 3864/? [19:14<00:00,  3.35it/s]
Epoch 0: |          | 3865/? [19:14<00:00,  3.35it/s]
Epoch 0: |          | 3865/? [19:14<00:00,  3.35it/s]
Epoch 0: |          | 3866/? [19:15<00:00,  3.35it/s]
Epoch 0: |          | 3866/? [19:15<00:00,  3.35it/s]
Epoch 0: |          | 3867/? [19:15<00:00,  3.35it/s]
Epoch 0: |          | 3867/? [19:15<00:00,  3.35it/s]
Epoch 0: |          | 3868/? [19:15<00:00,  3.35it/s]
Epoch 0: |          | 3868/? [19:15<00:00,  3.35it/s]
Epoch 0: |          | 3869/? [19:16<00:00,  3.35it/s]
Epoch 0: |          | 3869/? [19:16<00:00,  3.35it/s]
Epoch 0: |          | 3870/? [19:16<00:00,  3.35it/s]
Epoch 0: |          | 3870/? [19:16<00:00,  3.35it/s]
Epoch 0: |          | 3871/? [19:16<00:00,  3.35it/s]
Epoch 0: |          | 3871/? [19:16<00:00,  3.35it/s]
Epoch 0: |          | 3872/? [19:16<00:00,  3.35it/s]
Epoch 0: |          | 3872/? [19:16<00:00,  3.35it/s]
Epoch 0: |          | 3873/? [19:17<00:00,  3.35it/s]
Epoch 0: |          | 3873/? [19:17<00:00,  3.35it/s]
Epoch 0: |          | 3874/? [19:17<00:00,  3.35it/s]
Epoch 0: |          | 3874/? [19:17<00:00,  3.35it/s]
Epoch 0: |          | 3875/? [19:17<00:00,  3.35it/s]
Epoch 0: |          | 3875/? [19:17<00:00,  3.35it/s]
Epoch 0: |          | 3876/? [19:18<00:00,  3.35it/s]
Epoch 0: |          | 3876/? [19:18<00:00,  3.35it/s]
Epoch 0: |          | 3877/? [19:18<00:00,  3.35it/s]
Epoch 0: |          | 3877/? [19:18<00:00,  3.35it/s]
Epoch 0: |          | 3878/? [19:18<00:00,  3.35it/s]
Epoch 0: |          | 3878/? [19:18<00:00,  3.35it/s]
Epoch 0: |          | 3879/? [19:18<00:00,  3.35it/s]
Epoch 0: |          | 3879/? [19:18<00:00,  3.35it/s]
Epoch 0: |          | 3880/? [19:19<00:00,  3.35it/s]
Epoch 0: |          | 3880/? [19:19<00:00,  3.35it/s]
Epoch 0: |          | 3881/? [19:19<00:00,  3.35it/s]
Epoch 0: |          | 3881/? [19:19<00:00,  3.35it/s]
Epoch 0: |          | 3882/? [19:19<00:00,  3.35it/s]
Epoch 0: |          | 3882/? [19:19<00:00,  3.35it/s]
Epoch 0: |          | 3883/? [19:20<00:00,  3.35it/s]
Epoch 0: |          | 3883/? [19:20<00:00,  3.35it/s]
Epoch 0: |          | 3884/? [19:20<00:00,  3.35it/s]
Epoch 0: |          | 3884/? [19:20<00:00,  3.35it/s]
Epoch 0: |          | 3885/? [19:20<00:00,  3.35it/s]
Epoch 0: |          | 3885/? [19:20<00:00,  3.35it/s]
Epoch 0: |          | 3886/? [19:20<00:00,  3.35it/s]
Epoch 0: |          | 3886/? [19:20<00:00,  3.35it/s]
Epoch 0: |          | 3887/? [19:21<00:00,  3.35it/s]
Epoch 0: |          | 3887/? [19:21<00:00,  3.35it/s]
Epoch 0: |          | 3888/? [19:21<00:00,  3.35it/s]
Epoch 0: |          | 3888/? [19:21<00:00,  3.35it/s]
Epoch 0: |          | 3889/? [19:21<00:00,  3.35it/s]
Epoch 0: |          | 3889/? [19:21<00:00,  3.35it/s]
Epoch 0: |          | 3890/? [19:22<00:00,  3.35it/s]
Epoch 0: |          | 3890/? [19:22<00:00,  3.35it/s]
Epoch 0: |          | 3891/? [19:22<00:00,  3.35it/s]
Epoch 0: |          | 3891/? [19:22<00:00,  3.35it/s]
Epoch 0: |          | 3892/? [19:22<00:00,  3.35it/s]
Epoch 0: |          | 3892/? [19:22<00:00,  3.35it/s]
Epoch 0: |          | 3893/? [19:22<00:00,  3.35it/s]
Epoch 0: |          | 3893/? [19:22<00:00,  3.35it/s]
Epoch 0: |          | 3894/? [19:23<00:00,  3.35it/s]
Epoch 0: |          | 3894/? [19:23<00:00,  3.35it/s]
Epoch 0: |          | 3895/? [19:23<00:00,  3.35it/s]
Epoch 0: |          | 3895/? [19:23<00:00,  3.35it/s]
Epoch 0: |          | 3896/? [19:23<00:00,  3.35it/s]
Epoch 0: |          | 3896/? [19:23<00:00,  3.35it/s]
Epoch 0: |          | 3897/? [19:24<00:00,  3.35it/s]
Epoch 0: |          | 3897/? [19:24<00:00,  3.35it/s]
Epoch 0: |          | 3898/? [19:24<00:00,  3.35it/s]
Epoch 0: |          | 3898/? [19:24<00:00,  3.35it/s]
Epoch 0: |          | 3899/? [19:24<00:00,  3.35it/s]
Epoch 0: |          | 3899/? [19:24<00:00,  3.35it/s]
Epoch 0: |          | 3900/? [19:24<00:00,  3.35it/s]
Epoch 0: |          | 3900/? [19:24<00:00,  3.35it/s]
Epoch 0: |          | 3901/? [19:25<00:00,  3.35it/s]
Epoch 0: |          | 3901/? [19:25<00:00,  3.35it/s]
Epoch 0: |          | 3902/? [19:25<00:00,  3.35it/s]
Epoch 0: |          | 3902/? [19:25<00:00,  3.35it/s]
Epoch 0: |          | 3903/? [19:25<00:00,  3.35it/s]
Epoch 0: |          | 3903/? [19:25<00:00,  3.35it/s]
Epoch 0: |          | 3904/? [19:26<00:00,  3.35it/s]
Epoch 0: |          | 3904/? [19:26<00:00,  3.35it/s]
Epoch 0: |          | 3905/? [19:26<00:00,  3.35it/s]
Epoch 0: |          | 3905/? [19:26<00:00,  3.35it/s]
Epoch 0: |          | 3906/? [19:26<00:00,  3.35it/s]
Epoch 0: |          | 3906/? [19:26<00:00,  3.35it/s]
Epoch 0: |          | 3907/? [19:27<00:00,  3.35it/s]
Epoch 0: |          | 3907/? [19:27<00:00,  3.35it/s]
Epoch 0: |          | 3908/? [19:27<00:00,  3.35it/s]
Epoch 0: |          | 3908/? [19:27<00:00,  3.35it/s]
Epoch 0: |          | 3909/? [19:27<00:00,  3.35it/s]
Epoch 0: |          | 3909/? [19:27<00:00,  3.35it/s]
Epoch 0: |          | 3910/? [19:27<00:00,  3.35it/s]
Epoch 0: |          | 3910/? [19:27<00:00,  3.35it/s]
Epoch 0: |          | 3911/? [19:28<00:00,  3.35it/s]
Epoch 0: |          | 3911/? [19:28<00:00,  3.35it/s]
Epoch 0: |          | 3912/? [19:28<00:00,  3.35it/s]
Epoch 0: |          | 3912/? [19:28<00:00,  3.35it/s]
Epoch 0: |          | 3913/? [19:28<00:00,  3.35it/s]
Epoch 0: |          | 3913/? [19:28<00:00,  3.35it/s]
Epoch 0: |          | 3914/? [19:29<00:00,  3.35it/s]
Epoch 0: |          | 3914/? [19:29<00:00,  3.35it/s]
Epoch 0: |          | 3915/? [19:29<00:00,  3.35it/s]
Epoch 0: |          | 3915/? [19:29<00:00,  3.35it/s]
Epoch 0: |          | 3916/? [19:29<00:00,  3.35it/s]
Epoch 0: |          | 3916/? [19:29<00:00,  3.35it/s]
Epoch 0: |          | 3917/? [19:29<00:00,  3.35it/s]
Epoch 0: |          | 3917/? [19:29<00:00,  3.35it/s]
Epoch 0: |          | 3918/? [19:30<00:00,  3.35it/s]
Epoch 0: |          | 3918/? [19:30<00:00,  3.35it/s]
Epoch 0: |          | 3919/? [19:30<00:00,  3.35it/s]
Epoch 0: |          | 3919/? [19:30<00:00,  3.35it/s]
Epoch 0: |          | 3920/? [19:30<00:00,  3.35it/s]
Epoch 0: |          | 3920/? [19:30<00:00,  3.35it/s]
Epoch 0: |          | 3921/? [19:31<00:00,  3.35it/s]
Epoch 0: |          | 3921/? [19:31<00:00,  3.35it/s]
Epoch 0: |          | 3922/? [19:31<00:00,  3.35it/s]
Epoch 0: |          | 3922/? [19:31<00:00,  3.35it/s]
Epoch 0: |          | 3923/? [19:31<00:00,  3.35it/s]
Epoch 0: |          | 3923/? [19:31<00:00,  3.35it/s]
Epoch 0: |          | 3924/? [19:31<00:00,  3.35it/s]
Epoch 0: |          | 3924/? [19:31<00:00,  3.35it/s]
Epoch 0: |          | 3925/? [19:32<00:00,  3.35it/s]
Epoch 0: |          | 3925/? [19:32<00:00,  3.35it/s]
Epoch 0: |          | 3926/? [19:32<00:00,  3.35it/s]
Epoch 0: |          | 3926/? [19:32<00:00,  3.35it/s]
Epoch 0: |          | 3927/? [19:32<00:00,  3.35it/s]
Epoch 0: |          | 3927/? [19:32<00:00,  3.35it/s]
Epoch 0: |          | 3928/? [19:33<00:00,  3.35it/s]
Epoch 0: |          | 3928/? [19:33<00:00,  3.35it/s]
Epoch 0: |          | 3929/? [19:33<00:00,  3.35it/s]
Epoch 0: |          | 3929/? [19:33<00:00,  3.35it/s]
Epoch 0: |          | 3930/? [19:33<00:00,  3.35it/s]
Epoch 0: |          | 3930/? [19:33<00:00,  3.35it/s]
Epoch 0: |          | 3931/? [19:33<00:00,  3.35it/s]
Epoch 0: |          | 3931/? [19:33<00:00,  3.35it/s]
Epoch 0: |          | 3932/? [19:34<00:00,  3.35it/s]
Epoch 0: |          | 3932/? [19:34<00:00,  3.35it/s]
Epoch 0: |          | 3933/? [19:34<00:00,  3.35it/s]
Epoch 0: |          | 3933/? [19:34<00:00,  3.35it/s]
Epoch 0: |          | 3934/? [19:34<00:00,  3.35it/s]
Epoch 0: |          | 3934/? [19:34<00:00,  3.35it/s]
Epoch 0: |          | 3935/? [19:35<00:00,  3.35it/s]
Epoch 0: |          | 3935/? [19:35<00:00,  3.35it/s]
Epoch 0: |          | 3936/? [19:35<00:00,  3.35it/s]
Epoch 0: |          | 3936/? [19:35<00:00,  3.35it/s]
Epoch 0: |          | 3937/? [19:35<00:00,  3.35it/s]
Epoch 0: |          | 3937/? [19:35<00:00,  3.35it/s]
Epoch 0: |          | 3938/? [19:35<00:00,  3.35it/s]
Epoch 0: |          | 3938/? [19:35<00:00,  3.35it/s]
Epoch 0: |          | 3939/? [19:36<00:00,  3.35it/s]
Epoch 0: |          | 3939/? [19:36<00:00,  3.35it/s]
Epoch 0: |          | 3940/? [19:36<00:00,  3.35it/s]
Epoch 0: |          | 3940/? [19:36<00:00,  3.35it/s]
Epoch 0: |          | 3941/? [19:36<00:00,  3.35it/s]
Epoch 0: |          | 3941/? [19:36<00:00,  3.35it/s]
Epoch 0: |          | 3942/? [19:37<00:00,  3.35it/s]
Epoch 0: |          | 3942/? [19:37<00:00,  3.35it/s]
Epoch 0: |          | 3943/? [19:37<00:00,  3.35it/s]
Epoch 0: |          | 3943/? [19:37<00:00,  3.35it/s]
Epoch 0: |          | 3944/? [19:37<00:00,  3.35it/s]
Epoch 0: |          | 3944/? [19:37<00:00,  3.35it/s]
Epoch 0: |          | 3945/? [19:37<00:00,  3.35it/s]
Epoch 0: |          | 3945/? [19:37<00:00,  3.35it/s]
Epoch 0: |          | 3946/? [19:38<00:00,  3.35it/s]
Epoch 0: |          | 3946/? [19:38<00:00,  3.35it/s]
Epoch 0: |          | 3947/? [19:38<00:00,  3.35it/s]
Epoch 0: |          | 3947/? [19:38<00:00,  3.35it/s]
Epoch 0: |          | 3948/? [19:38<00:00,  3.35it/s]
Epoch 0: |          | 3948/? [19:38<00:00,  3.35it/s]
Epoch 0: |          | 3949/? [19:39<00:00,  3.35it/s]
Epoch 0: |          | 3949/? [19:39<00:00,  3.35it/s]
Epoch 0: |          | 3950/? [19:39<00:00,  3.35it/s]
Epoch 0: |          | 3950/? [19:39<00:00,  3.35it/s]
Epoch 0: |          | 3951/? [19:39<00:00,  3.35it/s]
Epoch 0: |          | 3951/? [19:39<00:00,  3.35it/s]
Epoch 0: |          | 3952/? [19:39<00:00,  3.35it/s]
Epoch 0: |          | 3952/? [19:39<00:00,  3.35it/s]
Epoch 0: |          | 3953/? [19:40<00:00,  3.35it/s]
Epoch 0: |          | 3953/? [19:40<00:00,  3.35it/s]
Epoch 0: |          | 3954/? [19:40<00:00,  3.35it/s]
Epoch 0: |          | 3954/? [19:40<00:00,  3.35it/s]
Epoch 0: |          | 3955/? [19:40<00:00,  3.35it/s]
Epoch 0: |          | 3955/? [19:40<00:00,  3.35it/s]
Epoch 0: |          | 3956/? [19:41<00:00,  3.35it/s]
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Epoch 0: |          | 3970/? [19:45<00:00,  3.35it/s]
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Epoch 0: |          | 3971/? [19:45<00:00,  3.35it/s]
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Epoch 0: |          | 3976/? [19:46<00:00,  3.35it/s]
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Epoch 0: |          | 3980/? [19:47<00:00,  3.35it/s]
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Epoch 0: |          | 3989/? [19:50<00:00,  3.35it/s]
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Epoch 0: |          | 3990/? [19:50<00:00,  3.35it/s]
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Epoch 0: |          | 3991/? [19:51<00:00,  3.35it/s]
Epoch 0: |          | 3991/? [19:51<00:00,  3.35it/s]
Epoch 0: |          | 3992/? [19:51<00:00,  3.35it/s]
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Epoch 0: |          | 3993/? [19:51<00:00,  3.35it/s]
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Epoch 0: |          | 3994/? [19:51<00:00,  3.35it/s]
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Epoch 0: |          | 3996/? [19:52<00:00,  3.35it/s]
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Epoch 0: |          | 3997/? [19:52<00:00,  3.35it/s]
Epoch 0: |          | 3997/? [19:52<00:00,  3.35it/s]
Epoch 0: |          | 3998/? [19:53<00:00,  3.35it/s]
Epoch 0: |          | 3998/? [19:53<00:00,  3.35it/s]
Epoch 0: |          | 3999/? [19:53<00:00,  3.35it/s]
Epoch 0: |          | 3999/? [19:53<00:00,  3.35it/s]
Epoch 0: |          | 4000/? [19:53<00:00,  3.35it/s]
Epoch 0: |          | 4000/? [19:53<00:00,  3.35it/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, 26.61it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.82it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.44it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.26it/s][A
[A
Epoch 0: |          | 4000/? [19:55<00:00,  3.35it/s]
Epoch 0: |          | 4001/? [19:56<00:00,  3.34it/s]
Epoch 0: |          | 4001/? [19:56<00:00,  3.34it/s]
Epoch 0: |          | 4002/? [19:56<00:00,  3.34it/s]
Epoch 0: |          | 4002/? [19:56<00:00,  3.34it/s]
Epoch 0: |          | 4003/? [19:56<00:00,  3.34it/s]
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Epoch 0: |          | 4004/? [19:57<00:00,  3.34it/s]
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Epoch 0: |          | 4009/? [19:58<00:00,  3.34it/s]
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Epoch 0: |          | 4010/? [19:58<00:00,  3.34it/s]
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Epoch 0: |          | 4011/? [19:59<00:00,  3.34it/s]
Epoch 0: |          | 4011/? [19:59<00:00,  3.34it/s]
Epoch 0: |          | 4012/? [19:59<00:00,  3.34it/s]
Epoch 0: |          | 4012/? [19:59<00:00,  3.34it/s]
Epoch 0: |          | 4013/? [19:59<00:00,  3.34it/s]
Epoch 0: |          | 4013/? [19:59<00:00,  3.34it/s]
Epoch 0: |          | 4014/? [20:00<00:00,  3.34it/s]
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Epoch 0: |          | 4015/? [20:00<00:00,  3.34it/s]
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Epoch 0: |          | 4016/? [20:00<00:00,  3.34it/s]
Epoch 0: |          | 4016/? [20:00<00:00,  3.34it/s]
Epoch 0: |          | 4017/? [20:00<00:00,  3.35it/s]
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Epoch 0: |          | 4018/? [20:01<00:00,  3.35it/s]
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Epoch 0: |          | 4019/? [20:01<00:00,  3.35it/s]
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Epoch 0: |          | 4020/? [20:01<00:00,  3.35it/s]
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Epoch 0: |          | 4021/? [20:02<00:00,  3.35it/s]
Epoch 0: |          | 4021/? [20:02<00:00,  3.35it/s]
Epoch 0: |          | 4022/? [20:02<00:00,  3.35it/s]
Epoch 0: |          | 4022/? [20:02<00:00,  3.35it/s]
Epoch 0: |          | 4023/? [20:02<00:00,  3.35it/s]
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Epoch 0: |          | 4024/? [20:02<00:00,  3.35it/s]
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Epoch 0: |          | 4025/? [20:03<00:00,  3.35it/s]
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Epoch 0: |          | 4026/? [20:03<00:00,  3.35it/s]
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Epoch 0: |          | 4027/? [20:03<00:00,  3.35it/s]
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Epoch 0: |          | 4028/? [20:04<00:00,  3.35it/s]
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Epoch 0: |          | 4029/? [20:04<00:00,  3.35it/s]
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Epoch 0: |          | 4030/? [20:04<00:00,  3.35it/s]
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Epoch 0: |          | 4031/? [20:04<00:00,  3.35it/s]
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Epoch 0: |          | 4034/? [20:05<00:00,  3.35it/s]
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Epoch 0: |          | 4035/? [20:06<00:00,  3.35it/s]
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Epoch 0: |          | 4041/? [20:07<00:00,  3.35it/s]
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Epoch 0: |          | 4046/? [20:09<00:00,  3.35it/s]
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Epoch 0: |          | 4047/? [20:09<00:00,  3.35it/s]
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Epoch 0: |          | 4050/? [20:10<00:00,  3.35it/s]
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Epoch 0: |          | 4051/? [20:10<00:00,  3.35it/s]
Epoch 0: |          | 4051/? [20:10<00:00,  3.35it/s]
Epoch 0: |          | 4052/? [20:10<00:00,  3.35it/s]
Epoch 0: |          | 4052/? [20:10<00:00,  3.35it/s]
Epoch 0: |          | 4053/? [20:11<00:00,  3.35it/s]
Epoch 0: |          | 4053/? [20:11<00:00,  3.35it/s]
Epoch 0: |          | 4054/? [20:11<00:00,  3.35it/s]
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Epoch 0: |          | 4055/? [20:11<00:00,  3.35it/s]
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Epoch 0: |          | 4056/? [20:12<00:00,  3.35it/s]
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Epoch 0: |          | 4060/? [20:13<00:00,  3.35it/s]
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Epoch 0: |          | 4061/? [20:13<00:00,  3.35it/s]
Epoch 0: |          | 4061/? [20:13<00:00,  3.35it/s]
Epoch 0: |          | 4062/? [20:13<00:00,  3.35it/s]
Epoch 0: |          | 4062/? [20:13<00:00,  3.35it/s]
Epoch 0: |          | 4063/? [20:14<00:00,  3.35it/s]
Epoch 0: |          | 4063/? [20:14<00:00,  3.35it/s]
Epoch 0: |          | 4064/? [20:14<00:00,  3.35it/s]
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Epoch 0: |          | 4065/? [20:14<00:00,  3.35it/s]
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Epoch 0: |          | 4066/? [20:14<00:00,  3.35it/s]
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Epoch 0: |          | 4067/? [20:15<00:00,  3.35it/s]
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Epoch 0: |          | 4068/? [20:15<00:00,  3.35it/s]
Epoch 0: |          | 4068/? [20:15<00:00,  3.35it/s]
Epoch 0: |          | 4069/? [20:15<00:00,  3.35it/s]
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Epoch 0: |          | 4070/? [20:16<00:00,  3.35it/s]
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Epoch 0: |          | 4071/? [20:16<00:00,  3.35it/s]
Epoch 0: |          | 4071/? [20:16<00:00,  3.35it/s]
Epoch 0: |          | 4072/? [20:16<00:00,  3.35it/s]
Epoch 0: |          | 4072/? [20:16<00:00,  3.35it/s]
Epoch 0: |          | 4073/? [20:16<00:00,  3.35it/s]
Epoch 0: |          | 4073/? [20:16<00:00,  3.35it/s]
Epoch 0: |          | 4074/? [20:17<00:00,  3.35it/s]
Epoch 0: |          | 4074/? [20:17<00:00,  3.35it/s]
Epoch 0: |          | 4075/? [20:17<00:00,  3.35it/s]
Epoch 0: |          | 4075/? [20:17<00:00,  3.35it/s]
Epoch 0: |          | 4076/? [20:17<00:00,  3.35it/s]
Epoch 0: |          | 4076/? [20:17<00:00,  3.35it/s]
Epoch 0: |          | 4077/? [20:18<00:00,  3.35it/s]
Epoch 0: |          | 4077/? [20:18<00:00,  3.35it/s]
Epoch 0: |          | 4078/? [20:18<00:00,  3.35it/s]
Epoch 0: |          | 4078/? [20:18<00:00,  3.35it/s]
Epoch 0: |          | 4079/? [20:18<00:00,  3.35it/s]
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Epoch 0: |          | 4080/? [20:18<00:00,  3.35it/s]
Epoch 0: |          | 4080/? [20:18<00:00,  3.35it/s]
Epoch 0: |          | 4081/? [20:19<00:00,  3.35it/s]
Epoch 0: |          | 4081/? [20:19<00:00,  3.35it/s]
Epoch 0: |          | 4082/? [20:19<00:00,  3.35it/s]
Epoch 0: |          | 4082/? [20:19<00:00,  3.35it/s]
Epoch 0: |          | 4083/? [20:19<00:00,  3.35it/s]
Epoch 0: |          | 4083/? [20:19<00:00,  3.35it/s]
Epoch 0: |          | 4084/? [20:20<00:00,  3.35it/s]
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Epoch 0: |          | 4090/? [20:21<00:00,  3.35it/s]
Epoch 0: |          | 4090/? [20:21<00:00,  3.35it/s]
Epoch 0: |          | 4091/? [20:22<00:00,  3.35it/s]
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Epoch 0: |          | 4096/? [20:23<00:00,  3.35it/s]
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Epoch 0: |          | 4112/? [20:28<00:00,  3.35it/s]
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Epoch 0: |          | 4200/? [20:53<00:00,  3.35it/s]
Epoch 0: |          | 4200/? [20:53<00:00,  3.35it/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, 25.50it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.74it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.37it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.25it/s][A
[A
Epoch 0: |          | 4200/? [20:54<00:00,  3.35it/s]
Epoch 0: |          | 4201/? [20:55<00:00,  3.35it/s]
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Epoch 0: |          | 4273/? [21:16<00:00,  3.35it/s]
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Epoch 0: |          | 4274/? [21:16<00:00,  3.35it/s]
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Epoch 0: |          | 4275/? [21:16<00:00,  3.35it/s]
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Epoch 0: |          | 4276/? [21:17<00:00,  3.35it/s]
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Epoch 0: |          | 4277/? [21:17<00:00,  3.35it/s]
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Epoch 0: |          | 4278/? [21:17<00:00,  3.35it/s]
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Epoch 0: |          | 4279/? [21:17<00:00,  3.35it/s]
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Epoch 0: |          | 4280/? [21:18<00:00,  3.35it/s]
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Epoch 0: |          | 4281/? [21:18<00:00,  3.35it/s]
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Epoch 0: |          | 4282/? [21:18<00:00,  3.35it/s]
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Epoch 0: |          | 4283/? [21:19<00:00,  3.35it/s]
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Epoch 0: |          | 4284/? [21:19<00:00,  3.35it/s]
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Epoch 0: |          | 4287/? [21:20<00:00,  3.35it/s]
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Epoch 0: |          | 4288/? [21:20<00:00,  3.35it/s]
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Epoch 0: |          | 4289/? [21:20<00:00,  3.35it/s]
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Epoch 0: |          | 4290/? [21:21<00:00,  3.35it/s]
Epoch 0: |          | 4290/? [21:21<00:00,  3.35it/s]
Epoch 0: |          | 4291/? [21:21<00:00,  3.35it/s]
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Epoch 0: |          | 4292/? [21:21<00:00,  3.35it/s]
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Epoch 0: |          | 4293/? [21:21<00:00,  3.35it/s]
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Epoch 0: |          | 4294/? [21:22<00:00,  3.35it/s]
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Epoch 0: |          | 4295/? [21:22<00:00,  3.35it/s]
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Epoch 0: |          | 4296/? [21:22<00:00,  3.35it/s]
Epoch 0: |          | 4296/? [21:22<00:00,  3.35it/s]
Epoch 0: |          | 4297/? [21:23<00:00,  3.35it/s]
Epoch 0: |          | 4297/? [21:23<00:00,  3.35it/s]
Epoch 0: |          | 4298/? [21:23<00:00,  3.35it/s]
Epoch 0: |          | 4298/? [21:23<00:00,  3.35it/s]
Epoch 0: |          | 4299/? [21:23<00:00,  3.35it/s]
Epoch 0: |          | 4299/? [21:23<00:00,  3.35it/s]
Epoch 0: |          | 4300/? [21:23<00:00,  3.35it/s]
Epoch 0: |          | 4300/? [21:23<00:00,  3.35it/s]
Epoch 0: |          | 4301/? [21:24<00:00,  3.35it/s]
Epoch 0: |          | 4301/? [21:24<00:00,  3.35it/s]
Epoch 0: |          | 4302/? [21:24<00:00,  3.35it/s]
Epoch 0: |          | 4302/? [21:24<00:00,  3.35it/s]
Epoch 0: |          | 4303/? [21:24<00:00,  3.35it/s]
Epoch 0: |          | 4303/? [21:24<00:00,  3.35it/s]
Epoch 0: |          | 4304/? [21:25<00:00,  3.35it/s]
Epoch 0: |          | 4304/? [21:25<00:00,  3.35it/s]
Epoch 0: |          | 4305/? [21:25<00:00,  3.35it/s]
Epoch 0: |          | 4305/? [21:25<00:00,  3.35it/s]
Epoch 0: |          | 4306/? [21:25<00:00,  3.35it/s]
Epoch 0: |          | 4306/? [21:25<00:00,  3.35it/s]
Epoch 0: |          | 4307/? [21:25<00:00,  3.35it/s]
Epoch 0: |          | 4307/? [21:25<00:00,  3.35it/s]
Epoch 0: |          | 4308/? [21:26<00:00,  3.35it/s]
Epoch 0: |          | 4308/? [21:26<00:00,  3.35it/s]
Epoch 0: |          | 4309/? [21:26<00:00,  3.35it/s]
Epoch 0: |          | 4309/? [21:26<00:00,  3.35it/s]
Epoch 0: |          | 4310/? [21:26<00:00,  3.35it/s]
Epoch 0: |          | 4310/? [21:26<00:00,  3.35it/s]
Epoch 0: |          | 4311/? [21:27<00:00,  3.35it/s]
Epoch 0: |          | 4311/? [21:27<00:00,  3.35it/s]
Epoch 0: |          | 4312/? [21:27<00:00,  3.35it/s]
Epoch 0: |          | 4312/? [21:27<00:00,  3.35it/s]
Epoch 0: |          | 4313/? [21:27<00:00,  3.35it/s]
Epoch 0: |          | 4313/? [21:27<00:00,  3.35it/s]
Epoch 0: |          | 4314/? [21:27<00:00,  3.35it/s]
Epoch 0: |          | 4314/? [21:27<00:00,  3.35it/s]
Epoch 0: |          | 4315/? [21:28<00:00,  3.35it/s]
Epoch 0: |          | 4315/? [21:28<00:00,  3.35it/s]
Epoch 0: |          | 4316/? [21:28<00:00,  3.35it/s]
Epoch 0: |          | 4316/? [21:28<00:00,  3.35it/s]
Epoch 0: |          | 4317/? [21:28<00:00,  3.35it/s]
Epoch 0: |          | 4317/? [21:28<00:00,  3.35it/s]
Epoch 0: |          | 4318/? [21:29<00:00,  3.35it/s]
Epoch 0: |          | 4318/? [21:29<00:00,  3.35it/s]
Epoch 0: |          | 4319/? [21:29<00:00,  3.35it/s]
Epoch 0: |          | 4319/? [21:29<00:00,  3.35it/s]
Epoch 0: |          | 4320/? [21:29<00:00,  3.35it/s]
Epoch 0: |          | 4320/? [21:29<00:00,  3.35it/s]
Epoch 0: |          | 4321/? [21:29<00:00,  3.35it/s]
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Epoch 0: |          | 4322/? [21:30<00:00,  3.35it/s]
Epoch 0: |          | 4322/? [21:30<00:00,  3.35it/s]
Epoch 0: |          | 4323/? [21:30<00:00,  3.35it/s]
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Epoch 0: |          | 4324/? [21:30<00:00,  3.35it/s]
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Epoch 0: |          | 4325/? [21:31<00:00,  3.35it/s]
Epoch 0: |          | 4325/? [21:31<00:00,  3.35it/s]
Epoch 0: |          | 4326/? [21:31<00:00,  3.35it/s]
Epoch 0: |          | 4326/? [21:31<00:00,  3.35it/s]
Epoch 0: |          | 4327/? [21:31<00:00,  3.35it/s]
Epoch 0: |          | 4327/? [21:31<00:00,  3.35it/s]
Epoch 0: |          | 4328/? [21:31<00:00,  3.35it/s]
Epoch 0: |          | 4328/? [21:31<00:00,  3.35it/s]
Epoch 0: |          | 4329/? [21:32<00:00,  3.35it/s]
Epoch 0: |          | 4329/? [21:32<00:00,  3.35it/s]
Epoch 0: |          | 4330/? [21:32<00:00,  3.35it/s]
Epoch 0: |          | 4330/? [21:32<00:00,  3.35it/s]
Epoch 0: |          | 4331/? [21:32<00:00,  3.35it/s]
Epoch 0: |          | 4331/? [21:32<00:00,  3.35it/s]
Epoch 0: |          | 4332/? [21:33<00:00,  3.35it/s]
Epoch 0: |          | 4332/? [21:33<00:00,  3.35it/s]
Epoch 0: |          | 4333/? [21:33<00:00,  3.35it/s]
Epoch 0: |          | 4333/? [21:33<00:00,  3.35it/s]
Epoch 0: |          | 4334/? [21:33<00:00,  3.35it/s]
Epoch 0: |          | 4334/? [21:33<00:00,  3.35it/s]
Epoch 0: |          | 4335/? [21:33<00:00,  3.35it/s]
Epoch 0: |          | 4335/? [21:33<00:00,  3.35it/s]
Epoch 0: |          | 4336/? [21:34<00:00,  3.35it/s]
Epoch 0: |          | 4336/? [21:34<00:00,  3.35it/s]
Epoch 0: |          | 4337/? [21:34<00:00,  3.35it/s]
Epoch 0: |          | 4337/? [21:34<00:00,  3.35it/s]
Epoch 0: |          | 4338/? [21:34<00:00,  3.35it/s]
Epoch 0: |          | 4338/? [21:34<00:00,  3.35it/s]
Epoch 0: |          | 4339/? [21:35<00:00,  3.35it/s]
Epoch 0: |          | 4339/? [21:35<00:00,  3.35it/s]
Epoch 0: |          | 4340/? [21:35<00:00,  3.35it/s]
Epoch 0: |          | 4340/? [21:35<00:00,  3.35it/s]
Epoch 0: |          | 4341/? [21:35<00:00,  3.35it/s]
Epoch 0: |          | 4341/? [21:35<00:00,  3.35it/s]
Epoch 0: |          | 4342/? [21:35<00:00,  3.35it/s]
Epoch 0: |          | 4342/? [21:35<00:00,  3.35it/s]
Epoch 0: |          | 4343/? [21:36<00:00,  3.35it/s]
Epoch 0: |          | 4343/? [21:36<00:00,  3.35it/s]
Epoch 0: |          | 4344/? [21:36<00:00,  3.35it/s]
Epoch 0: |          | 4344/? [21:36<00:00,  3.35it/s]
Epoch 0: |          | 4345/? [21:36<00:00,  3.35it/s]
Epoch 0: |          | 4345/? [21:36<00:00,  3.35it/s]
Epoch 0: |          | 4346/? [21:37<00:00,  3.35it/s]
Epoch 0: |          | 4346/? [21:37<00:00,  3.35it/s]
Epoch 0: |          | 4347/? [21:37<00:00,  3.35it/s]
Epoch 0: |          | 4347/? [21:37<00:00,  3.35it/s]
Epoch 0: |          | 4348/? [21:37<00:00,  3.35it/s]
Epoch 0: |          | 4348/? [21:37<00:00,  3.35it/s]
Epoch 0: |          | 4349/? [21:37<00:00,  3.35it/s]
Epoch 0: |          | 4349/? [21:37<00:00,  3.35it/s]
Epoch 0: |          | 4350/? [21:38<00:00,  3.35it/s]
Epoch 0: |          | 4350/? [21:38<00:00,  3.35it/s]
Epoch 0: |          | 4351/? [21:38<00:00,  3.35it/s]
Epoch 0: |          | 4351/? [21:38<00:00,  3.35it/s]
Epoch 0: |          | 4352/? [21:38<00:00,  3.35it/s]
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Epoch 0: |          | 4353/? [21:39<00:00,  3.35it/s]
Epoch 0: |          | 4354/? [21:39<00:00,  3.35it/s]
Epoch 0: |          | 4354/? [21:39<00:00,  3.35it/s]
Epoch 0: |          | 4355/? [21:39<00:00,  3.35it/s]
Epoch 0: |          | 4355/? [21:39<00:00,  3.35it/s]
Epoch 0: |          | 4356/? [21:39<00:00,  3.35it/s]
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Epoch 0: |          | 4357/? [21:40<00:00,  3.35it/s]
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Epoch 0: |          | 4360/? [21:41<00:00,  3.35it/s]
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Epoch 0: |          | 4361/? [21:41<00:00,  3.35it/s]
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Epoch 0: |          | 4364/? [21:42<00:00,  3.35it/s]
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Epoch 0: |          | 4365/? [21:42<00:00,  3.35it/s]
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Epoch 0: |          | 4366/? [21:42<00:00,  3.35it/s]
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Epoch 0: |          | 4400/? [21:52<00:00,  3.35it/s]
Epoch 0: |          | 4400/? [21:52<00:00,  3.35it/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, 27.76it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.84it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.52it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.35it/s][A
[A
Epoch 0: |          | 4400/? [21:54<00:00,  3.35it/s]
Epoch 0: |          | 4401/? [21:54<00:00,  3.35it/s]
Epoch 0: |          | 4401/? [21:54<00:00,  3.35it/s]
Epoch 0: |          | 4402/? [21:55<00:00,  3.35it/s]
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Epoch 0: |          | 4403/? [21:55<00:00,  3.35it/s]
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Epoch 0: |          | 4408/? [21:56<00:00,  3.35it/s]
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Epoch 0: |          | 4410/? [21:57<00:00,  3.35it/s]
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Epoch 0: |          | 4411/? [21:57<00:00,  3.35it/s]
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Epoch 0: |          | 4412/? [21:57<00:00,  3.35it/s]
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Epoch 0: |          | 4413/? [21:58<00:00,  3.35it/s]
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Epoch 0: |          | 4414/? [21:58<00:00,  3.35it/s]
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Epoch 0: |          | 4415/? [21:58<00:00,  3.35it/s]
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Epoch 0: |          | 4416/? [21:59<00:00,  3.35it/s]
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Epoch 0: |          | 4417/? [21:59<00:00,  3.35it/s]
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Epoch 0: |          | 4418/? [21:59<00:00,  3.35it/s]
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Epoch 0: |          | 4419/? [21:59<00:00,  3.35it/s]
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Epoch 0: |          | 4420/? [22:00<00:00,  3.35it/s]
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Epoch 0: |          | 4421/? [22:00<00:00,  3.35it/s]
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Epoch 0: |          | 4422/? [22:00<00:00,  3.35it/s]
Epoch 0: |          | 4422/? [22:00<00:00,  3.35it/s]
Epoch 0: |          | 4423/? [22:01<00:00,  3.35it/s]
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Epoch 0: |          | 4424/? [22:01<00:00,  3.35it/s]
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Epoch 0: |          | 4425/? [22:01<00:00,  3.35it/s]
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Epoch 0: |          | 4427/? [22:02<00:00,  3.35it/s]
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Epoch 0: |          | 4428/? [22:02<00:00,  3.35it/s]
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Epoch 0: |          | 4429/? [22:02<00:00,  3.35it/s]
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Epoch 0: |          | 4430/? [22:03<00:00,  3.35it/s]
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Epoch 0: |          | 4431/? [22:03<00:00,  3.35it/s]
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Epoch 0: |          | 4433/? [22:03<00:00,  3.35it/s]
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Epoch 0: |          | 4434/? [22:04<00:00,  3.35it/s]
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Epoch 0: |          | 4435/? [22:04<00:00,  3.35it/s]
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Epoch 0: |          | 4436/? [22:04<00:00,  3.35it/s]
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Epoch 0: |          | 4451/? [22:09<00:00,  3.35it/s]
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Epoch 0: |          | 4460/? [22:11<00:00,  3.35it/s]
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Epoch 0: |          | 4461/? [22:11<00:00,  3.35it/s]
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Epoch 0: |          | 4462/? [22:12<00:00,  3.35it/s]
Epoch 0: |          | 4462/? [22:12<00:00,  3.35it/s]
Epoch 0: |          | 4463/? [22:12<00:00,  3.35it/s]
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Epoch 0: |          | 4464/? [22:12<00:00,  3.35it/s]
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Epoch 0: |          | 4465/? [22:13<00:00,  3.35it/s]
Epoch 0: |          | 4465/? [22:13<00:00,  3.35it/s]
Epoch 0: |          | 4466/? [22:13<00:00,  3.35it/s]
Epoch 0: |          | 4466/? [22:13<00:00,  3.35it/s]
Epoch 0: |          | 4467/? [22:13<00:00,  3.35it/s]
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Epoch 0: |          | 4468/? [22:13<00:00,  3.35it/s]
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Epoch 0: |          | 4469/? [22:14<00:00,  3.35it/s]
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Epoch 0: |          | 4470/? [22:14<00:00,  3.35it/s]
Epoch 0: |          | 4470/? [22:14<00:00,  3.35it/s]
Epoch 0: |          | 4471/? [22:14<00:00,  3.35it/s]
Epoch 0: |          | 4471/? [22:14<00:00,  3.35it/s]
Epoch 0: |          | 4472/? [22:15<00:00,  3.35it/s]
Epoch 0: |          | 4472/? [22:15<00:00,  3.35it/s]
Epoch 0: |          | 4473/? [22:15<00:00,  3.35it/s]
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Epoch 0: |          | 4474/? [22:15<00:00,  3.35it/s]
Epoch 0: |          | 4474/? [22:15<00:00,  3.35it/s]
Epoch 0: |          | 4475/? [22:15<00:00,  3.35it/s]
Epoch 0: |          | 4475/? [22:15<00:00,  3.35it/s]
Epoch 0: |          | 4476/? [22:16<00:00,  3.35it/s]
Epoch 0: |          | 4476/? [22:16<00:00,  3.35it/s]
Epoch 0: |          | 4477/? [22:16<00:00,  3.35it/s]
Epoch 0: |          | 4477/? [22:16<00:00,  3.35it/s]
Epoch 0: |          | 4478/? [22:16<00:00,  3.35it/s]
Epoch 0: |          | 4478/? [22:16<00:00,  3.35it/s]
Epoch 0: |          | 4479/? [22:17<00:00,  3.35it/s]
Epoch 0: |          | 4479/? [22:17<00:00,  3.35it/s]
Epoch 0: |          | 4480/? [22:17<00:00,  3.35it/s]
Epoch 0: |          | 4480/? [22:17<00:00,  3.35it/s]
Epoch 0: |          | 4481/? [22:17<00:00,  3.35it/s]
Epoch 0: |          | 4481/? [22:17<00:00,  3.35it/s]
Epoch 0: |          | 4482/? [22:17<00:00,  3.35it/s]
Epoch 0: |          | 4482/? [22:17<00:00,  3.35it/s]
Epoch 0: |          | 4483/? [22:18<00:00,  3.35it/s]
Epoch 0: |          | 4483/? [22:18<00:00,  3.35it/s]
Epoch 0: |          | 4484/? [22:18<00:00,  3.35it/s]
Epoch 0: |          | 4484/? [22:18<00:00,  3.35it/s]
Epoch 0: |          | 4485/? [22:18<00:00,  3.35it/s]
Epoch 0: |          | 4485/? [22:18<00:00,  3.35it/s]
Epoch 0: |          | 4486/? [22:19<00:00,  3.35it/s]
Epoch 0: |          | 4486/? [22:19<00:00,  3.35it/s]
Epoch 0: |          | 4487/? [22:19<00:00,  3.35it/s]
Epoch 0: |          | 4487/? [22:19<00:00,  3.35it/s]
Epoch 0: |          | 4488/? [22:19<00:00,  3.35it/s]
Epoch 0: |          | 4488/? [22:19<00:00,  3.35it/s]
Epoch 0: |          | 4489/? [22:19<00:00,  3.35it/s]
Epoch 0: |          | 4489/? [22:19<00:00,  3.35it/s]
Epoch 0: |          | 4490/? [22:20<00:00,  3.35it/s]
Epoch 0: |          | 4490/? [22:20<00:00,  3.35it/s]
Epoch 0: |          | 4491/? [22:20<00:00,  3.35it/s]
Epoch 0: |          | 4491/? [22:20<00:00,  3.35it/s]
Epoch 0: |          | 4492/? [22:20<00:00,  3.35it/s]
Epoch 0: |          | 4492/? [22:20<00:00,  3.35it/s]
Epoch 0: |          | 4493/? [22:21<00:00,  3.35it/s]
Epoch 0: |          | 4493/? [22:21<00:00,  3.35it/s]
Epoch 0: |          | 4494/? [22:21<00:00,  3.35it/s]
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Epoch 0: |          | 4495/? [22:21<00:00,  3.35it/s]
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Epoch 0: |          | 4496/? [22:21<00:00,  3.35it/s]
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Epoch 0: |          | 4499/? [22:22<00:00,  3.35it/s]
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Epoch 0: |          | 4500/? [22:23<00:00,  3.35it/s]
Epoch 0: |          | 4500/? [22:23<00:00,  3.35it/s]
Epoch 0: |          | 4501/? [22:23<00:00,  3.35it/s]
Epoch 0: |          | 4501/? [22:23<00:00,  3.35it/s]
Epoch 0: |          | 4502/? [22:23<00:00,  3.35it/s]
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Epoch 0: |          | 4539/? [22:34<00:00,  3.35it/s]
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Epoch 0: |          | 4551/? [22:37<00:00,  3.35it/s]
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Epoch 0: |          | 4552/? [22:37<00:00,  3.35it/s]
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Epoch 0: |          | 4553/? [22:38<00:00,  3.35it/s]
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Epoch 0: |          | 4556/? [22:39<00:00,  3.35it/s]
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Epoch 0: |          | 4560/? [22:40<00:00,  3.35it/s]
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Epoch 0: |          | 4562/? [22:40<00:00,  3.35it/s]
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Epoch 0: |          | 4570/? [22:43<00:00,  3.35it/s]
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Epoch 0: |          | 4571/? [22:43<00:00,  3.35it/s]
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Epoch 0: |          | 4572/? [22:43<00:00,  3.35it/s]
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Epoch 0: |          | 4591/? [22:49<00:00,  3.35it/s]
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Epoch 0: |          | 4592/? [22:49<00:00,  3.35it/s]
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Epoch 0: |          | 4600/? [22:51<00:00,  3.35it/s]
Epoch 0: |          | 4600/? [22:51<00:00,  3.35it/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, 25.64it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.83it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.50it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.35it/s][A
[A
Epoch 0: |          | 4600/? [22:53<00:00,  3.35it/s]
Epoch 0: |          | 4601/? [22:53<00:00,  3.35it/s]
Epoch 0: |          | 4601/? [22:53<00:00,  3.35it/s]
Epoch 0: |          | 4602/? [22:54<00:00,  3.35it/s]
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Epoch 0: |          | 4637/? [23:04<00:00,  3.35it/s]
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Epoch 0: |          | 4661/? [23:11<00:00,  3.35it/s]
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Epoch 0: |          | 4663/? [23:11<00:00,  3.35it/s]
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Epoch 0: |          | 4665/? [23:12<00:00,  3.35it/s]
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Epoch 0: |          | 4668/? [23:13<00:00,  3.35it/s]
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Epoch 0: |          | 4669/? [23:13<00:00,  3.35it/s]
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Epoch 0: |          | 4670/? [23:13<00:00,  3.35it/s]
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Epoch 0: |          | 4671/? [23:13<00:00,  3.35it/s]
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Epoch 0: |          | 4672/? [23:14<00:00,  3.35it/s]
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Epoch 0: |          | 4673/? [23:14<00:00,  3.35it/s]
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Epoch 0: |          | 4674/? [23:14<00:00,  3.35it/s]
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Epoch 0: |          | 4677/? [23:15<00:00,  3.35it/s]
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Epoch 0: |          | 4678/? [23:15<00:00,  3.35it/s]
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Epoch 0: |          | 4679/? [23:16<00:00,  3.35it/s]
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Epoch 0: |          | 4680/? [23:16<00:00,  3.35it/s]
Epoch 0: |          | 4680/? [23:16<00:00,  3.35it/s]
Epoch 0: |          | 4681/? [23:16<00:00,  3.35it/s]
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Epoch 0: |          | 4682/? [23:17<00:00,  3.35it/s]
Epoch 0: |          | 4682/? [23:17<00:00,  3.35it/s]
Epoch 0: |          | 4683/? [23:17<00:00,  3.35it/s]
Epoch 0: |          | 4683/? [23:17<00:00,  3.35it/s]
Epoch 0: |          | 4684/? [23:17<00:00,  3.35it/s]
Epoch 0: |          | 4684/? [23:17<00:00,  3.35it/s]
Epoch 0: |          | 4685/? [23:17<00:00,  3.35it/s]
Epoch 0: |          | 4685/? [23:17<00:00,  3.35it/s]
Epoch 0: |          | 4686/? [23:18<00:00,  3.35it/s]
Epoch 0: |          | 4686/? [23:18<00:00,  3.35it/s]
Epoch 0: |          | 4687/? [23:18<00:00,  3.35it/s]
Epoch 0: |          | 4687/? [23:18<00:00,  3.35it/s]
Epoch 0: |          | 4688/? [23:18<00:00,  3.35it/s]
Epoch 0: |          | 4688/? [23:18<00:00,  3.35it/s]
Epoch 0: |          | 4689/? [23:19<00:00,  3.35it/s]
Epoch 0: |          | 4689/? [23:19<00:00,  3.35it/s]
Epoch 0: |          | 4690/? [23:19<00:00,  3.35it/s]
Epoch 0: |          | 4690/? [23:19<00:00,  3.35it/s]
Epoch 0: |          | 4691/? [23:19<00:00,  3.35it/s]
Epoch 0: |          | 4691/? [23:19<00:00,  3.35it/s]
Epoch 0: |          | 4692/? [23:19<00:00,  3.35it/s]
Epoch 0: |          | 4692/? [23:19<00:00,  3.35it/s]
Epoch 0: |          | 4693/? [23:20<00:00,  3.35it/s]
Epoch 0: |          | 4693/? [23:20<00:00,  3.35it/s]
Epoch 0: |          | 4694/? [23:20<00:00,  3.35it/s]
Epoch 0: |          | 4694/? [23:20<00:00,  3.35it/s]
Epoch 0: |          | 4695/? [23:20<00:00,  3.35it/s]
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Epoch 0: |          | 4696/? [23:21<00:00,  3.35it/s]
Epoch 0: |          | 4696/? [23:21<00:00,  3.35it/s]
Epoch 0: |          | 4697/? [23:21<00:00,  3.35it/s]
Epoch 0: |          | 4697/? [23:21<00:00,  3.35it/s]
Epoch 0: |          | 4698/? [23:21<00:00,  3.35it/s]
Epoch 0: |          | 4698/? [23:21<00:00,  3.35it/s]
Epoch 0: |          | 4699/? [23:21<00:00,  3.35it/s]
Epoch 0: |          | 4699/? [23:21<00:00,  3.35it/s]
Epoch 0: |          | 4700/? [23:22<00:00,  3.35it/s]
Epoch 0: |          | 4700/? [23:22<00:00,  3.35it/s]
Epoch 0: |          | 4701/? [23:22<00:00,  3.35it/s]
Epoch 0: |          | 4701/? [23:22<00:00,  3.35it/s]
Epoch 0: |          | 4702/? [23:22<00:00,  3.35it/s]
Epoch 0: |          | 4702/? [23:22<00:00,  3.35it/s]
Epoch 0: |          | 4703/? [23:23<00:00,  3.35it/s]
Epoch 0: |          | 4703/? [23:23<00:00,  3.35it/s]
Epoch 0: |          | 4704/? [23:23<00:00,  3.35it/s]
Epoch 0: |          | 4704/? [23:23<00:00,  3.35it/s]
Epoch 0: |          | 4705/? [23:23<00:00,  3.35it/s]
Epoch 0: |          | 4705/? [23:23<00:00,  3.35it/s]
Epoch 0: |          | 4706/? [23:23<00:00,  3.35it/s]
Epoch 0: |          | 4706/? [23:23<00:00,  3.35it/s]
Epoch 0: |          | 4707/? [23:24<00:00,  3.35it/s]
Epoch 0: |          | 4707/? [23:24<00:00,  3.35it/s]
Epoch 0: |          | 4708/? [23:24<00:00,  3.35it/s]
Epoch 0: |          | 4708/? [23:24<00:00,  3.35it/s]
Epoch 0: |          | 4709/? [23:24<00:00,  3.35it/s]
Epoch 0: |          | 4709/? [23:24<00:00,  3.35it/s]
Epoch 0: |          | 4710/? [23:25<00:00,  3.35it/s]
Epoch 0: |          | 4710/? [23:25<00:00,  3.35it/s]
Epoch 0: |          | 4711/? [23:25<00:00,  3.35it/s]
Epoch 0: |          | 4711/? [23:25<00:00,  3.35it/s]
Epoch 0: |          | 4712/? [23:25<00:00,  3.35it/s]
Epoch 0: |          | 4712/? [23:25<00:00,  3.35it/s]
Epoch 0: |          | 4713/? [23:25<00:00,  3.35it/s]
Epoch 0: |          | 4713/? [23:25<00:00,  3.35it/s]
Epoch 0: |          | 4714/? [23:26<00:00,  3.35it/s]
Epoch 0: |          | 4714/? [23:26<00:00,  3.35it/s]
Epoch 0: |          | 4715/? [23:26<00:00,  3.35it/s]
Epoch 0: |          | 4715/? [23:26<00:00,  3.35it/s]
Epoch 0: |          | 4716/? [23:26<00:00,  3.35it/s]
Epoch 0: |          | 4716/? [23:26<00:00,  3.35it/s]
Epoch 0: |          | 4717/? [23:27<00:00,  3.35it/s]
Epoch 0: |          | 4717/? [23:27<00:00,  3.35it/s]
Epoch 0: |          | 4718/? [23:27<00:00,  3.35it/s]
Epoch 0: |          | 4718/? [23:27<00:00,  3.35it/s]
Epoch 0: |          | 4719/? [23:27<00:00,  3.35it/s]
Epoch 0: |          | 4719/? [23:27<00:00,  3.35it/s]
Epoch 0: |          | 4720/? [23:27<00:00,  3.35it/s]
Epoch 0: |          | 4720/? [23:27<00:00,  3.35it/s]
Epoch 0: |          | 4721/? [23:28<00:00,  3.35it/s]
Epoch 0: |          | 4721/? [23:28<00:00,  3.35it/s]
Epoch 0: |          | 4722/? [23:28<00:00,  3.35it/s]
Epoch 0: |          | 4722/? [23:28<00:00,  3.35it/s]
Epoch 0: |          | 4723/? [23:28<00:00,  3.35it/s]
Epoch 0: |          | 4723/? [23:28<00:00,  3.35it/s]
Epoch 0: |          | 4724/? [23:29<00:00,  3.35it/s]
Epoch 0: |          | 4724/? [23:29<00:00,  3.35it/s]
Epoch 0: |          | 4725/? [23:29<00:00,  3.35it/s]
Epoch 0: |          | 4725/? [23:29<00:00,  3.35it/s]
Epoch 0: |          | 4726/? [23:29<00:00,  3.35it/s]
Epoch 0: |          | 4726/? [23:29<00:00,  3.35it/s]
Epoch 0: |          | 4727/? [23:29<00:00,  3.35it/s]
Epoch 0: |          | 4727/? [23:29<00:00,  3.35it/s]
Epoch 0: |          | 4728/? [23:30<00:00,  3.35it/s]
Epoch 0: |          | 4728/? [23:30<00:00,  3.35it/s]
Epoch 0: |          | 4729/? [23:30<00:00,  3.35it/s]
Epoch 0: |          | 4729/? [23:30<00:00,  3.35it/s]
Epoch 0: |          | 4730/? [23:30<00:00,  3.35it/s]
Epoch 0: |          | 4730/? [23:30<00:00,  3.35it/s]
Epoch 0: |          | 4731/? [23:31<00:00,  3.35it/s]
Epoch 0: |          | 4731/? [23:31<00:00,  3.35it/s]
Epoch 0: |          | 4732/? [23:31<00:00,  3.35it/s]
Epoch 0: |          | 4732/? [23:31<00:00,  3.35it/s]
Epoch 0: |          | 4733/? [23:31<00:00,  3.35it/s]
Epoch 0: |          | 4733/? [23:31<00:00,  3.35it/s]
Epoch 0: |          | 4734/? [23:31<00:00,  3.35it/s]
Epoch 0: |          | 4734/? [23:31<00:00,  3.35it/s]
Epoch 0: |          | 4735/? [23:32<00:00,  3.35it/s]
Epoch 0: |          | 4735/? [23:32<00:00,  3.35it/s]
Epoch 0: |          | 4736/? [23:32<00:00,  3.35it/s]
Epoch 0: |          | 4736/? [23:32<00:00,  3.35it/s]
Epoch 0: |          | 4737/? [23:32<00:00,  3.35it/s]
Epoch 0: |          | 4737/? [23:32<00:00,  3.35it/s]
Epoch 0: |          | 4738/? [23:33<00:00,  3.35it/s]
Epoch 0: |          | 4738/? [23:33<00:00,  3.35it/s]
Epoch 0: |          | 4739/? [23:33<00:00,  3.35it/s]
Epoch 0: |          | 4739/? [23:33<00:00,  3.35it/s]
Epoch 0: |          | 4740/? [23:33<00:00,  3.35it/s]
Epoch 0: |          | 4740/? [23:33<00:00,  3.35it/s]
Epoch 0: |          | 4741/? [23:33<00:00,  3.35it/s]
Epoch 0: |          | 4741/? [23:33<00:00,  3.35it/s]
Epoch 0: |          | 4742/? [23:34<00:00,  3.35it/s]
Epoch 0: |          | 4742/? [23:34<00:00,  3.35it/s]
Epoch 0: |          | 4743/? [23:34<00:00,  3.35it/s]
Epoch 0: |          | 4743/? [23:34<00:00,  3.35it/s]
Epoch 0: |          | 4744/? [23:34<00:00,  3.35it/s]
Epoch 0: |          | 4744/? [23:34<00:00,  3.35it/s]
Epoch 0: |          | 4745/? [23:35<00:00,  3.35it/s]
Epoch 0: |          | 4745/? [23:35<00:00,  3.35it/s]
Epoch 0: |          | 4746/? [23:35<00:00,  3.35it/s]
Epoch 0: |          | 4746/? [23:35<00:00,  3.35it/s]
Epoch 0: |          | 4747/? [23:35<00:00,  3.35it/s]
Epoch 0: |          | 4747/? [23:35<00:00,  3.35it/s]
Epoch 0: |          | 4748/? [23:35<00:00,  3.35it/s]
Epoch 0: |          | 4748/? [23:35<00:00,  3.35it/s]
Epoch 0: |          | 4749/? [23:36<00:00,  3.35it/s]
Epoch 0: |          | 4749/? [23:36<00:00,  3.35it/s]
Epoch 0: |          | 4750/? [23:36<00:00,  3.35it/s]
Epoch 0: |          | 4750/? [23:36<00:00,  3.35it/s]
Epoch 0: |          | 4751/? [23:36<00:00,  3.35it/s]
Epoch 0: |          | 4751/? [23:36<00:00,  3.35it/s]
Epoch 0: |          | 4752/? [23:37<00:00,  3.35it/s]
Epoch 0: |          | 4752/? [23:37<00:00,  3.35it/s]
Epoch 0: |          | 4753/? [23:37<00:00,  3.35it/s]
Epoch 0: |          | 4753/? [23:37<00:00,  3.35it/s]
Epoch 0: |          | 4754/? [23:37<00:00,  3.35it/s]
Epoch 0: |          | 4754/? [23:37<00:00,  3.35it/s]
Epoch 0: |          | 4755/? [23:37<00:00,  3.35it/s]
Epoch 0: |          | 4755/? [23:37<00:00,  3.35it/s]
Epoch 0: |          | 4756/? [23:38<00:00,  3.35it/s]
Epoch 0: |          | 4756/? [23:38<00:00,  3.35it/s]
Epoch 0: |          | 4757/? [23:38<00:00,  3.35it/s]
Epoch 0: |          | 4757/? [23:38<00:00,  3.35it/s]
Epoch 0: |          | 4758/? [23:38<00:00,  3.35it/s]
Epoch 0: |          | 4758/? [23:38<00:00,  3.35it/s]
Epoch 0: |          | 4759/? [23:39<00:00,  3.35it/s]
Epoch 0: |          | 4759/? [23:39<00:00,  3.35it/s]
Epoch 0: |          | 4760/? [23:39<00:00,  3.35it/s]
Epoch 0: |          | 4760/? [23:39<00:00,  3.35it/s]
Epoch 0: |          | 4761/? [23:39<00:00,  3.35it/s]
Epoch 0: |          | 4761/? [23:39<00:00,  3.35it/s]
Epoch 0: |          | 4762/? [23:39<00:00,  3.35it/s]
Epoch 0: |          | 4762/? [23:39<00:00,  3.35it/s]
Epoch 0: |          | 4763/? [23:40<00:00,  3.35it/s]
Epoch 0: |          | 4763/? [23:40<00:00,  3.35it/s]
Epoch 0: |          | 4764/? [23:40<00:00,  3.35it/s]
Epoch 0: |          | 4764/? [23:40<00:00,  3.35it/s]
Epoch 0: |          | 4765/? [23:40<00:00,  3.35it/s]
Epoch 0: |          | 4765/? [23:40<00:00,  3.35it/s]
Epoch 0: |          | 4766/? [23:41<00:00,  3.35it/s]
Epoch 0: |          | 4766/? [23:41<00:00,  3.35it/s]
Epoch 0: |          | 4767/? [23:41<00:00,  3.35it/s]
Epoch 0: |          | 4767/? [23:41<00:00,  3.35it/s]
Epoch 0: |          | 4768/? [23:41<00:00,  3.35it/s]
Epoch 0: |          | 4768/? [23:41<00:00,  3.35it/s]
Epoch 0: |          | 4769/? [23:41<00:00,  3.35it/s]
Epoch 0: |          | 4769/? [23:41<00:00,  3.35it/s]
Epoch 0: |          | 4770/? [23:42<00:00,  3.35it/s]
Epoch 0: |          | 4770/? [23:42<00:00,  3.35it/s]
Epoch 0: |          | 4771/? [23:42<00:00,  3.35it/s]
Epoch 0: |          | 4771/? [23:42<00:00,  3.35it/s]
Epoch 0: |          | 4772/? [23:42<00:00,  3.35it/s]
Epoch 0: |          | 4772/? [23:42<00:00,  3.35it/s]
Epoch 0: |          | 4773/? [23:43<00:00,  3.35it/s]
Epoch 0: |          | 4773/? [23:43<00:00,  3.35it/s]
Epoch 0: |          | 4774/? [23:43<00:00,  3.35it/s]
Epoch 0: |          | 4774/? [23:43<00:00,  3.35it/s]
Epoch 0: |          | 4775/? [23:43<00:00,  3.35it/s]
Epoch 0: |          | 4775/? [23:43<00:00,  3.35it/s]
Epoch 0: |          | 4776/? [23:43<00:00,  3.35it/s]
Epoch 0: |          | 4776/? [23:43<00:00,  3.35it/s]
Epoch 0: |          | 4777/? [23:44<00:00,  3.35it/s]
Epoch 0: |          | 4777/? [23:44<00:00,  3.35it/s]
Epoch 0: |          | 4778/? [23:44<00:00,  3.35it/s]
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Epoch 0: |          | 4779/? [23:44<00:00,  3.35it/s]
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Epoch 0: |          | 4780/? [23:45<00:00,  3.35it/s]
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Epoch 0: |          | 4781/? [23:45<00:00,  3.35it/s]
Epoch 0: |          | 4781/? [23:45<00:00,  3.35it/s]
Epoch 0: |          | 4782/? [23:45<00:00,  3.35it/s]
Epoch 0: |          | 4782/? [23:45<00:00,  3.35it/s]
Epoch 0: |          | 4783/? [23:45<00:00,  3.35it/s]
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Epoch 0: |          | 4784/? [23:46<00:00,  3.35it/s]
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Epoch 0: |          | 4785/? [23:46<00:00,  3.35it/s]
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Epoch 0: |          | 4787/? [23:47<00:00,  3.35it/s]
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Epoch 0: |          | 4788/? [23:47<00:00,  3.35it/s]
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Epoch 0: |          | 4789/? [23:47<00:00,  3.35it/s]
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Epoch 0: |          | 4790/? [23:47<00:00,  3.35it/s]
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Epoch 0: |          | 4791/? [23:48<00:00,  3.35it/s]
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Epoch 0: |          | 4792/? [23:48<00:00,  3.35it/s]
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Epoch 0: |          | 4793/? [23:48<00:00,  3.35it/s]
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Epoch 0: |          | 4794/? [23:49<00:00,  3.35it/s]
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Epoch 0: |          | 4795/? [23:49<00:00,  3.35it/s]
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Epoch 0: |          | 4796/? [23:49<00:00,  3.35it/s]
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Epoch 0: |          | 4797/? [23:49<00:00,  3.35it/s]
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Epoch 0: |          | 4798/? [23:50<00:00,  3.35it/s]
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Epoch 0: |          | 4799/? [23:50<00:00,  3.35it/s]
Epoch 0: |          | 4799/? [23:50<00:00,  3.35it/s]
Epoch 0: |          | 4800/? [23:50<00:00,  3.35it/s]
Epoch 0: |          | 4800/? [23:50<00:00,  3.35it/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, 27.37it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.81it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.44it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.31it/s][A
[A
Epoch 0: |          | 4800/? [23:52<00:00,  3.35it/s]
Epoch 0: |          | 4801/? [23:53<00:00,  3.35it/s]
Epoch 0: |          | 4801/? [23:53<00:00,  3.35it/s]
Epoch 0: |          | 4802/? [23:53<00:00,  3.35it/s]
Epoch 0: |          | 4802/? [23:53<00:00,  3.35it/s]
Epoch 0: |          | 4803/? [23:53<00:00,  3.35it/s]
Epoch 0: |          | 4803/? [23:53<00:00,  3.35it/s]
Epoch 0: |          | 4804/? [23:53<00:00,  3.35it/s]
Epoch 0: |          | 4804/? [23:53<00:00,  3.35it/s]
Epoch 0: |          | 4805/? [23:54<00:00,  3.35it/s]
Epoch 0: |          | 4805/? [23:54<00:00,  3.35it/s]
Epoch 0: |          | 4806/? [23:54<00:00,  3.35it/s]
Epoch 0: |          | 4806/? [23:54<00:00,  3.35it/s]
Epoch 0: |          | 4807/? [23:54<00:00,  3.35it/s]
Epoch 0: |          | 4807/? [23:54<00:00,  3.35it/s]
Epoch 0: |          | 4808/? [23:55<00:00,  3.35it/s]
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Epoch 0: |          | 4809/? [23:55<00:00,  3.35it/s]
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Epoch 0: |          | 4810/? [23:55<00:00,  3.35it/s]
Epoch 0: |          | 4810/? [23:55<00:00,  3.35it/s]
Epoch 0: |          | 4811/? [23:55<00:00,  3.35it/s]
Epoch 0: |          | 4811/? [23:55<00:00,  3.35it/s]
Epoch 0: |          | 4812/? [23:56<00:00,  3.35it/s]
Epoch 0: |          | 4812/? [23:56<00:00,  3.35it/s]
Epoch 0: |          | 4813/? [23:56<00:00,  3.35it/s]
Epoch 0: |          | 4813/? [23:56<00:00,  3.35it/s]
Epoch 0: |          | 4814/? [23:56<00:00,  3.35it/s]
Epoch 0: |          | 4814/? [23:56<00:00,  3.35it/s]
Epoch 0: |          | 4815/? [23:57<00:00,  3.35it/s]
Epoch 0: |          | 4815/? [23:57<00:00,  3.35it/s]
Epoch 0: |          | 4816/? [23:57<00:00,  3.35it/s]
Epoch 0: |          | 4816/? [23:57<00:00,  3.35it/s]
Epoch 0: |          | 4817/? [23:57<00:00,  3.35it/s]
Epoch 0: |          | 4817/? [23:57<00:00,  3.35it/s]
Epoch 0: |          | 4818/? [23:57<00:00,  3.35it/s]
Epoch 0: |          | 4818/? [23:57<00:00,  3.35it/s]
Epoch 0: |          | 4819/? [23:58<00:00,  3.35it/s]
Epoch 0: |          | 4819/? [23:58<00:00,  3.35it/s]
Epoch 0: |          | 4820/? [23:58<00:00,  3.35it/s]
Epoch 0: |          | 4820/? [23:58<00:00,  3.35it/s]
Epoch 0: |          | 4821/? [23:58<00:00,  3.35it/s]
Epoch 0: |          | 4821/? [23:58<00:00,  3.35it/s]
Epoch 0: |          | 4822/? [23:59<00:00,  3.35it/s]
Epoch 0: |          | 4822/? [23:59<00:00,  3.35it/s]
Epoch 0: |          | 4823/? [23:59<00:00,  3.35it/s]
Epoch 0: |          | 4823/? [23:59<00:00,  3.35it/s]
Epoch 0: |          | 4824/? [23:59<00:00,  3.35it/s]
Epoch 0: |          | 4824/? [23:59<00:00,  3.35it/s]
Epoch 0: |          | 4825/? [23:59<00:00,  3.35it/s]
Epoch 0: |          | 4825/? [23:59<00:00,  3.35it/s]
Epoch 0: |          | 4826/? [24:00<00:00,  3.35it/s]
Epoch 0: |          | 4826/? [24:00<00:00,  3.35it/s]
Epoch 0: |          | 4827/? [24:00<00:00,  3.35it/s]
Epoch 0: |          | 4827/? [24:00<00:00,  3.35it/s]
Epoch 0: |          | 4828/? [24:00<00:00,  3.35it/s]
Epoch 0: |          | 4828/? [24:00<00:00,  3.35it/s]
Epoch 0: |          | 4829/? [24:01<00:00,  3.35it/s]
Epoch 0: |          | 4829/? [24:01<00:00,  3.35it/s]
Epoch 0: |          | 4830/? [24:01<00:00,  3.35it/s]
Epoch 0: |          | 4830/? [24:01<00:00,  3.35it/s]
Epoch 0: |          | 4831/? [24:01<00:00,  3.35it/s]
Epoch 0: |          | 4831/? [24:01<00:00,  3.35it/s]
Epoch 0: |          | 4832/? [24:01<00:00,  3.35it/s]
Epoch 0: |          | 4832/? [24:01<00:00,  3.35it/s]
Epoch 0: |          | 4833/? [24:02<00:00,  3.35it/s]
Epoch 0: |          | 4833/? [24:02<00:00,  3.35it/s]
Epoch 0: |          | 4834/? [24:02<00:00,  3.35it/s]
Epoch 0: |          | 4834/? [24:02<00:00,  3.35it/s]
Epoch 0: |          | 4835/? [24:02<00:00,  3.35it/s]
Epoch 0: |          | 4835/? [24:02<00:00,  3.35it/s]
Epoch 0: |          | 4836/? [24:03<00:00,  3.35it/s]
Epoch 0: |          | 4836/? [24:03<00:00,  3.35it/s]
Epoch 0: |          | 4837/? [24:03<00:00,  3.35it/s]
Epoch 0: |          | 4837/? [24:03<00:00,  3.35it/s]
Epoch 0: |          | 4838/? [24:03<00:00,  3.35it/s]
Epoch 0: |          | 4838/? [24:03<00:00,  3.35it/s]
Epoch 0: |          | 4839/? [24:03<00:00,  3.35it/s]
Epoch 0: |          | 4839/? [24:03<00:00,  3.35it/s]
Epoch 0: |          | 4840/? [24:04<00:00,  3.35it/s]
Epoch 0: |          | 4840/? [24:04<00:00,  3.35it/s]
Epoch 0: |          | 4841/? [24:04<00:00,  3.35it/s]
Epoch 0: |          | 4841/? [24:04<00:00,  3.35it/s]
Epoch 0: |          | 4842/? [24:04<00:00,  3.35it/s]
Epoch 0: |          | 4842/? [24:04<00:00,  3.35it/s]
Epoch 0: |          | 4843/? [24:05<00:00,  3.35it/s]
Epoch 0: |          | 4843/? [24:05<00:00,  3.35it/s]
Epoch 0: |          | 4844/? [24:05<00:00,  3.35it/s]
Epoch 0: |          | 4844/? [24:05<00:00,  3.35it/s]
Epoch 0: |          | 4845/? [24:05<00:00,  3.35it/s]
Epoch 0: |          | 4845/? [24:05<00:00,  3.35it/s]
Epoch 0: |          | 4846/? [24:05<00:00,  3.35it/s]
Epoch 0: |          | 4846/? [24:05<00:00,  3.35it/s]
Epoch 0: |          | 4847/? [24:06<00:00,  3.35it/s]
Epoch 0: |          | 4847/? [24:06<00:00,  3.35it/s]
Epoch 0: |          | 4848/? [24:06<00:00,  3.35it/s]
Epoch 0: |          | 4848/? [24:06<00:00,  3.35it/s]
Epoch 0: |          | 4849/? [24:06<00:00,  3.35it/s]
Epoch 0: |          | 4849/? [24:06<00:00,  3.35it/s]
Epoch 0: |          | 4850/? [24:07<00:00,  3.35it/s]
Epoch 0: |          | 4850/? [24:07<00:00,  3.35it/s]
Epoch 0: |          | 4851/? [24:07<00:00,  3.35it/s]
Epoch 0: |          | 4851/? [24:07<00:00,  3.35it/s]
Epoch 0: |          | 4852/? [24:07<00:00,  3.35it/s]
Epoch 0: |          | 4852/? [24:07<00:00,  3.35it/s]
Epoch 0: |          | 4853/? [24:07<00:00,  3.35it/s]
Epoch 0: |          | 4853/? [24:07<00:00,  3.35it/s]
Epoch 0: |          | 4854/? [24:08<00:00,  3.35it/s]
Epoch 0: |          | 4854/? [24:08<00:00,  3.35it/s]
Epoch 0: |          | 4855/? [24:08<00:00,  3.35it/s]
Epoch 0: |          | 4855/? [24:08<00:00,  3.35it/s]
Epoch 0: |          | 4856/? [24:08<00:00,  3.35it/s]
Epoch 0: |          | 4856/? [24:08<00:00,  3.35it/s]
Epoch 0: |          | 4857/? [24:09<00:00,  3.35it/s]
Epoch 0: |          | 4857/? [24:09<00:00,  3.35it/s]
Epoch 0: |          | 4858/? [24:09<00:00,  3.35it/s]
Epoch 0: |          | 4858/? [24:09<00:00,  3.35it/s]
Epoch 0: |          | 4859/? [24:09<00:00,  3.35it/s]
Epoch 0: |          | 4859/? [24:09<00:00,  3.35it/s]
Epoch 0: |          | 4860/? [24:09<00:00,  3.35it/s]
Epoch 0: |          | 4860/? [24:09<00:00,  3.35it/s]
Epoch 0: |          | 4861/? [24:10<00:00,  3.35it/s]
Epoch 0: |          | 4861/? [24:10<00:00,  3.35it/s]
Epoch 0: |          | 4862/? [24:10<00:00,  3.35it/s]
Epoch 0: |          | 4862/? [24:10<00:00,  3.35it/s]
Epoch 0: |          | 4863/? [24:10<00:00,  3.35it/s]
Epoch 0: |          | 4863/? [24:10<00:00,  3.35it/s]
Epoch 0: |          | 4864/? [24:11<00:00,  3.35it/s]
Epoch 0: |          | 4864/? [24:11<00:00,  3.35it/s]
Epoch 0: |          | 4865/? [24:11<00:00,  3.35it/s]
Epoch 0: |          | 4865/? [24:11<00:00,  3.35it/s]
Epoch 0: |          | 4866/? [24:11<00:00,  3.35it/s]
Epoch 0: |          | 4866/? [24:11<00:00,  3.35it/s]
Epoch 0: |          | 4867/? [24:11<00:00,  3.35it/s]
Epoch 0: |          | 4867/? [24:11<00:00,  3.35it/s]
Epoch 0: |          | 4868/? [24:12<00:00,  3.35it/s]
Epoch 0: |          | 4868/? [24:12<00:00,  3.35it/s]
Epoch 0: |          | 4869/? [24:12<00:00,  3.35it/s]
Epoch 0: |          | 4869/? [24:12<00:00,  3.35it/s]
Epoch 0: |          | 4870/? [24:12<00:00,  3.35it/s]
Epoch 0: |          | 4870/? [24:12<00:00,  3.35it/s]
Epoch 0: |          | 4871/? [24:13<00:00,  3.35it/s]
Epoch 0: |          | 4871/? [24:13<00:00,  3.35it/s]
Epoch 0: |          | 4872/? [24:13<00:00,  3.35it/s]
Epoch 0: |          | 4872/? [24:13<00:00,  3.35it/s]
Epoch 0: |          | 4873/? [24:13<00:00,  3.35it/s]
Epoch 0: |          | 4873/? [24:13<00:00,  3.35it/s]
Epoch 0: |          | 4874/? [24:13<00:00,  3.35it/s]
Epoch 0: |          | 4874/? [24:13<00:00,  3.35it/s]
Epoch 0: |          | 4875/? [24:14<00:00,  3.35it/s]
Epoch 0: |          | 4875/? [24:14<00:00,  3.35it/s]
Epoch 0: |          | 4876/? [24:14<00:00,  3.35it/s]
Epoch 0: |          | 4876/? [24:14<00:00,  3.35it/s]
Epoch 0: |          | 4877/? [24:14<00:00,  3.35it/s]
Epoch 0: |          | 4877/? [24:14<00:00,  3.35it/s]
Epoch 0: |          | 4878/? [24:15<00:00,  3.35it/s]
Epoch 0: |          | 4878/? [24:15<00:00,  3.35it/s]
Epoch 0: |          | 4879/? [24:15<00:00,  3.35it/s]
Epoch 0: |          | 4879/? [24:15<00:00,  3.35it/s]
Epoch 0: |          | 4880/? [24:15<00:00,  3.35it/s]
Epoch 0: |          | 4880/? [24:15<00:00,  3.35it/s]
Epoch 0: |          | 4881/? [24:15<00:00,  3.35it/s]
Epoch 0: |          | 4881/? [24:15<00:00,  3.35it/s]
Epoch 0: |          | 4882/? [24:16<00:00,  3.35it/s]
Epoch 0: |          | 4882/? [24:16<00:00,  3.35it/s]
Epoch 0: |          | 4883/? [24:16<00:00,  3.35it/s]
Epoch 0: |          | 4883/? [24:16<00:00,  3.35it/s]
Epoch 0: |          | 4884/? [24:16<00:00,  3.35it/s]
Epoch 0: |          | 4884/? [24:16<00:00,  3.35it/s]
Epoch 0: |          | 4885/? [24:17<00:00,  3.35it/s]
Epoch 0: |          | 4885/? [24:17<00:00,  3.35it/s]
Epoch 0: |          | 4886/? [24:17<00:00,  3.35it/s]
Epoch 0: |          | 4886/? [24:17<00:00,  3.35it/s]
Epoch 0: |          | 4887/? [24:17<00:00,  3.35it/s]
Epoch 0: |          | 4887/? [24:17<00:00,  3.35it/s]
Epoch 0: |          | 4888/? [24:17<00:00,  3.35it/s]
Epoch 0: |          | 4888/? [24:17<00:00,  3.35it/s]
Epoch 0: |          | 4889/? [24:18<00:00,  3.35it/s]
Epoch 0: |          | 4889/? [24:18<00:00,  3.35it/s]
Epoch 0: |          | 4890/? [24:18<00:00,  3.35it/s]
Epoch 0: |          | 4890/? [24:18<00:00,  3.35it/s]
Epoch 0: |          | 4891/? [24:18<00:00,  3.35it/s]
Epoch 0: |          | 4891/? [24:18<00:00,  3.35it/s]
Epoch 0: |          | 4892/? [24:19<00:00,  3.35it/s]
Epoch 0: |          | 4892/? [24:19<00:00,  3.35it/s]
Epoch 0: |          | 4893/? [24:19<00:00,  3.35it/s]
Epoch 0: |          | 4893/? [24:19<00:00,  3.35it/s]
Epoch 0: |          | 4894/? [24:19<00:00,  3.35it/s]
Epoch 0: |          | 4894/? [24:19<00:00,  3.35it/s]
Epoch 0: |          | 4895/? [24:19<00:00,  3.35it/s]
Epoch 0: |          | 4895/? [24:19<00:00,  3.35it/s]
Epoch 0: |          | 4896/? [24:20<00:00,  3.35it/s]
Epoch 0: |          | 4896/? [24:20<00:00,  3.35it/s]
Epoch 0: |          | 4897/? [24:20<00:00,  3.35it/s]
Epoch 0: |          | 4897/? [24:20<00:00,  3.35it/s]
Epoch 0: |          | 4898/? [24:20<00:00,  3.35it/s]
Epoch 0: |          | 4898/? [24:20<00:00,  3.35it/s]
Epoch 0: |          | 4899/? [24:21<00:00,  3.35it/s]
Epoch 0: |          | 4899/? [24:21<00:00,  3.35it/s]
Epoch 0: |          | 4900/? [24:21<00:00,  3.35it/s]
Epoch 0: |          | 4900/? [24:21<00:00,  3.35it/s]
Epoch 0: |          | 4901/? [24:21<00:00,  3.35it/s]
Epoch 0: |          | 4901/? [24:21<00:00,  3.35it/s]
Epoch 0: |          | 4902/? [24:21<00:00,  3.35it/s]
Epoch 0: |          | 4902/? [24:21<00:00,  3.35it/s]
Epoch 0: |          | 4903/? [24:22<00:00,  3.35it/s]
Epoch 0: |          | 4903/? [24:22<00:00,  3.35it/s]
Epoch 0: |          | 4904/? [24:22<00:00,  3.35it/s]
Epoch 0: |          | 4904/? [24:22<00:00,  3.35it/s]
Epoch 0: |          | 4905/? [24:22<00:00,  3.35it/s]
Epoch 0: |          | 4905/? [24:22<00:00,  3.35it/s]
Epoch 0: |          | 4906/? [24:23<00:00,  3.35it/s]
Epoch 0: |          | 4906/? [24:23<00:00,  3.35it/s]
Epoch 0: |          | 4907/? [24:23<00:00,  3.35it/s]
Epoch 0: |          | 4907/? [24:23<00:00,  3.35it/s]
Epoch 0: |          | 4908/? [24:23<00:00,  3.35it/s]
Epoch 0: |          | 4908/? [24:23<00:00,  3.35it/s]
Epoch 0: |          | 4909/? [24:23<00:00,  3.35it/s]
Epoch 0: |          | 4909/? [24:23<00:00,  3.35it/s]
Epoch 0: |          | 4910/? [24:24<00:00,  3.35it/s]
Epoch 0: |          | 4910/? [24:24<00:00,  3.35it/s]
Epoch 0: |          | 4911/? [24:24<00:00,  3.35it/s]
Epoch 0: |          | 4911/? [24:24<00:00,  3.35it/s]
Epoch 0: |          | 4912/? [24:24<00:00,  3.35it/s]
Epoch 0: |          | 4912/? [24:24<00:00,  3.35it/s]
Epoch 0: |          | 4913/? [24:25<00:00,  3.35it/s]
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Epoch 0: |          | 4914/? [24:25<00:00,  3.35it/s]
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Epoch 0: |          | 4915/? [24:25<00:00,  3.35it/s]
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Epoch 0: |          | 4916/? [24:25<00:00,  3.35it/s]
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Epoch 0: |          | 4917/? [24:26<00:00,  3.35it/s]
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Epoch 0: |          | 4918/? [24:26<00:00,  3.35it/s]
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Epoch 0: |          | 4919/? [24:26<00:00,  3.35it/s]
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Epoch 0: |          | 4920/? [24:27<00:00,  3.35it/s]
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Epoch 0: |          | 4921/? [24:27<00:00,  3.35it/s]
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Epoch 0: |          | 4922/? [24:27<00:00,  3.35it/s]
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Epoch 0: |          | 4923/? [24:27<00:00,  3.35it/s]
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Epoch 0: |          | 4924/? [24:28<00:00,  3.35it/s]
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Epoch 0: |          | 4927/? [24:29<00:00,  3.35it/s]
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Epoch 0: |          | 4928/? [24:29<00:00,  3.35it/s]
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Epoch 0: |          | 4929/? [24:29<00:00,  3.35it/s]
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Epoch 0: |          | 4930/? [24:29<00:00,  3.35it/s]
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Epoch 0: |          | 4931/? [24:30<00:00,  3.35it/s]
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Epoch 0: |          | 4932/? [24:30<00:00,  3.35it/s]
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Epoch 0: |          | 4933/? [24:30<00:00,  3.35it/s]
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Epoch 0: |          | 4934/? [24:31<00:00,  3.35it/s]
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Epoch 0: |          | 4935/? [24:31<00:00,  3.35it/s]
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Epoch 0: |          | 4936/? [24:31<00:00,  3.35it/s]
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Epoch 0: |          | 4937/? [24:31<00:00,  3.35it/s]
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Epoch 0: |          | 4938/? [24:32<00:00,  3.35it/s]
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Epoch 0: |          | 4939/? [24:32<00:00,  3.35it/s]
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Epoch 0: |          | 4940/? [24:32<00:00,  3.35it/s]
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Epoch 0: |          | 4941/? [24:33<00:00,  3.35it/s]
Epoch 0: |          | 4941/? [24:33<00:00,  3.35it/s]
Epoch 0: |          | 4942/? [24:33<00:00,  3.35it/s]
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Epoch 0: |          | 4943/? [24:33<00:00,  3.35it/s]
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Epoch 0: |          | 4945/? [24:34<00:00,  3.35it/s]
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Epoch 0: |          | 4948/? [24:35<00:00,  3.35it/s]
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Epoch 0: |          | 4951/? [24:35<00:00,  3.35it/s]
Epoch 0: |          | 4951/? [24:35<00:00,  3.35it/s]
Epoch 0: |          | 4952/? [24:36<00:00,  3.35it/s]
Epoch 0: |          | 4952/? [24:36<00:00,  3.35it/s]
Epoch 0: |          | 4953/? [24:36<00:00,  3.35it/s]
Epoch 0: |          | 4953/? [24:36<00:00,  3.35it/s]
Epoch 0: |          | 4954/? [24:36<00:00,  3.35it/s]
Epoch 0: |          | 4954/? [24:36<00:00,  3.35it/s]
Epoch 0: |          | 4955/? [24:37<00:00,  3.35it/s]
Epoch 0: |          | 4955/? [24:37<00:00,  3.35it/s]
Epoch 0: |          | 4956/? [24:37<00:00,  3.35it/s]
Epoch 0: |          | 4956/? [24:37<00:00,  3.35it/s]
Epoch 0: |          | 4957/? [24:37<00:00,  3.35it/s]
Epoch 0: |          | 4957/? [24:37<00:00,  3.35it/s]
Epoch 0: |          | 4958/? [24:37<00:00,  3.35it/s]
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Epoch 0: |          | 4959/? [24:38<00:00,  3.35it/s]
Epoch 0: |          | 4959/? [24:38<00:00,  3.35it/s]
Epoch 0: |          | 4960/? [24:38<00:00,  3.35it/s]
Epoch 0: |          | 4960/? [24:38<00:00,  3.35it/s]
Epoch 0: |          | 4961/? [24:38<00:00,  3.35it/s]
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Epoch 0: |          | 4962/? [24:39<00:00,  3.35it/s]
Epoch 0: |          | 4962/? [24:39<00:00,  3.35it/s]
Epoch 0: |          | 4963/? [24:39<00:00,  3.35it/s]
Epoch 0: |          | 4963/? [24:39<00:00,  3.35it/s]
Epoch 0: |          | 4964/? [24:39<00:00,  3.35it/s]
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Epoch 0: |          | 4965/? [24:39<00:00,  3.35it/s]
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Epoch 0: |          | 4966/? [24:40<00:00,  3.35it/s]
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Epoch 0: |          | 4967/? [24:40<00:00,  3.35it/s]
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Epoch 0: |          | 4968/? [24:40<00:00,  3.35it/s]
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Epoch 0: |          | 4969/? [24:41<00:00,  3.36it/s]
Epoch 0: |          | 4969/? [24:41<00:00,  3.36it/s]
Epoch 0: |          | 4970/? [24:41<00:00,  3.36it/s]
Epoch 0: |          | 4970/? [24:41<00:00,  3.36it/s]
Epoch 0: |          | 4971/? [24:41<00:00,  3.36it/s]
Epoch 0: |          | 4971/? [24:41<00:00,  3.36it/s]
Epoch 0: |          | 4972/? [24:41<00:00,  3.36it/s]
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Epoch 0: |          | 4973/? [24:42<00:00,  3.36it/s]
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Epoch 0: |          | 4974/? [24:42<00:00,  3.36it/s]
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Epoch 0: |          | 4975/? [24:42<00:00,  3.36it/s]
Epoch 0: |          | 4975/? [24:42<00:00,  3.36it/s]
Epoch 0: |          | 4976/? [24:43<00:00,  3.36it/s]
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Epoch 0: |          | 4977/? [24:43<00:00,  3.36it/s]
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Epoch 0: |          | 4978/? [24:43<00:00,  3.36it/s]
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Epoch 0: |          | 4979/? [24:43<00:00,  3.36it/s]
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Epoch 0: |          | 4980/? [24:44<00:00,  3.36it/s]
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Epoch 0: |          | 4981/? [24:44<00:00,  3.36it/s]
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Epoch 0: |          | 4982/? [24:44<00:00,  3.36it/s]
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Epoch 0: |          | 4983/? [24:45<00:00,  3.36it/s]
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Epoch 0: |          | 4984/? [24:45<00:00,  3.36it/s]
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Epoch 0: |          | 4985/? [24:45<00:00,  3.36it/s]
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Epoch 0: |          | 4986/? [24:45<00:00,  3.36it/s]
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Epoch 0: |          | 4987/? [24:46<00:00,  3.36it/s]
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Epoch 0: |          | 4988/? [24:46<00:00,  3.36it/s]
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Epoch 0: |          | 4989/? [24:46<00:00,  3.36it/s]
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Epoch 0: |          | 4990/? [24:47<00:00,  3.36it/s]
Epoch 0: |          | 4990/? [24:47<00:00,  3.36it/s]
Epoch 0: |          | 4991/? [24:47<00:00,  3.36it/s]
Epoch 0: |          | 4991/? [24:47<00:00,  3.36it/s]
Epoch 0: |          | 4992/? [24:47<00:00,  3.36it/s]
Epoch 0: |          | 4992/? [24:47<00:00,  3.36it/s]
Epoch 0: |          | 4993/? [24:47<00:00,  3.36it/s]
Epoch 0: |          | 4993/? [24:47<00:00,  3.36it/s]
Epoch 0: |          | 4994/? [24:48<00:00,  3.36it/s]
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Epoch 0: |          | 4995/? [24:48<00:00,  3.36it/s]
Epoch 0: |          | 4995/? [24:48<00:00,  3.36it/s]
Epoch 0: |          | 4996/? [24:48<00:00,  3.36it/s]
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Epoch 0: |          | 4997/? [24:49<00:00,  3.36it/s]
Epoch 0: |          | 4997/? [24:49<00:00,  3.36it/s]
Epoch 0: |          | 4998/? [24:49<00:00,  3.36it/s]
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Epoch 0: |          | 4999/? [24:49<00:00,  3.36it/s]
Epoch 0: |          | 4999/? [24:49<00:00,  3.36it/s]
Epoch 0: |          | 5000/? [24:49<00:00,  3.36it/s]
Epoch 0: |          | 5000/? [24:49<00:00,  3.36it/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, 26.71it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.67it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.36it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.21it/s][A
[A
Epoch 0: |          | 5000/? [24:51<00:00,  3.35it/s]
Epoch 0: |          | 5001/? [24:52<00:00,  3.35it/s]
Epoch 0: |          | 5001/? [24:52<00:00,  3.35it/s]
Epoch 0: |          | 5002/? [24:52<00:00,  3.35it/s]
Epoch 0: |          | 5002/? [24:52<00:00,  3.35it/s]
Epoch 0: |          | 5003/? [24:52<00:00,  3.35it/s]
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Epoch 0: |          | 5004/? [24:53<00:00,  3.35it/s]
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Epoch 0: |          | 5006/? [24:53<00:00,  3.35it/s]
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Epoch 0: |          | 5010/? [24:54<00:00,  3.35it/s]
Epoch 0: |          | 5010/? [24:54<00:00,  3.35it/s]
Epoch 0: |          | 5011/? [24:54<00:00,  3.35it/s]
Epoch 0: |          | 5011/? [24:54<00:00,  3.35it/s]
Epoch 0: |          | 5012/? [24:55<00:00,  3.35it/s]
Epoch 0: |          | 5012/? [24:55<00:00,  3.35it/s]
Epoch 0: |          | 5013/? [24:55<00:00,  3.35it/s]
Epoch 0: |          | 5013/? [24:55<00:00,  3.35it/s]
Epoch 0: |          | 5014/? [24:55<00:00,  3.35it/s]
Epoch 0: |          | 5014/? [24:55<00:00,  3.35it/s]
Epoch 0: |          | 5015/? [24:55<00:00,  3.35it/s]
Epoch 0: |          | 5015/? [24:55<00:00,  3.35it/s]
Epoch 0: |          | 5016/? [24:56<00:00,  3.35it/s]
Epoch 0: |          | 5016/? [24:56<00:00,  3.35it/s]
Epoch 0: |          | 5017/? [24:56<00:00,  3.35it/s]
Epoch 0: |          | 5017/? [24:56<00:00,  3.35it/s]
Epoch 0: |          | 5018/? [24:56<00:00,  3.35it/s]
Epoch 0: |          | 5018/? [24:56<00:00,  3.35it/s]
Epoch 0: |          | 5019/? [24:56<00:00,  3.35it/s]
Epoch 0: |          | 5019/? [24:56<00:00,  3.35it/s]
Epoch 0: |          | 5020/? [24:57<00:00,  3.35it/s]
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Epoch 0: |          | 5021/? [24:57<00:00,  3.35it/s]
Epoch 0: |          | 5021/? [24:57<00:00,  3.35it/s]
Epoch 0: |          | 5022/? [24:57<00:00,  3.35it/s]
Epoch 0: |          | 5022/? [24:57<00:00,  3.35it/s]
Epoch 0: |          | 5023/? [24:57<00:00,  3.35it/s]
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Epoch 0: |          | 5024/? [24:58<00:00,  3.35it/s]
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Epoch 0: |          | 5025/? [24:58<00:00,  3.35it/s]
Epoch 0: |          | 5025/? [24:58<00:00,  3.35it/s]
Epoch 0: |          | 5026/? [24:58<00:00,  3.35it/s]
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Epoch 0: |          | 5027/? [24:58<00:00,  3.35it/s]
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Epoch 0: |          | 5028/? [24:58<00:00,  3.35it/s]
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Epoch 0: |          | 5029/? [24:59<00:00,  3.35it/s]
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Epoch 0: |          | 5030/? [24:59<00:00,  3.35it/s]
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Epoch 0: |          | 5031/? [24:59<00:00,  3.35it/s]
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Epoch 0: |          | 5032/? [24:59<00:00,  3.35it/s]
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Epoch 0: |          | 5033/? [25:00<00:00,  3.35it/s]
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Epoch 0: |          | 5034/? [25:00<00:00,  3.36it/s]
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Epoch 0: |          | 5035/? [25:00<00:00,  3.36it/s]
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Epoch 0: |          | 5036/? [25:00<00:00,  3.36it/s]
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Epoch 0: |          | 5037/? [25:01<00:00,  3.36it/s]
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Epoch 0: |          | 5038/? [25:01<00:00,  3.36it/s]
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Epoch 0: |          | 5039/? [25:01<00:00,  3.36it/s]
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Epoch 0: |          | 5040/? [25:01<00:00,  3.36it/s]
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Epoch 0: |          | 5041/? [25:02<00:00,  3.36it/s]
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Epoch 0: |          | 5042/? [25:02<00:00,  3.36it/s]
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Epoch 0: |          | 5043/? [25:02<00:00,  3.36it/s]
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Epoch 0: |          | 5044/? [25:02<00:00,  3.36it/s]
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Epoch 0: |          | 5046/? [25:03<00:00,  3.36it/s]
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Epoch 0: |          | 5047/? [25:03<00:00,  3.36it/s]
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Epoch 0: |          | 5188/? [25:37<00:00,  3.38it/s]
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Epoch 0: |          | 5189/? [25:37<00:00,  3.38it/s]
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Epoch 0: |          | 5199/? [25:39<00:00,  3.38it/s]
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Epoch 0: |          | 5200/? [25:39<00:00,  3.38it/s]
Epoch 0: |          | 5200/? [25:39<00:00,  3.38it/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, 28.20it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.74it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.42it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.29it/s][A
[A
Epoch 0: |          | 5200/? [25:41<00:00,  3.37it/s]
Epoch 0: |          | 5201/? [25:42<00:00,  3.37it/s]
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Epoch 0: |          | 5207/? [25:43<00:00,  3.37it/s]
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Epoch 0: |          | 5208/? [25:43<00:00,  3.37it/s]
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Epoch 0: |          | 5209/? [25:43<00:00,  3.37it/s]
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Epoch 0: |          | 5210/? [25:44<00:00,  3.37it/s]
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Epoch 0: |          | 5211/? [25:44<00:00,  3.37it/s]
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Epoch 0: |          | 5212/? [25:44<00:00,  3.37it/s]
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Epoch 0: |          | 5213/? [25:44<00:00,  3.37it/s]
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Epoch 0: |          | 5214/? [25:45<00:00,  3.37it/s]
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Epoch 0: |          | 5215/? [25:45<00:00,  3.37it/s]
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Epoch 0: |          | 5216/? [25:45<00:00,  3.37it/s]
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Epoch 0: |          | 5217/? [25:45<00:00,  3.37it/s]
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Epoch 0: |          | 5218/? [25:46<00:00,  3.38it/s]
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Epoch 0: |          | 5219/? [25:46<00:00,  3.38it/s]
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Epoch 0: |          | 5220/? [25:46<00:00,  3.38it/s]
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Epoch 0: |          | 5221/? [25:46<00:00,  3.38it/s]
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Epoch 0: |          | 5222/? [25:46<00:00,  3.38it/s]
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Epoch 0: |          | 5223/? [25:47<00:00,  3.38it/s]
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Epoch 0: |          | 5224/? [25:47<00:00,  3.38it/s]
Epoch 0: |          | 5224/? [25:47<00:00,  3.38it/s]
Epoch 0: |          | 5225/? [25:47<00:00,  3.38it/s]
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Epoch 0: |          | 5226/? [25:47<00:00,  3.38it/s]
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Epoch 0: |          | 5227/? [25:48<00:00,  3.38it/s]
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Epoch 0: |          | 5228/? [25:48<00:00,  3.38it/s]
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Epoch 0: |          | 5229/? [25:48<00:00,  3.38it/s]
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Epoch 0: |          | 5230/? [25:48<00:00,  3.38it/s]
Epoch 0: |          | 5230/? [25:48<00:00,  3.38it/s]
Epoch 0: |          | 5231/? [25:49<00:00,  3.38it/s]
Epoch 0: |          | 5231/? [25:49<00:00,  3.38it/s]
Epoch 0: |          | 5232/? [25:49<00:00,  3.38it/s]
Epoch 0: |          | 5232/? [25:49<00:00,  3.38it/s]
Epoch 0: |          | 5233/? [25:49<00:00,  3.38it/s]
Epoch 0: |          | 5233/? [25:49<00:00,  3.38it/s]
Epoch 0: |          | 5234/? [25:49<00:00,  3.38it/s]
Epoch 0: |          | 5234/? [25:49<00:00,  3.38it/s]
Epoch 0: |          | 5235/? [25:50<00:00,  3.38it/s]
Epoch 0: |          | 5235/? [25:50<00:00,  3.38it/s]
Epoch 0: |          | 5236/? [25:50<00:00,  3.38it/s]
Epoch 0: |          | 5236/? [25:50<00:00,  3.38it/s]
Epoch 0: |          | 5237/? [25:50<00:00,  3.38it/s]
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Epoch 0: |          | 5238/? [25:50<00:00,  3.38it/s]
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Epoch 0: |          | 5239/? [25:50<00:00,  3.38it/s]
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Epoch 0: |          | 5240/? [25:51<00:00,  3.38it/s]
Epoch 0: |          | 5240/? [25:51<00:00,  3.38it/s]
Epoch 0: |          | 5241/? [25:51<00:00,  3.38it/s]
Epoch 0: |          | 5241/? [25:51<00:00,  3.38it/s]
Epoch 0: |          | 5242/? [25:51<00:00,  3.38it/s]
Epoch 0: |          | 5242/? [25:51<00:00,  3.38it/s]
Epoch 0: |          | 5243/? [25:51<00:00,  3.38it/s]
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Epoch 0: |          | 5244/? [25:52<00:00,  3.38it/s]
Epoch 0: |          | 5244/? [25:52<00:00,  3.38it/s]
Epoch 0: |          | 5245/? [25:52<00:00,  3.38it/s]
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Epoch 0: |          | 5246/? [25:52<00:00,  3.38it/s]
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Epoch 0: |          | 5247/? [25:52<00:00,  3.38it/s]
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Epoch 0: |          | 5248/? [25:53<00:00,  3.38it/s]
Epoch 0: |          | 5248/? [25:53<00:00,  3.38it/s]
Epoch 0: |          | 5249/? [25:53<00:00,  3.38it/s]
Epoch 0: |          | 5249/? [25:53<00:00,  3.38it/s]
Epoch 0: |          | 5250/? [25:53<00:00,  3.38it/s]
Epoch 0: |          | 5250/? [25:53<00:00,  3.38it/s]
Epoch 0: |          | 5251/? [25:53<00:00,  3.38it/s]
Epoch 0: |          | 5251/? [25:53<00:00,  3.38it/s]
Epoch 0: |          | 5252/? [25:54<00:00,  3.38it/s]
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Epoch 0: |          | 5253/? [25:54<00:00,  3.38it/s]
Epoch 0: |          | 5253/? [25:54<00:00,  3.38it/s]
Epoch 0: |          | 5254/? [25:54<00:00,  3.38it/s]
Epoch 0: |          | 5254/? [25:54<00:00,  3.38it/s]
Epoch 0: |          | 5255/? [25:54<00:00,  3.38it/s]
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Epoch 0: |          | 5256/? [25:55<00:00,  3.38it/s]
Epoch 0: |          | 5256/? [25:55<00:00,  3.38it/s]
Epoch 0: |          | 5257/? [25:55<00:00,  3.38it/s]
Epoch 0: |          | 5257/? [25:55<00:00,  3.38it/s]
Epoch 0: |          | 5258/? [25:55<00:00,  3.38it/s]
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Epoch 0: |          | 5259/? [25:55<00:00,  3.38it/s]
Epoch 0: |          | 5259/? [25:55<00:00,  3.38it/s]
Epoch 0: |          | 5260/? [25:55<00:00,  3.38it/s]
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Epoch 0: |          | 5261/? [25:56<00:00,  3.38it/s]
Epoch 0: |          | 5261/? [25:56<00:00,  3.38it/s]
Epoch 0: |          | 5262/? [25:56<00:00,  3.38it/s]
Epoch 0: |          | 5262/? [25:56<00:00,  3.38it/s]
Epoch 0: |          | 5263/? [25:56<00:00,  3.38it/s]
Epoch 0: |          | 5263/? [25:56<00:00,  3.38it/s]
Epoch 0: |          | 5264/? [25:56<00:00,  3.38it/s]
Epoch 0: |          | 5264/? [25:56<00:00,  3.38it/s]
Epoch 0: |          | 5265/? [25:57<00:00,  3.38it/s]
Epoch 0: |          | 5265/? [25:57<00:00,  3.38it/s]
Epoch 0: |          | 5266/? [25:57<00:00,  3.38it/s]
Epoch 0: |          | 5266/? [25:57<00:00,  3.38it/s]
Epoch 0: |          | 5267/? [25:57<00:00,  3.38it/s]
Epoch 0: |          | 5267/? [25:57<00:00,  3.38it/s]
Epoch 0: |          | 5268/? [25:57<00:00,  3.38it/s]
Epoch 0: |          | 5268/? [25:57<00:00,  3.38it/s]
Epoch 0: |          | 5269/? [25:58<00:00,  3.38it/s]
Epoch 0: |          | 5269/? [25:58<00:00,  3.38it/s]
Epoch 0: |          | 5270/? [25:58<00:00,  3.38it/s]
Epoch 0: |          | 5270/? [25:58<00:00,  3.38it/s]
Epoch 0: |          | 5271/? [25:58<00:00,  3.38it/s]
Epoch 0: |          | 5271/? [25:58<00:00,  3.38it/s]
Epoch 0: |          | 5272/? [25:58<00:00,  3.38it/s]
Epoch 0: |          | 5272/? [25:58<00:00,  3.38it/s]
Epoch 0: |          | 5273/? [25:58<00:00,  3.38it/s]
Epoch 0: |          | 5273/? [25:58<00:00,  3.38it/s]
Epoch 0: |          | 5274/? [25:59<00:00,  3.38it/s]
Epoch 0: |          | 5274/? [25:59<00:00,  3.38it/s]
Epoch 0: |          | 5275/? [25:59<00:00,  3.38it/s]
Epoch 0: |          | 5275/? [25:59<00:00,  3.38it/s]
Epoch 0: |          | 5276/? [25:59<00:00,  3.38it/s]
Epoch 0: |          | 5276/? [25:59<00:00,  3.38it/s]
Epoch 0: |          | 5277/? [25:59<00:00,  3.38it/s]
Epoch 0: |          | 5277/? [25:59<00:00,  3.38it/s]
Epoch 0: |          | 5278/? [26:00<00:00,  3.38it/s]
Epoch 0: |          | 5278/? [26:00<00:00,  3.38it/s]
Epoch 0: |          | 5279/? [26:00<00:00,  3.38it/s]
Epoch 0: |          | 5279/? [26:00<00:00,  3.38it/s]
Epoch 0: |          | 5280/? [26:00<00:00,  3.38it/s]
Epoch 0: |          | 5280/? [26:00<00:00,  3.38it/s]
Epoch 0: |          | 5281/? [26:00<00:00,  3.38it/s]
Epoch 0: |          | 5281/? [26:00<00:00,  3.38it/s]
Epoch 0: |          | 5282/? [26:01<00:00,  3.38it/s]
Epoch 0: |          | 5282/? [26:01<00:00,  3.38it/s]
Epoch 0: |          | 5283/? [26:01<00:00,  3.38it/s]
Epoch 0: |          | 5283/? [26:01<00:00,  3.38it/s]
Epoch 0: |          | 5284/? [26:01<00:00,  3.38it/s]
Epoch 0: |          | 5284/? [26:01<00:00,  3.38it/s]
Epoch 0: |          | 5285/? [26:01<00:00,  3.38it/s]
Epoch 0: |          | 5285/? [26:01<00:00,  3.38it/s]
Epoch 0: |          | 5286/? [26:01<00:00,  3.38it/s]
Epoch 0: |          | 5286/? [26:01<00:00,  3.38it/s]
Epoch 0: |          | 5287/? [26:02<00:00,  3.38it/s]
Epoch 0: |          | 5287/? [26:02<00:00,  3.38it/s]
Epoch 0: |          | 5288/? [26:02<00:00,  3.38it/s]
Epoch 0: |          | 5288/? [26:02<00:00,  3.38it/s]
Epoch 0: |          | 5289/? [26:02<00:00,  3.38it/s]
Epoch 0: |          | 5289/? [26:02<00:00,  3.38it/s]
Epoch 0: |          | 5290/? [26:02<00:00,  3.38it/s]
Epoch 0: |          | 5290/? [26:02<00:00,  3.38it/s]
Epoch 0: |          | 5291/? [26:03<00:00,  3.38it/s]
Epoch 0: |          | 5291/? [26:03<00:00,  3.38it/s]
Epoch 0: |          | 5292/? [26:03<00:00,  3.39it/s]
Epoch 0: |          | 5292/? [26:03<00:00,  3.39it/s]
Epoch 0: |          | 5293/? [26:03<00:00,  3.39it/s]
Epoch 0: |          | 5293/? [26:03<00:00,  3.39it/s]
Epoch 0: |          | 5294/? [26:03<00:00,  3.39it/s]
Epoch 0: |          | 5294/? [26:03<00:00,  3.39it/s]
Epoch 0: |          | 5295/? [26:04<00:00,  3.39it/s]
Epoch 0: |          | 5295/? [26:04<00:00,  3.39it/s]
Epoch 0: |          | 5296/? [26:04<00:00,  3.39it/s]
Epoch 0: |          | 5296/? [26:04<00:00,  3.39it/s]
Epoch 0: |          | 5297/? [26:04<00:00,  3.39it/s]
Epoch 0: |          | 5297/? [26:04<00:00,  3.39it/s]
Epoch 0: |          | 5298/? [26:04<00:00,  3.39it/s]
Epoch 0: |          | 5298/? [26:04<00:00,  3.39it/s]
Epoch 0: |          | 5299/? [26:05<00:00,  3.39it/s]
Epoch 0: |          | 5299/? [26:05<00:00,  3.39it/s]
Epoch 0: |          | 5300/? [26:05<00:00,  3.39it/s]
Epoch 0: |          | 5300/? [26:05<00:00,  3.39it/s]
Epoch 0: |          | 5301/? [26:05<00:00,  3.39it/s]
Epoch 0: |          | 5301/? [26:05<00:00,  3.39it/s]
Epoch 0: |          | 5302/? [26:05<00:00,  3.39it/s]
Epoch 0: |          | 5302/? [26:05<00:00,  3.39it/s]
Epoch 0: |          | 5303/? [26:05<00:00,  3.39it/s]
Epoch 0: |          | 5303/? [26:05<00:00,  3.39it/s]
Epoch 0: |          | 5304/? [26:06<00:00,  3.39it/s]
Epoch 0: |          | 5304/? [26:06<00:00,  3.39it/s]
Epoch 0: |          | 5305/? [26:06<00:00,  3.39it/s]
Epoch 0: |          | 5305/? [26:06<00:00,  3.39it/s]
Epoch 0: |          | 5306/? [26:06<00:00,  3.39it/s]
Epoch 0: |          | 5306/? [26:06<00:00,  3.39it/s]
Epoch 0: |          | 5307/? [26:06<00:00,  3.39it/s]
Epoch 0: |          | 5307/? [26:06<00:00,  3.39it/s]
Epoch 0: |          | 5308/? [26:07<00:00,  3.39it/s]
Epoch 0: |          | 5308/? [26:07<00:00,  3.39it/s]
Epoch 0: |          | 5309/? [26:07<00:00,  3.39it/s]
Epoch 0: |          | 5309/? [26:07<00:00,  3.39it/s]
Epoch 0: |          | 5310/? [26:07<00:00,  3.39it/s]
Epoch 0: |          | 5310/? [26:07<00:00,  3.39it/s]
Epoch 0: |          | 5311/? [26:07<00:00,  3.39it/s]
Epoch 0: |          | 5311/? [26:07<00:00,  3.39it/s]
Epoch 0: |          | 5312/? [26:08<00:00,  3.39it/s]
Epoch 0: |          | 5312/? [26:08<00:00,  3.39it/s]
Epoch 0: |          | 5313/? [26:08<00:00,  3.39it/s]
Epoch 0: |          | 5313/? [26:08<00:00,  3.39it/s]
Epoch 0: |          | 5314/? [26:08<00:00,  3.39it/s]
Epoch 0: |          | 5314/? [26:08<00:00,  3.39it/s]
Epoch 0: |          | 5315/? [26:08<00:00,  3.39it/s]
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Epoch 0: |          | 5316/? [26:08<00:00,  3.39it/s]
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Epoch 0: |          | 5317/? [26:09<00:00,  3.39it/s]
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Epoch 0: |          | 5318/? [26:09<00:00,  3.39it/s]
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Epoch 0: |          | 5319/? [26:09<00:00,  3.39it/s]
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Epoch 0: |          | 5320/? [26:09<00:00,  3.39it/s]
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Epoch 0: |          | 5321/? [26:10<00:00,  3.39it/s]
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Epoch 0: |          | 5322/? [26:10<00:00,  3.39it/s]
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Epoch 0: |          | 5400/? [26:28<00:00,  3.40it/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, 28.37it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.15it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.66it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.46it/s][A
[A
Epoch 0: |          | 5400/? [26:30<00:00,  3.40it/s]
Epoch 0: |          | 5401/? [26:30<00:00,  3.39it/s]
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Epoch 0: |          | 5421/? [26:35<00:00,  3.40it/s]
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Epoch 0: |          | 5422/? [26:35<00:00,  3.40it/s]
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Epoch 0: |          | 5431/? [26:37<00:00,  3.40it/s]
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Epoch 0: |          | 5433/? [26:38<00:00,  3.40it/s]
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Epoch 0: |          | 5459/? [26:44<00:00,  3.40it/s]
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Epoch 0: |          | 5469/? [26:46<00:00,  3.40it/s]
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Epoch 0: |          | 5479/? [26:49<00:00,  3.40it/s]
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Epoch 0: |          | 5481/? [26:49<00:00,  3.40it/s]
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Epoch 0: |          | 5482/? [26:49<00:00,  3.41it/s]
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Epoch 0: |          | 5487/? [26:51<00:00,  3.41it/s]
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Epoch 0: |          | 5488/? [26:51<00:00,  3.41it/s]
Epoch 0: |          | 5488/? [26:51<00:00,  3.41it/s]
Epoch 0: |          | 5489/? [26:51<00:00,  3.41it/s]
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Epoch 0: |          | 5490/? [26:51<00:00,  3.41it/s]
Epoch 0: |          | 5490/? [26:51<00:00,  3.41it/s]
Epoch 0: |          | 5491/? [26:52<00:00,  3.41it/s]
Epoch 0: |          | 5491/? [26:52<00:00,  3.41it/s]
Epoch 0: |          | 5492/? [26:52<00:00,  3.41it/s]
Epoch 0: |          | 5492/? [26:52<00:00,  3.41it/s]
Epoch 0: |          | 5493/? [26:52<00:00,  3.41it/s]
Epoch 0: |          | 5493/? [26:52<00:00,  3.41it/s]
Epoch 0: |          | 5494/? [26:52<00:00,  3.41it/s]
Epoch 0: |          | 5494/? [26:52<00:00,  3.41it/s]
Epoch 0: |          | 5495/? [26:52<00:00,  3.41it/s]
Epoch 0: |          | 5495/? [26:52<00:00,  3.41it/s]
Epoch 0: |          | 5496/? [26:53<00:00,  3.41it/s]
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Epoch 0: |          | 5497/? [26:53<00:00,  3.41it/s]
Epoch 0: |          | 5497/? [26:53<00:00,  3.41it/s]
Epoch 0: |          | 5498/? [26:53<00:00,  3.41it/s]
Epoch 0: |          | 5498/? [26:53<00:00,  3.41it/s]
Epoch 0: |          | 5499/? [26:53<00:00,  3.41it/s]
Epoch 0: |          | 5499/? [26:53<00:00,  3.41it/s]
Epoch 0: |          | 5500/? [26:54<00:00,  3.41it/s]
Epoch 0: |          | 5500/? [26:54<00:00,  3.41it/s]
Epoch 0: |          | 5501/? [26:54<00:00,  3.41it/s]
Epoch 0: |          | 5501/? [26:54<00:00,  3.41it/s]
Epoch 0: |          | 5502/? [26:54<00:00,  3.41it/s]
Epoch 0: |          | 5502/? [26:54<00:00,  3.41it/s]
Epoch 0: |          | 5503/? [26:54<00:00,  3.41it/s]
Epoch 0: |          | 5503/? [26:54<00:00,  3.41it/s]
Epoch 0: |          | 5504/? [26:55<00:00,  3.41it/s]
Epoch 0: |          | 5504/? [26:55<00:00,  3.41it/s]
Epoch 0: |          | 5505/? [26:55<00:00,  3.41it/s]
Epoch 0: |          | 5505/? [26:55<00:00,  3.41it/s]
Epoch 0: |          | 5506/? [26:55<00:00,  3.41it/s]
Epoch 0: |          | 5506/? [26:55<00:00,  3.41it/s]
Epoch 0: |          | 5507/? [26:55<00:00,  3.41it/s]
Epoch 0: |          | 5507/? [26:55<00:00,  3.41it/s]
Epoch 0: |          | 5508/? [26:56<00:00,  3.41it/s]
Epoch 0: |          | 5508/? [26:56<00:00,  3.41it/s]
Epoch 0: |          | 5509/? [26:56<00:00,  3.41it/s]
Epoch 0: |          | 5509/? [26:56<00:00,  3.41it/s]
Epoch 0: |          | 5510/? [26:56<00:00,  3.41it/s]
Epoch 0: |          | 5510/? [26:56<00:00,  3.41it/s]
Epoch 0: |          | 5511/? [26:56<00:00,  3.41it/s]
Epoch 0: |          | 5511/? [26:56<00:00,  3.41it/s]
Epoch 0: |          | 5512/? [26:56<00:00,  3.41it/s]
Epoch 0: |          | 5512/? [26:56<00:00,  3.41it/s]
Epoch 0: |          | 5513/? [26:57<00:00,  3.41it/s]
Epoch 0: |          | 5513/? [26:57<00:00,  3.41it/s]
Epoch 0: |          | 5514/? [26:57<00:00,  3.41it/s]
Epoch 0: |          | 5514/? [26:57<00:00,  3.41it/s]
Epoch 0: |          | 5515/? [26:57<00:00,  3.41it/s]
Epoch 0: |          | 5515/? [26:57<00:00,  3.41it/s]
Epoch 0: |          | 5516/? [26:57<00:00,  3.41it/s]
Epoch 0: |          | 5516/? [26:57<00:00,  3.41it/s]
Epoch 0: |          | 5517/? [26:58<00:00,  3.41it/s]
Epoch 0: |          | 5517/? [26:58<00:00,  3.41it/s]
Epoch 0: |          | 5518/? [26:58<00:00,  3.41it/s]
Epoch 0: |          | 5518/? [26:58<00:00,  3.41it/s]
Epoch 0: |          | 5519/? [26:58<00:00,  3.41it/s]
Epoch 0: |          | 5519/? [26:58<00:00,  3.41it/s]
Epoch 0: |          | 5520/? [26:58<00:00,  3.41it/s]
Epoch 0: |          | 5520/? [26:58<00:00,  3.41it/s]
Epoch 0: |          | 5521/? [26:59<00:00,  3.41it/s]
Epoch 0: |          | 5521/? [26:59<00:00,  3.41it/s]
Epoch 0: |          | 5522/? [26:59<00:00,  3.41it/s]
Epoch 0: |          | 5522/? [26:59<00:00,  3.41it/s]
Epoch 0: |          | 5523/? [26:59<00:00,  3.41it/s]
Epoch 0: |          | 5523/? [26:59<00:00,  3.41it/s]
Epoch 0: |          | 5524/? [26:59<00:00,  3.41it/s]
Epoch 0: |          | 5524/? [26:59<00:00,  3.41it/s]
Epoch 0: |          | 5525/? [26:59<00:00,  3.41it/s]
Epoch 0: |          | 5525/? [26:59<00:00,  3.41it/s]
Epoch 0: |          | 5526/? [27:00<00:00,  3.41it/s]
Epoch 0: |          | 5526/? [27:00<00:00,  3.41it/s]
Epoch 0: |          | 5527/? [27:00<00:00,  3.41it/s]
Epoch 0: |          | 5527/? [27:00<00:00,  3.41it/s]
Epoch 0: |          | 5528/? [27:00<00:00,  3.41it/s]
Epoch 0: |          | 5528/? [27:00<00:00,  3.41it/s]
Epoch 0: |          | 5529/? [27:00<00:00,  3.41it/s]
Epoch 0: |          | 5529/? [27:00<00:00,  3.41it/s]
Epoch 0: |          | 5530/? [27:01<00:00,  3.41it/s]
Epoch 0: |          | 5530/? [27:01<00:00,  3.41it/s]
Epoch 0: |          | 5531/? [27:01<00:00,  3.41it/s]
Epoch 0: |          | 5531/? [27:01<00:00,  3.41it/s]
Epoch 0: |          | 5532/? [27:01<00:00,  3.41it/s]
Epoch 0: |          | 5532/? [27:01<00:00,  3.41it/s]
Epoch 0: |          | 5533/? [27:01<00:00,  3.41it/s]
Epoch 0: |          | 5533/? [27:01<00:00,  3.41it/s]
Epoch 0: |          | 5534/? [27:02<00:00,  3.41it/s]
Epoch 0: |          | 5534/? [27:02<00:00,  3.41it/s]
Epoch 0: |          | 5535/? [27:02<00:00,  3.41it/s]
Epoch 0: |          | 5535/? [27:02<00:00,  3.41it/s]
Epoch 0: |          | 5536/? [27:02<00:00,  3.41it/s]
Epoch 0: |          | 5536/? [27:02<00:00,  3.41it/s]
Epoch 0: |          | 5537/? [27:02<00:00,  3.41it/s]
Epoch 0: |          | 5537/? [27:02<00:00,  3.41it/s]
Epoch 0: |          | 5538/? [27:02<00:00,  3.41it/s]
Epoch 0: |          | 5538/? [27:02<00:00,  3.41it/s]
Epoch 0: |          | 5539/? [27:03<00:00,  3.41it/s]
Epoch 0: |          | 5539/? [27:03<00:00,  3.41it/s]
Epoch 0: |          | 5540/? [27:03<00:00,  3.41it/s]
Epoch 0: |          | 5540/? [27:03<00:00,  3.41it/s]
Epoch 0: |          | 5541/? [27:03<00:00,  3.41it/s]
Epoch 0: |          | 5541/? [27:03<00:00,  3.41it/s]
Epoch 0: |          | 5542/? [27:03<00:00,  3.41it/s]
Epoch 0: |          | 5542/? [27:03<00:00,  3.41it/s]
Epoch 0: |          | 5543/? [27:04<00:00,  3.41it/s]
Epoch 0: |          | 5543/? [27:04<00:00,  3.41it/s]
Epoch 0: |          | 5544/? [27:04<00:00,  3.41it/s]
Epoch 0: |          | 5544/? [27:04<00:00,  3.41it/s]
Epoch 0: |          | 5545/? [27:04<00:00,  3.41it/s]
Epoch 0: |          | 5545/? [27:04<00:00,  3.41it/s]
Epoch 0: |          | 5546/? [27:04<00:00,  3.41it/s]
Epoch 0: |          | 5546/? [27:04<00:00,  3.41it/s]
Epoch 0: |          | 5547/? [27:05<00:00,  3.41it/s]
Epoch 0: |          | 5547/? [27:05<00:00,  3.41it/s]
Epoch 0: |          | 5548/? [27:05<00:00,  3.41it/s]
Epoch 0: |          | 5548/? [27:05<00:00,  3.41it/s]
Epoch 0: |          | 5549/? [27:05<00:00,  3.41it/s]
Epoch 0: |          | 5549/? [27:05<00:00,  3.41it/s]
Epoch 0: |          | 5550/? [27:05<00:00,  3.41it/s]
Epoch 0: |          | 5550/? [27:05<00:00,  3.41it/s]
Epoch 0: |          | 5551/? [27:06<00:00,  3.41it/s]
Epoch 0: |          | 5551/? [27:06<00:00,  3.41it/s]
Epoch 0: |          | 5552/? [27:06<00:00,  3.41it/s]
Epoch 0: |          | 5552/? [27:06<00:00,  3.41it/s]
Epoch 0: |          | 5553/? [27:06<00:00,  3.41it/s]
Epoch 0: |          | 5553/? [27:06<00:00,  3.41it/s]
Epoch 0: |          | 5554/? [27:06<00:00,  3.41it/s]
Epoch 0: |          | 5554/? [27:06<00:00,  3.41it/s]
Epoch 0: |          | 5555/? [27:07<00:00,  3.41it/s]
Epoch 0: |          | 5555/? [27:07<00:00,  3.41it/s]
Epoch 0: |          | 5556/? [27:07<00:00,  3.41it/s]
Epoch 0: |          | 5556/? [27:07<00:00,  3.41it/s]
Epoch 0: |          | 5557/? [27:07<00:00,  3.41it/s]
Epoch 0: |          | 5557/? [27:07<00:00,  3.41it/s]
Epoch 0: |          | 5558/? [27:07<00:00,  3.41it/s]
Epoch 0: |          | 5558/? [27:07<00:00,  3.41it/s]
Epoch 0: |          | 5559/? [27:07<00:00,  3.41it/s]
Epoch 0: |          | 5559/? [27:07<00:00,  3.41it/s]
Epoch 0: |          | 5560/? [27:08<00:00,  3.41it/s]
Epoch 0: |          | 5560/? [27:08<00:00,  3.41it/s]
Epoch 0: |          | 5561/? [27:08<00:00,  3.42it/s]
Epoch 0: |          | 5561/? [27:08<00:00,  3.42it/s]
Epoch 0: |          | 5562/? [27:08<00:00,  3.42it/s]
Epoch 0: |          | 5562/? [27:08<00:00,  3.42it/s]
Epoch 0: |          | 5563/? [27:08<00:00,  3.42it/s]
Epoch 0: |          | 5563/? [27:08<00:00,  3.42it/s]
Epoch 0: |          | 5564/? [27:09<00:00,  3.42it/s]
Epoch 0: |          | 5564/? [27:09<00:00,  3.42it/s]
Epoch 0: |          | 5565/? [27:09<00:00,  3.42it/s]
Epoch 0: |          | 5565/? [27:09<00:00,  3.42it/s]
Epoch 0: |          | 5566/? [27:09<00:00,  3.42it/s]
Epoch 0: |          | 5566/? [27:09<00:00,  3.42it/s]
Epoch 0: |          | 5567/? [27:09<00:00,  3.42it/s]
Epoch 0: |          | 5567/? [27:09<00:00,  3.42it/s]
Epoch 0: |          | 5568/? [27:10<00:00,  3.42it/s]
Epoch 0: |          | 5568/? [27:10<00:00,  3.42it/s]
Epoch 0: |          | 5569/? [27:10<00:00,  3.42it/s]
Epoch 0: |          | 5569/? [27:10<00:00,  3.42it/s]
Epoch 0: |          | 5570/? [27:10<00:00,  3.42it/s]
Epoch 0: |          | 5570/? [27:10<00:00,  3.42it/s]
Epoch 0: |          | 5571/? [27:10<00:00,  3.42it/s]
Epoch 0: |          | 5571/? [27:10<00:00,  3.42it/s]
Epoch 0: |          | 5572/? [27:10<00:00,  3.42it/s]
Epoch 0: |          | 5572/? [27:10<00:00,  3.42it/s]
Epoch 0: |          | 5573/? [27:11<00:00,  3.42it/s]
Epoch 0: |          | 5573/? [27:11<00:00,  3.42it/s]
Epoch 0: |          | 5574/? [27:11<00:00,  3.42it/s]
Epoch 0: |          | 5574/? [27:11<00:00,  3.42it/s]
Epoch 0: |          | 5575/? [27:11<00:00,  3.42it/s]
Epoch 0: |          | 5575/? [27:11<00:00,  3.42it/s]
Epoch 0: |          | 5576/? [27:11<00:00,  3.42it/s]
Epoch 0: |          | 5576/? [27:11<00:00,  3.42it/s]
Epoch 0: |          | 5577/? [27:12<00:00,  3.42it/s]
Epoch 0: |          | 5577/? [27:12<00:00,  3.42it/s]
Epoch 0: |          | 5578/? [27:12<00:00,  3.42it/s]
Epoch 0: |          | 5578/? [27:12<00:00,  3.42it/s]
Epoch 0: |          | 5579/? [27:12<00:00,  3.42it/s]
Epoch 0: |          | 5579/? [27:12<00:00,  3.42it/s]
Epoch 0: |          | 5580/? [27:12<00:00,  3.42it/s]
Epoch 0: |          | 5580/? [27:12<00:00,  3.42it/s]
Epoch 0: |          | 5581/? [27:13<00:00,  3.42it/s]
Epoch 0: |          | 5581/? [27:13<00:00,  3.42it/s]
Epoch 0: |          | 5582/? [27:13<00:00,  3.42it/s]
Epoch 0: |          | 5582/? [27:13<00:00,  3.42it/s]
Epoch 0: |          | 5583/? [27:13<00:00,  3.42it/s]
Epoch 0: |          | 5583/? [27:13<00:00,  3.42it/s]
Epoch 0: |          | 5584/? [27:13<00:00,  3.42it/s]
Epoch 0: |          | 5584/? [27:13<00:00,  3.42it/s]
Epoch 0: |          | 5585/? [27:14<00:00,  3.42it/s]
Epoch 0: |          | 5585/? [27:14<00:00,  3.42it/s]
Epoch 0: |          | 5586/? [27:14<00:00,  3.42it/s]
Epoch 0: |          | 5586/? [27:14<00:00,  3.42it/s]
Epoch 0: |          | 5587/? [27:14<00:00,  3.42it/s]
Epoch 0: |          | 5587/? [27:14<00:00,  3.42it/s]
Epoch 0: |          | 5588/? [27:14<00:00,  3.42it/s]
Epoch 0: |          | 5588/? [27:14<00:00,  3.42it/s]
Epoch 0: |          | 5589/? [27:14<00:00,  3.42it/s]
Epoch 0: |          | 5589/? [27:14<00:00,  3.42it/s]
Epoch 0: |          | 5590/? [27:15<00:00,  3.42it/s]
Epoch 0: |          | 5590/? [27:15<00:00,  3.42it/s]
Epoch 0: |          | 5591/? [27:15<00:00,  3.42it/s]
Epoch 0: |          | 5591/? [27:15<00:00,  3.42it/s]
Epoch 0: |          | 5592/? [27:15<00:00,  3.42it/s]
Epoch 0: |          | 5592/? [27:15<00:00,  3.42it/s]
Epoch 0: |          | 5593/? [27:15<00:00,  3.42it/s]
Epoch 0: |          | 5593/? [27:15<00:00,  3.42it/s]
Epoch 0: |          | 5594/? [27:16<00:00,  3.42it/s]
Epoch 0: |          | 5594/? [27:16<00:00,  3.42it/s]
Epoch 0: |          | 5595/? [27:16<00:00,  3.42it/s]
Epoch 0: |          | 5595/? [27:16<00:00,  3.42it/s]
Epoch 0: |          | 5596/? [27:16<00:00,  3.42it/s]
Epoch 0: |          | 5596/? [27:16<00:00,  3.42it/s]
Epoch 0: |          | 5597/? [27:16<00:00,  3.42it/s]
Epoch 0: |          | 5597/? [27:16<00:00,  3.42it/s]
Epoch 0: |          | 5598/? [27:17<00:00,  3.42it/s]
Epoch 0: |          | 5598/? [27:17<00:00,  3.42it/s]
Epoch 0: |          | 5599/? [27:17<00:00,  3.42it/s]
Epoch 0: |          | 5599/? [27:17<00:00,  3.42it/s]
Epoch 0: |          | 5600/? [27:17<00:00,  3.42it/s]
Epoch 0: |          | 5600/? [27:17<00:00,  3.42it/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, 28.30it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.92it/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,  3.34it/s][A
[A
Epoch 0: |          | 5600/? [27:18<00:00,  3.42it/s]
Epoch 0: |          | 5601/? [27:19<00:00,  3.42it/s]
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Epoch 0: |          | 5602/? [27:19<00:00,  3.42it/s]
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Epoch 0: |          | 5607/? [27:21<00:00,  3.42it/s]
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Epoch 0: |          | 5608/? [27:21<00:00,  3.42it/s]
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Epoch 0: |          | 5609/? [27:21<00:00,  3.42it/s]
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Epoch 0: |          | 5610/? [27:21<00:00,  3.42it/s]
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Epoch 0: |          | 5611/? [27:21<00:00,  3.42it/s]
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Epoch 0: |          | 5612/? [27:22<00:00,  3.42it/s]
Epoch 0: |          | 5612/? [27:22<00:00,  3.42it/s]
Epoch 0: |          | 5613/? [27:22<00:00,  3.42it/s]
Epoch 0: |          | 5613/? [27:22<00:00,  3.42it/s]
Epoch 0: |          | 5614/? [27:22<00:00,  3.42it/s]
Epoch 0: |          | 5614/? [27:22<00:00,  3.42it/s]
Epoch 0: |          | 5615/? [27:22<00:00,  3.42it/s]
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Epoch 0: |          | 5616/? [27:23<00:00,  3.42it/s]
Epoch 0: |          | 5616/? [27:23<00:00,  3.42it/s]
Epoch 0: |          | 5617/? [27:23<00:00,  3.42it/s]
Epoch 0: |          | 5617/? [27:23<00:00,  3.42it/s]
Epoch 0: |          | 5618/? [27:23<00:00,  3.42it/s]
Epoch 0: |          | 5618/? [27:23<00:00,  3.42it/s]
Epoch 0: |          | 5619/? [27:23<00:00,  3.42it/s]
Epoch 0: |          | 5619/? [27:23<00:00,  3.42it/s]
Epoch 0: |          | 5620/? [27:24<00:00,  3.42it/s]
Epoch 0: |          | 5620/? [27:24<00:00,  3.42it/s]
Epoch 0: |          | 5621/? [27:24<00:00,  3.42it/s]
Epoch 0: |          | 5621/? [27:24<00:00,  3.42it/s]
Epoch 0: |          | 5622/? [27:24<00:00,  3.42it/s]
Epoch 0: |          | 5622/? [27:24<00:00,  3.42it/s]
Epoch 0: |          | 5623/? [27:24<00:00,  3.42it/s]
Epoch 0: |          | 5623/? [27:24<00:00,  3.42it/s]
Epoch 0: |          | 5624/? [27:25<00:00,  3.42it/s]
Epoch 0: |          | 5624/? [27:25<00:00,  3.42it/s]
Epoch 0: |          | 5625/? [27:25<00:00,  3.42it/s]
Epoch 0: |          | 5625/? [27:25<00:00,  3.42it/s]
Epoch 0: |          | 5626/? [27:25<00:00,  3.42it/s]
Epoch 0: |          | 5626/? [27:25<00:00,  3.42it/s]
Epoch 0: |          | 5627/? [27:25<00:00,  3.42it/s]
Epoch 0: |          | 5627/? [27:25<00:00,  3.42it/s]
Epoch 0: |          | 5628/? [27:25<00:00,  3.42it/s]
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Epoch 0: |          | 5629/? [27:26<00:00,  3.42it/s]
Epoch 0: |          | 5629/? [27:26<00:00,  3.42it/s]
Epoch 0: |          | 5630/? [27:26<00:00,  3.42it/s]
Epoch 0: |          | 5630/? [27:26<00:00,  3.42it/s]
Epoch 0: |          | 5631/? [27:26<00:00,  3.42it/s]
Epoch 0: |          | 5631/? [27:26<00:00,  3.42it/s]
Epoch 0: |          | 5632/? [27:26<00:00,  3.42it/s]
Epoch 0: |          | 5632/? [27:26<00:00,  3.42it/s]
Epoch 0: |          | 5633/? [27:27<00:00,  3.42it/s]
Epoch 0: |          | 5633/? [27:27<00:00,  3.42it/s]
Epoch 0: |          | 5634/? [27:27<00:00,  3.42it/s]
Epoch 0: |          | 5634/? [27:27<00:00,  3.42it/s]
Epoch 0: |          | 5635/? [27:27<00:00,  3.42it/s]
Epoch 0: |          | 5635/? [27:27<00:00,  3.42it/s]
Epoch 0: |          | 5636/? [27:27<00:00,  3.42it/s]
Epoch 0: |          | 5636/? [27:27<00:00,  3.42it/s]
Epoch 0: |          | 5637/? [27:28<00:00,  3.42it/s]
Epoch 0: |          | 5637/? [27:28<00:00,  3.42it/s]
Epoch 0: |          | 5638/? [27:28<00:00,  3.42it/s]
Epoch 0: |          | 5638/? [27:28<00:00,  3.42it/s]
Epoch 0: |          | 5639/? [27:28<00:00,  3.42it/s]
Epoch 0: |          | 5639/? [27:28<00:00,  3.42it/s]
Epoch 0: |          | 5640/? [27:28<00:00,  3.42it/s]
Epoch 0: |          | 5640/? [27:28<00:00,  3.42it/s]
Epoch 0: |          | 5641/? [27:28<00:00,  3.42it/s]
Epoch 0: |          | 5641/? [27:28<00:00,  3.42it/s]
Epoch 0: |          | 5642/? [27:29<00:00,  3.42it/s]
Epoch 0: |          | 5642/? [27:29<00:00,  3.42it/s]
Epoch 0: |          | 5643/? [27:29<00:00,  3.42it/s]
Epoch 0: |          | 5643/? [27:29<00:00,  3.42it/s]
Epoch 0: |          | 5644/? [27:29<00:00,  3.42it/s]
Epoch 0: |          | 5644/? [27:29<00:00,  3.42it/s]
Epoch 0: |          | 5645/? [27:29<00:00,  3.42it/s]
Epoch 0: |          | 5645/? [27:29<00:00,  3.42it/s]
Epoch 0: |          | 5646/? [27:30<00:00,  3.42it/s]
Epoch 0: |          | 5646/? [27:30<00:00,  3.42it/s]
Epoch 0: |          | 5647/? [27:30<00:00,  3.42it/s]
Epoch 0: |          | 5647/? [27:30<00:00,  3.42it/s]
Epoch 0: |          | 5648/? [27:30<00:00,  3.42it/s]
Epoch 0: |          | 5648/? [27:30<00:00,  3.42it/s]
Epoch 0: |          | 5649/? [27:30<00:00,  3.42it/s]
Epoch 0: |          | 5649/? [27:30<00:00,  3.42it/s]
Epoch 0: |          | 5650/? [27:31<00:00,  3.42it/s]
Epoch 0: |          | 5650/? [27:31<00:00,  3.42it/s]
Epoch 0: |          | 5651/? [27:31<00:00,  3.42it/s]
Epoch 0: |          | 5651/? [27:31<00:00,  3.42it/s]
Epoch 0: |          | 5652/? [27:31<00:00,  3.42it/s]
Epoch 0: |          | 5652/? [27:31<00:00,  3.42it/s]
Epoch 0: |          | 5653/? [27:31<00:00,  3.42it/s]
Epoch 0: |          | 5653/? [27:31<00:00,  3.42it/s]
Epoch 0: |          | 5654/? [27:31<00:00,  3.42it/s]
Epoch 0: |          | 5654/? [27:31<00:00,  3.42it/s]
Epoch 0: |          | 5655/? [27:32<00:00,  3.42it/s]
Epoch 0: |          | 5655/? [27:32<00:00,  3.42it/s]
Epoch 0: |          | 5656/? [27:32<00:00,  3.42it/s]
Epoch 0: |          | 5656/? [27:32<00:00,  3.42it/s]
Epoch 0: |          | 5657/? [27:32<00:00,  3.42it/s]
Epoch 0: |          | 5657/? [27:32<00:00,  3.42it/s]
Epoch 0: |          | 5658/? [27:32<00:00,  3.42it/s]
Epoch 0: |          | 5658/? [27:32<00:00,  3.42it/s]
Epoch 0: |          | 5659/? [27:33<00:00,  3.42it/s]
Epoch 0: |          | 5659/? [27:33<00:00,  3.42it/s]
Epoch 0: |          | 5660/? [27:33<00:00,  3.42it/s]
Epoch 0: |          | 5660/? [27:33<00:00,  3.42it/s]
Epoch 0: |          | 5661/? [27:33<00:00,  3.42it/s]
Epoch 0: |          | 5661/? [27:33<00:00,  3.42it/s]
Epoch 0: |          | 5662/? [27:33<00:00,  3.42it/s]
Epoch 0: |          | 5662/? [27:33<00:00,  3.42it/s]
Epoch 0: |          | 5663/? [27:34<00:00,  3.42it/s]
Epoch 0: |          | 5663/? [27:34<00:00,  3.42it/s]
Epoch 0: |          | 5664/? [27:34<00:00,  3.42it/s]
Epoch 0: |          | 5664/? [27:34<00:00,  3.42it/s]
Epoch 0: |          | 5665/? [27:34<00:00,  3.42it/s]
Epoch 0: |          | 5665/? [27:34<00:00,  3.42it/s]
Epoch 0: |          | 5666/? [27:34<00:00,  3.42it/s]
Epoch 0: |          | 5666/? [27:34<00:00,  3.42it/s]
Epoch 0: |          | 5667/? [27:34<00:00,  3.42it/s]
Epoch 0: |          | 5667/? [27:34<00:00,  3.42it/s]
Epoch 0: |          | 5668/? [27:35<00:00,  3.42it/s]
Epoch 0: |          | 5668/? [27:35<00:00,  3.42it/s]
Epoch 0: |          | 5669/? [27:35<00:00,  3.42it/s]
Epoch 0: |          | 5669/? [27:35<00:00,  3.42it/s]
Epoch 0: |          | 5670/? [27:35<00:00,  3.42it/s]
Epoch 0: |          | 5670/? [27:35<00:00,  3.42it/s]
Epoch 0: |          | 5671/? [27:35<00:00,  3.42it/s]
Epoch 0: |          | 5671/? [27:35<00:00,  3.42it/s]
Epoch 0: |          | 5672/? [27:36<00:00,  3.42it/s]
Epoch 0: |          | 5672/? [27:36<00:00,  3.42it/s]
Epoch 0: |          | 5673/? [27:36<00:00,  3.43it/s]
Epoch 0: |          | 5673/? [27:36<00:00,  3.43it/s]
Epoch 0: |          | 5674/? [27:36<00:00,  3.43it/s]
Epoch 0: |          | 5674/? [27:36<00:00,  3.43it/s]
Epoch 0: |          | 5675/? [27:36<00:00,  3.43it/s]
Epoch 0: |          | 5675/? [27:36<00:00,  3.43it/s]
Epoch 0: |          | 5676/? [27:37<00:00,  3.43it/s]
Epoch 0: |          | 5676/? [27:37<00:00,  3.43it/s]
Epoch 0: |          | 5677/? [27:37<00:00,  3.43it/s]
Epoch 0: |          | 5677/? [27:37<00:00,  3.43it/s]
Epoch 0: |          | 5678/? [27:37<00:00,  3.43it/s]
Epoch 0: |          | 5678/? [27:37<00:00,  3.43it/s]
Epoch 0: |          | 5679/? [27:37<00:00,  3.43it/s]
Epoch 0: |          | 5679/? [27:37<00:00,  3.43it/s]
Epoch 0: |          | 5680/? [27:37<00:00,  3.43it/s]
Epoch 0: |          | 5680/? [27:37<00:00,  3.43it/s]
Epoch 0: |          | 5681/? [27:38<00:00,  3.43it/s]
Epoch 0: |          | 5681/? [27:38<00:00,  3.43it/s]
Epoch 0: |          | 5682/? [27:38<00:00,  3.43it/s]
Epoch 0: |          | 5682/? [27:38<00:00,  3.43it/s]
Epoch 0: |          | 5683/? [27:38<00:00,  3.43it/s]
Epoch 0: |          | 5683/? [27:38<00:00,  3.43it/s]
Epoch 0: |          | 5684/? [27:38<00:00,  3.43it/s]
Epoch 0: |          | 5684/? [27:38<00:00,  3.43it/s]
Epoch 0: |          | 5685/? [27:39<00:00,  3.43it/s]
Epoch 0: |          | 5685/? [27:39<00:00,  3.43it/s]
Epoch 0: |          | 5686/? [27:39<00:00,  3.43it/s]
Epoch 0: |          | 5686/? [27:39<00:00,  3.43it/s]
Epoch 0: |          | 5687/? [27:39<00:00,  3.43it/s]
Epoch 0: |          | 5687/? [27:39<00:00,  3.43it/s]
Epoch 0: |          | 5688/? [27:39<00:00,  3.43it/s]
Epoch 0: |          | 5688/? [27:39<00:00,  3.43it/s]
Epoch 0: |          | 5689/? [27:39<00:00,  3.43it/s]
Epoch 0: |          | 5689/? [27:39<00:00,  3.43it/s]
Epoch 0: |          | 5690/? [27:40<00:00,  3.43it/s]
Epoch 0: |          | 5690/? [27:40<00:00,  3.43it/s]
Epoch 0: |          | 5691/? [27:40<00:00,  3.43it/s]
Epoch 0: |          | 5691/? [27:40<00:00,  3.43it/s]
Epoch 0: |          | 5692/? [27:40<00:00,  3.43it/s]
Epoch 0: |          | 5692/? [27:40<00:00,  3.43it/s]
Epoch 0: |          | 5693/? [27:40<00:00,  3.43it/s]
Epoch 0: |          | 5693/? [27:40<00:00,  3.43it/s]
Epoch 0: |          | 5694/? [27:41<00:00,  3.43it/s]
Epoch 0: |          | 5694/? [27:41<00:00,  3.43it/s]
Epoch 0: |          | 5695/? [27:41<00:00,  3.43it/s]
Epoch 0: |          | 5695/? [27:41<00:00,  3.43it/s]
Epoch 0: |          | 5696/? [27:41<00:00,  3.43it/s]
Epoch 0: |          | 5696/? [27:41<00:00,  3.43it/s]
Epoch 0: |          | 5697/? [27:41<00:00,  3.43it/s]
Epoch 0: |          | 5697/? [27:41<00:00,  3.43it/s]
Epoch 0: |          | 5698/? [27:42<00:00,  3.43it/s]
Epoch 0: |          | 5698/? [27:42<00:00,  3.43it/s]
Epoch 0: |          | 5699/? [27:42<00:00,  3.43it/s]
Epoch 0: |          | 5699/? [27:42<00:00,  3.43it/s]
Epoch 0: |          | 5700/? [27:42<00:00,  3.43it/s]
Epoch 0: |          | 5700/? [27:42<00:00,  3.43it/s]
Epoch 0: |          | 5701/? [27:42<00:00,  3.43it/s]
Epoch 0: |          | 5701/? [27:42<00:00,  3.43it/s]
Epoch 0: |          | 5702/? [27:42<00:00,  3.43it/s]
Epoch 0: |          | 5702/? [27:42<00:00,  3.43it/s]
Epoch 0: |          | 5703/? [27:43<00:00,  3.43it/s]
Epoch 0: |          | 5703/? [27:43<00:00,  3.43it/s]
Epoch 0: |          | 5704/? [27:43<00:00,  3.43it/s]
Epoch 0: |          | 5704/? [27:43<00:00,  3.43it/s]
Epoch 0: |          | 5705/? [27:43<00:00,  3.43it/s]
Epoch 0: |          | 5705/? [27:43<00:00,  3.43it/s]
Epoch 0: |          | 5706/? [27:43<00:00,  3.43it/s]
Epoch 0: |          | 5706/? [27:43<00:00,  3.43it/s]
Epoch 0: |          | 5707/? [27:44<00:00,  3.43it/s]
Epoch 0: |          | 5707/? [27:44<00:00,  3.43it/s]
Epoch 0: |          | 5708/? [27:44<00:00,  3.43it/s]
Epoch 0: |          | 5708/? [27:44<00:00,  3.43it/s]
Epoch 0: |          | 5709/? [27:44<00:00,  3.43it/s]
Epoch 0: |          | 5709/? [27:44<00:00,  3.43it/s]
Epoch 0: |          | 5710/? [27:44<00:00,  3.43it/s]
Epoch 0: |          | 5710/? [27:44<00:00,  3.43it/s]
Epoch 0: |          | 5711/? [27:45<00:00,  3.43it/s]
Epoch 0: |          | 5711/? [27:45<00:00,  3.43it/s]
Epoch 0: |          | 5712/? [27:45<00:00,  3.43it/s]
Epoch 0: |          | 5712/? [27:45<00:00,  3.43it/s]
Epoch 0: |          | 5713/? [27:45<00:00,  3.43it/s]
Epoch 0: |          | 5713/? [27:45<00:00,  3.43it/s]
Epoch 0: |          | 5714/? [27:45<00:00,  3.43it/s]
Epoch 0: |          | 5714/? [27:45<00:00,  3.43it/s]
Epoch 0: |          | 5715/? [27:45<00:00,  3.43it/s]
Epoch 0: |          | 5715/? [27:45<00:00,  3.43it/s]
Epoch 0: |          | 5716/? [27:46<00:00,  3.43it/s]
Epoch 0: |          | 5716/? [27:46<00:00,  3.43it/s]
Epoch 0: |          | 5717/? [27:46<00:00,  3.43it/s]
Epoch 0: |          | 5717/? [27:46<00:00,  3.43it/s]
Epoch 0: |          | 5718/? [27:46<00:00,  3.43it/s]
Epoch 0: |          | 5718/? [27:46<00:00,  3.43it/s]
Epoch 0: |          | 5719/? [27:46<00:00,  3.43it/s]
Epoch 0: |          | 5719/? [27:46<00:00,  3.43it/s]
Epoch 0: |          | 5720/? [27:47<00:00,  3.43it/s]
Epoch 0: |          | 5720/? [27:47<00:00,  3.43it/s]
Epoch 0: |          | 5721/? [27:47<00:00,  3.43it/s]
Epoch 0: |          | 5721/? [27:47<00:00,  3.43it/s]
Epoch 0: |          | 5722/? [27:47<00:00,  3.43it/s]
Epoch 0: |          | 5722/? [27:47<00:00,  3.43it/s]
Epoch 0: |          | 5723/? [27:47<00:00,  3.43it/s]
Epoch 0: |          | 5723/? [27:47<00:00,  3.43it/s]
Epoch 0: |          | 5724/? [27:48<00:00,  3.43it/s]
Epoch 0: |          | 5724/? [27:48<00:00,  3.43it/s]
Epoch 0: |          | 5725/? [27:48<00:00,  3.43it/s]
Epoch 0: |          | 5725/? [27:48<00:00,  3.43it/s]
Epoch 0: |          | 5726/? [27:48<00:00,  3.43it/s]
Epoch 0: |          | 5726/? [27:48<00:00,  3.43it/s]
Epoch 0: |          | 5727/? [27:48<00:00,  3.43it/s]
Epoch 0: |          | 5727/? [27:48<00:00,  3.43it/s]
Epoch 0: |          | 5728/? [27:48<00:00,  3.43it/s]
Epoch 0: |          | 5728/? [27:48<00:00,  3.43it/s]
Epoch 0: |          | 5729/? [27:49<00:00,  3.43it/s]
Epoch 0: |          | 5729/? [27:49<00:00,  3.43it/s]
Epoch 0: |          | 5730/? [27:49<00:00,  3.43it/s]
Epoch 0: |          | 5730/? [27:49<00:00,  3.43it/s]
Epoch 0: |          | 5731/? [27:49<00:00,  3.43it/s]
Epoch 0: |          | 5731/? [27:49<00:00,  3.43it/s]
Epoch 0: |          | 5732/? [27:49<00:00,  3.43it/s]
Epoch 0: |          | 5732/? [27:49<00:00,  3.43it/s]
Epoch 0: |          | 5733/? [27:50<00:00,  3.43it/s]
Epoch 0: |          | 5733/? [27:50<00:00,  3.43it/s]
Epoch 0: |          | 5734/? [27:50<00:00,  3.43it/s]
Epoch 0: |          | 5734/? [27:50<00:00,  3.43it/s]
Epoch 0: |          | 5735/? [27:50<00:00,  3.43it/s]
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Epoch 0: |          | 5761/? [27:56<00:00,  3.44it/s]
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Epoch 0: |          | 5765/? [27:57<00:00,  3.44it/s]
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Epoch 0: |          | 5767/? [27:57<00:00,  3.44it/s]
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Epoch 0: |          | 5768/? [27:58<00:00,  3.44it/s]
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Epoch 0: |          | 5769/? [27:58<00:00,  3.44it/s]
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Epoch 0: |          | 5770/? [27:58<00:00,  3.44it/s]
Epoch 0: |          | 5770/? [27:58<00:00,  3.44it/s]
Epoch 0: |          | 5771/? [27:58<00:00,  3.44it/s]
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Epoch 0: |          | 5772/? [27:59<00:00,  3.44it/s]
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Epoch 0: |          | 5773/? [27:59<00:00,  3.44it/s]
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Epoch 0: |          | 5774/? [27:59<00:00,  3.44it/s]
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Epoch 0: |          | 5775/? [27:59<00:00,  3.44it/s]
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Epoch 0: |          | 5776/? [28:00<00:00,  3.44it/s]
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Epoch 0: |          | 5777/? [28:00<00:00,  3.44it/s]
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Epoch 0: |          | 5779/? [28:00<00:00,  3.44it/s]
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Epoch 0: |          | 5780/? [28:00<00:00,  3.44it/s]
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Epoch 0: |          | 5781/? [28:01<00:00,  3.44it/s]
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Epoch 0: |          | 5782/? [28:01<00:00,  3.44it/s]
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Epoch 0: |          | 5783/? [28:01<00:00,  3.44it/s]
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Epoch 0: |          | 5784/? [28:01<00:00,  3.44it/s]
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Epoch 0: |          | 5785/? [28:02<00:00,  3.44it/s]
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Epoch 0: |          | 5789/? [28:03<00:00,  3.44it/s]
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Epoch 0: |          | 5790/? [28:03<00:00,  3.44it/s]
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Epoch 0: |          | 5791/? [28:03<00:00,  3.44it/s]
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Epoch 0: |          | 5794/? [28:04<00:00,  3.44it/s]
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Epoch 0: |          | 5799/? [28:05<00:00,  3.44it/s]
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Epoch 0: |          | 5800/? [28:05<00:00,  3.44it/s]
Epoch 0: |          | 5800/? [28:05<00:00,  3.44it/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, 28.40it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.97it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.56it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.41it/s][A
[A
Epoch 0: |          | 5800/? [28:07<00:00,  3.44it/s]
Epoch 0: |          | 5801/? [28:07<00:00,  3.44it/s]
Epoch 0: |          | 5801/? [28:07<00:00,  3.44it/s]
Epoch 0: |          | 5802/? [28:08<00:00,  3.44it/s]
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Epoch 0: |          | 5803/? [28:08<00:00,  3.44it/s]
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Epoch 0: |          | 5809/? [28:09<00:00,  3.44it/s]
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Epoch 0: |          | 5810/? [28:09<00:00,  3.44it/s]
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Epoch 0: |          | 5811/? [28:10<00:00,  3.44it/s]
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Epoch 0: |          | 5812/? [28:10<00:00,  3.44it/s]
Epoch 0: |          | 5812/? [28:10<00:00,  3.44it/s]
Epoch 0: |          | 5813/? [28:10<00:00,  3.44it/s]
Epoch 0: |          | 5813/? [28:10<00:00,  3.44it/s]
Epoch 0: |          | 5814/? [28:10<00:00,  3.44it/s]
Epoch 0: |          | 5814/? [28:10<00:00,  3.44it/s]
Epoch 0: |          | 5815/? [28:11<00:00,  3.44it/s]
Epoch 0: |          | 5815/? [28:11<00:00,  3.44it/s]
Epoch 0: |          | 5816/? [28:11<00:00,  3.44it/s]
Epoch 0: |          | 5816/? [28:11<00:00,  3.44it/s]
Epoch 0: |          | 5817/? [28:11<00:00,  3.44it/s]
Epoch 0: |          | 5817/? [28:11<00:00,  3.44it/s]
Epoch 0: |          | 5818/? [28:11<00:00,  3.44it/s]
Epoch 0: |          | 5818/? [28:11<00:00,  3.44it/s]
Epoch 0: |          | 5819/? [28:11<00:00,  3.44it/s]
Epoch 0: |          | 5819/? [28:11<00:00,  3.44it/s]
Epoch 0: |          | 5820/? [28:12<00:00,  3.44it/s]
Epoch 0: |          | 5820/? [28:12<00:00,  3.44it/s]
Epoch 0: |          | 5821/? [28:12<00:00,  3.44it/s]
Epoch 0: |          | 5821/? [28:12<00:00,  3.44it/s]
Epoch 0: |          | 5822/? [28:12<00:00,  3.44it/s]
Epoch 0: |          | 5822/? [28:12<00:00,  3.44it/s]
Epoch 0: |          | 5823/? [28:12<00:00,  3.44it/s]
Epoch 0: |          | 5823/? [28:12<00:00,  3.44it/s]
Epoch 0: |          | 5824/? [28:13<00:00,  3.44it/s]
Epoch 0: |          | 5824/? [28:13<00:00,  3.44it/s]
Epoch 0: |          | 5825/? [28:13<00:00,  3.44it/s]
Epoch 0: |          | 5825/? [28:13<00:00,  3.44it/s]
Epoch 0: |          | 5826/? [28:13<00:00,  3.44it/s]
Epoch 0: |          | 5826/? [28:13<00:00,  3.44it/s]
Epoch 0: |          | 5827/? [28:13<00:00,  3.44it/s]
Epoch 0: |          | 5827/? [28:13<00:00,  3.44it/s]
Epoch 0: |          | 5828/? [28:13<00:00,  3.44it/s]
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Epoch 0: |          | 5829/? [28:14<00:00,  3.44it/s]
Epoch 0: |          | 5829/? [28:14<00:00,  3.44it/s]
Epoch 0: |          | 5830/? [28:14<00:00,  3.44it/s]
Epoch 0: |          | 5830/? [28:14<00:00,  3.44it/s]
Epoch 0: |          | 5831/? [28:14<00:00,  3.44it/s]
Epoch 0: |          | 5831/? [28:14<00:00,  3.44it/s]
Epoch 0: |          | 5832/? [28:14<00:00,  3.44it/s]
Epoch 0: |          | 5832/? [28:14<00:00,  3.44it/s]
Epoch 0: |          | 5833/? [28:15<00:00,  3.44it/s]
Epoch 0: |          | 5833/? [28:15<00:00,  3.44it/s]
Epoch 0: |          | 5834/? [28:15<00:00,  3.44it/s]
Epoch 0: |          | 5834/? [28:15<00:00,  3.44it/s]
Epoch 0: |          | 5835/? [28:15<00:00,  3.44it/s]
Epoch 0: |          | 5835/? [28:15<00:00,  3.44it/s]
Epoch 0: |          | 5836/? [28:15<00:00,  3.44it/s]
Epoch 0: |          | 5836/? [28:15<00:00,  3.44it/s]
Epoch 0: |          | 5837/? [28:16<00:00,  3.44it/s]
Epoch 0: |          | 5837/? [28:16<00:00,  3.44it/s]
Epoch 0: |          | 5838/? [28:16<00:00,  3.44it/s]
Epoch 0: |          | 5838/? [28:16<00:00,  3.44it/s]
Epoch 0: |          | 5839/? [28:16<00:00,  3.44it/s]
Epoch 0: |          | 5839/? [28:16<00:00,  3.44it/s]
Epoch 0: |          | 5840/? [28:16<00:00,  3.44it/s]
Epoch 0: |          | 5840/? [28:16<00:00,  3.44it/s]
Epoch 0: |          | 5841/? [28:17<00:00,  3.44it/s]
Epoch 0: |          | 5841/? [28:17<00:00,  3.44it/s]
Epoch 0: |          | 5842/? [28:17<00:00,  3.44it/s]
Epoch 0: |          | 5842/? [28:17<00:00,  3.44it/s]
Epoch 0: |          | 5843/? [28:17<00:00,  3.44it/s]
Epoch 0: |          | 5843/? [28:17<00:00,  3.44it/s]
Epoch 0: |          | 5844/? [28:17<00:00,  3.44it/s]
Epoch 0: |          | 5844/? [28:17<00:00,  3.44it/s]
Epoch 0: |          | 5845/? [28:18<00:00,  3.44it/s]
Epoch 0: |          | 5845/? [28:18<00:00,  3.44it/s]
Epoch 0: |          | 5846/? [28:18<00:00,  3.44it/s]
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Epoch 0: |          | 5847/? [28:18<00:00,  3.44it/s]
Epoch 0: |          | 5847/? [28:18<00:00,  3.44it/s]
Epoch 0: |          | 5848/? [28:18<00:00,  3.44it/s]
Epoch 0: |          | 5848/? [28:18<00:00,  3.44it/s]
Epoch 0: |          | 5849/? [28:18<00:00,  3.44it/s]
Epoch 0: |          | 5849/? [28:18<00:00,  3.44it/s]
Epoch 0: |          | 5850/? [28:19<00:00,  3.44it/s]
Epoch 0: |          | 5850/? [28:19<00:00,  3.44it/s]
Epoch 0: |          | 5851/? [28:19<00:00,  3.44it/s]
Epoch 0: |          | 5851/? [28:19<00:00,  3.44it/s]
Epoch 0: |          | 5852/? [28:19<00:00,  3.44it/s]
Epoch 0: |          | 5852/? [28:19<00:00,  3.44it/s]
Epoch 0: |          | 5853/? [28:19<00:00,  3.44it/s]
Epoch 0: |          | 5853/? [28:19<00:00,  3.44it/s]
Epoch 0: |          | 5854/? [28:20<00:00,  3.44it/s]
Epoch 0: |          | 5854/? [28:20<00:00,  3.44it/s]
Epoch 0: |          | 5855/? [28:20<00:00,  3.44it/s]
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Epoch 0: |          | 5856/? [28:20<00:00,  3.44it/s]
Epoch 0: |          | 5856/? [28:20<00:00,  3.44it/s]
Epoch 0: |          | 5857/? [28:20<00:00,  3.44it/s]
Epoch 0: |          | 5857/? [28:20<00:00,  3.44it/s]
Epoch 0: |          | 5858/? [28:21<00:00,  3.44it/s]
Epoch 0: |          | 5858/? [28:21<00:00,  3.44it/s]
Epoch 0: |          | 5859/? [28:21<00:00,  3.44it/s]
Epoch 0: |          | 5859/? [28:21<00:00,  3.44it/s]
Epoch 0: |          | 5860/? [28:21<00:00,  3.44it/s]
Epoch 0: |          | 5860/? [28:21<00:00,  3.44it/s]
Epoch 0: |          | 5861/? [28:21<00:00,  3.44it/s]
Epoch 0: |          | 5861/? [28:21<00:00,  3.44it/s]
Epoch 0: |          | 5862/? [28:22<00:00,  3.44it/s]
Epoch 0: |          | 5862/? [28:22<00:00,  3.44it/s]
Epoch 0: |          | 5863/? [28:22<00:00,  3.44it/s]
Epoch 0: |          | 5863/? [28:22<00:00,  3.44it/s]
Epoch 0: |          | 5864/? [28:22<00:00,  3.44it/s]
Epoch 0: |          | 5864/? [28:22<00:00,  3.44it/s]
Epoch 0: |          | 5865/? [28:22<00:00,  3.44it/s]
Epoch 0: |          | 5865/? [28:22<00:00,  3.44it/s]
Epoch 0: |          | 5866/? [28:22<00:00,  3.44it/s]
Epoch 0: |          | 5866/? [28:22<00:00,  3.44it/s]
Epoch 0: |          | 5867/? [28:23<00:00,  3.44it/s]
Epoch 0: |          | 5867/? [28:23<00:00,  3.44it/s]
Epoch 0: |          | 5868/? [28:23<00:00,  3.44it/s]
Epoch 0: |          | 5868/? [28:23<00:00,  3.44it/s]
Epoch 0: |          | 5869/? [28:23<00:00,  3.45it/s]
Epoch 0: |          | 5869/? [28:23<00:00,  3.45it/s]
Epoch 0: |          | 5870/? [28:23<00:00,  3.45it/s]
Epoch 0: |          | 5870/? [28:23<00:00,  3.45it/s]
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Epoch 0: |          | 5876/? [28:25<00:00,  3.45it/s]
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Epoch 0: |          | 5878/? [28:25<00:00,  3.45it/s]
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Epoch 0: |          | 5880/? [28:26<00:00,  3.45it/s]
Epoch 0: |          | 5880/? [28:26<00:00,  3.45it/s]
Epoch 0: |          | 5881/? [28:26<00:00,  3.45it/s]
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Epoch 0: |          | 5882/? [28:26<00:00,  3.45it/s]
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Epoch 0: |          | 5883/? [28:26<00:00,  3.45it/s]
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Epoch 0: |          | 5884/? [28:27<00:00,  3.45it/s]
Epoch 0: |          | 5884/? [28:27<00:00,  3.45it/s]
Epoch 0: |          | 5885/? [28:27<00:00,  3.45it/s]
Epoch 0: |          | 5885/? [28:27<00:00,  3.45it/s]
Epoch 0: |          | 5886/? [28:27<00:00,  3.45it/s]
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Epoch 0: |          | 5887/? [28:27<00:00,  3.45it/s]
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Epoch 0: |          | 5888/? [28:28<00:00,  3.45it/s]
Epoch 0: |          | 5888/? [28:28<00:00,  3.45it/s]
Epoch 0: |          | 5889/? [28:28<00:00,  3.45it/s]
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Epoch 0: |          | 5890/? [28:28<00:00,  3.45it/s]
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Epoch 0: |          | 5891/? [28:28<00:00,  3.45it/s]
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Epoch 0: |          | 5892/? [28:28<00:00,  3.45it/s]
Epoch 0: |          | 5892/? [28:28<00:00,  3.45it/s]
Epoch 0: |          | 5893/? [28:29<00:00,  3.45it/s]
Epoch 0: |          | 5893/? [28:29<00:00,  3.45it/s]
Epoch 0: |          | 5894/? [28:29<00:00,  3.45it/s]
Epoch 0: |          | 5894/? [28:29<00:00,  3.45it/s]
Epoch 0: |          | 5895/? [28:29<00:00,  3.45it/s]
Epoch 0: |          | 5895/? [28:29<00:00,  3.45it/s]
Epoch 0: |          | 5896/? [28:29<00:00,  3.45it/s]
Epoch 0: |          | 5896/? [28:29<00:00,  3.45it/s]
Epoch 0: |          | 5897/? [28:30<00:00,  3.45it/s]
Epoch 0: |          | 5897/? [28:30<00:00,  3.45it/s]
Epoch 0: |          | 5898/? [28:30<00:00,  3.45it/s]
Epoch 0: |          | 5898/? [28:30<00:00,  3.45it/s]
Epoch 0: |          | 5899/? [28:30<00:00,  3.45it/s]
Epoch 0: |          | 5899/? [28:30<00:00,  3.45it/s]
Epoch 0: |          | 5900/? [28:30<00:00,  3.45it/s]
Epoch 0: |          | 5900/? [28:30<00:00,  3.45it/s]
Epoch 0: |          | 5901/? [28:31<00:00,  3.45it/s]
Epoch 0: |          | 5901/? [28:31<00:00,  3.45it/s]
Epoch 0: |          | 5902/? [28:31<00:00,  3.45it/s]
Epoch 0: |          | 5902/? [28:31<00:00,  3.45it/s]
Epoch 0: |          | 5903/? [28:31<00:00,  3.45it/s]
Epoch 0: |          | 5903/? [28:31<00:00,  3.45it/s]
Epoch 0: |          | 5904/? [28:31<00:00,  3.45it/s]
Epoch 0: |          | 5904/? [28:31<00:00,  3.45it/s]
Epoch 0: |          | 5905/? [28:31<00:00,  3.45it/s]
Epoch 0: |          | 5905/? [28:31<00:00,  3.45it/s]
Epoch 0: |          | 5906/? [28:32<00:00,  3.45it/s]
Epoch 0: |          | 5906/? [28:32<00:00,  3.45it/s]
Epoch 0: |          | 5907/? [28:32<00:00,  3.45it/s]
Epoch 0: |          | 5907/? [28:32<00:00,  3.45it/s]
Epoch 0: |          | 5908/? [28:32<00:00,  3.45it/s]
Epoch 0: |          | 5908/? [28:32<00:00,  3.45it/s]
Epoch 0: |          | 5909/? [28:32<00:00,  3.45it/s]
Epoch 0: |          | 5909/? [28:32<00:00,  3.45it/s]
Epoch 0: |          | 5910/? [28:33<00:00,  3.45it/s]
Epoch 0: |          | 5910/? [28:33<00:00,  3.45it/s]
Epoch 0: |          | 5911/? [28:33<00:00,  3.45it/s]
Epoch 0: |          | 5911/? [28:33<00:00,  3.45it/s]
Epoch 0: |          | 5912/? [28:33<00:00,  3.45it/s]
Epoch 0: |          | 5912/? [28:33<00:00,  3.45it/s]
Epoch 0: |          | 5913/? [28:33<00:00,  3.45it/s]
Epoch 0: |          | 5913/? [28:33<00:00,  3.45it/s]
Epoch 0: |          | 5914/? [28:34<00:00,  3.45it/s]
Epoch 0: |          | 5914/? [28:34<00:00,  3.45it/s]
Epoch 0: |          | 5915/? [28:34<00:00,  3.45it/s]
Epoch 0: |          | 5915/? [28:34<00:00,  3.45it/s]
Epoch 0: |          | 5916/? [28:34<00:00,  3.45it/s]
Epoch 0: |          | 5916/? [28:34<00:00,  3.45it/s]
Epoch 0: |          | 5917/? [28:34<00:00,  3.45it/s]
Epoch 0: |          | 5917/? [28:34<00:00,  3.45it/s]
Epoch 0: |          | 5918/? [28:34<00:00,  3.45it/s]
Epoch 0: |          | 5918/? [28:34<00:00,  3.45it/s]
Epoch 0: |          | 5919/? [28:35<00:00,  3.45it/s]
Epoch 0: |          | 5919/? [28:35<00:00,  3.45it/s]
Epoch 0: |          | 5920/? [28:35<00:00,  3.45it/s]
Epoch 0: |          | 5920/? [28:35<00:00,  3.45it/s]
Epoch 0: |          | 5921/? [28:35<00:00,  3.45it/s]
Epoch 0: |          | 5921/? [28:35<00:00,  3.45it/s]
Epoch 0: |          | 5922/? [28:35<00:00,  3.45it/s]
Epoch 0: |          | 5922/? [28:35<00:00,  3.45it/s]
Epoch 0: |          | 5923/? [28:36<00:00,  3.45it/s]
Epoch 0: |          | 5923/? [28:36<00:00,  3.45it/s]
Epoch 0: |          | 5924/? [28:36<00:00,  3.45it/s]
Epoch 0: |          | 5924/? [28:36<00:00,  3.45it/s]
Epoch 0: |          | 5925/? [28:36<00:00,  3.45it/s]
Epoch 0: |          | 5925/? [28:36<00:00,  3.45it/s]
Epoch 0: |          | 5926/? [28:36<00:00,  3.45it/s]
Epoch 0: |          | 5926/? [28:36<00:00,  3.45it/s]
Epoch 0: |          | 5927/? [28:36<00:00,  3.45it/s]
Epoch 0: |          | 5927/? [28:36<00:00,  3.45it/s]
Epoch 0: |          | 5928/? [28:37<00:00,  3.45it/s]
Epoch 0: |          | 5928/? [28:37<00:00,  3.45it/s]
Epoch 0: |          | 5929/? [28:37<00:00,  3.45it/s]
Epoch 0: |          | 5929/? [28:37<00:00,  3.45it/s]
Epoch 0: |          | 5930/? [28:37<00:00,  3.45it/s]
Epoch 0: |          | 5930/? [28:37<00:00,  3.45it/s]
Epoch 0: |          | 5931/? [28:37<00:00,  3.45it/s]
Epoch 0: |          | 5931/? [28:37<00:00,  3.45it/s]
Epoch 0: |          | 5932/? [28:38<00:00,  3.45it/s]
Epoch 0: |          | 5932/? [28:38<00:00,  3.45it/s]
Epoch 0: |          | 5933/? [28:38<00:00,  3.45it/s]
Epoch 0: |          | 5933/? [28:38<00:00,  3.45it/s]
Epoch 0: |          | 5934/? [28:38<00:00,  3.45it/s]
Epoch 0: |          | 5934/? [28:38<00:00,  3.45it/s]
Epoch 0: |          | 5935/? [28:38<00:00,  3.45it/s]
Epoch 0: |          | 5935/? [28:38<00:00,  3.45it/s]
Epoch 0: |          | 5936/? [28:39<00:00,  3.45it/s]
Epoch 0: |          | 5936/? [28:39<00:00,  3.45it/s]
Epoch 0: |          | 5937/? [28:39<00:00,  3.45it/s]
Epoch 0: |          | 5937/? [28:39<00:00,  3.45it/s]
Epoch 0: |          | 5938/? [28:39<00:00,  3.45it/s]
Epoch 0: |          | 5938/? [28:39<00:00,  3.45it/s]
Epoch 0: |          | 5939/? [28:39<00:00,  3.45it/s]
Epoch 0: |          | 5939/? [28:39<00:00,  3.45it/s]
Epoch 0: |          | 5940/? [28:40<00:00,  3.45it/s]
Epoch 0: |          | 5940/? [28:40<00:00,  3.45it/s]
Epoch 0: |          | 5941/? [28:40<00:00,  3.45it/s]
Epoch 0: |          | 5941/? [28:40<00:00,  3.45it/s]
Epoch 0: |          | 5942/? [28:40<00:00,  3.45it/s]
Epoch 0: |          | 5942/? [28:40<00:00,  3.45it/s]
Epoch 0: |          | 5943/? [28:40<00:00,  3.45it/s]
Epoch 0: |          | 5943/? [28:40<00:00,  3.45it/s]
Epoch 0: |          | 5944/? [28:40<00:00,  3.45it/s]
Epoch 0: |          | 5944/? [28:40<00:00,  3.45it/s]
Epoch 0: |          | 5945/? [28:41<00:00,  3.45it/s]
Epoch 0: |          | 5945/? [28:41<00:00,  3.45it/s]
Epoch 0: |          | 5946/? [28:41<00:00,  3.45it/s]
Epoch 0: |          | 5946/? [28:41<00:00,  3.45it/s]
Epoch 0: |          | 5947/? [28:41<00:00,  3.45it/s]
Epoch 0: |          | 5947/? [28:41<00:00,  3.45it/s]
Epoch 0: |          | 5948/? [28:41<00:00,  3.45it/s]
Epoch 0: |          | 5948/? [28:41<00:00,  3.45it/s]
Epoch 0: |          | 5949/? [28:42<00:00,  3.45it/s]
Epoch 0: |          | 5949/? [28:42<00:00,  3.45it/s]
Epoch 0: |          | 5950/? [28:42<00:00,  3.45it/s]
Epoch 0: |          | 5950/? [28:42<00:00,  3.45it/s]
Epoch 0: |          | 5951/? [28:42<00:00,  3.45it/s]
Epoch 0: |          | 5951/? [28:42<00:00,  3.45it/s]
Epoch 0: |          | 5952/? [28:42<00:00,  3.45it/s]
Epoch 0: |          | 5952/? [28:42<00:00,  3.45it/s]
Epoch 0: |          | 5953/? [28:42<00:00,  3.46it/s]
Epoch 0: |          | 5953/? [28:42<00:00,  3.46it/s]
Epoch 0: |          | 5954/? [28:43<00:00,  3.46it/s]
Epoch 0: |          | 5954/? [28:43<00:00,  3.46it/s]
Epoch 0: |          | 5955/? [28:43<00:00,  3.46it/s]
Epoch 0: |          | 5955/? [28:43<00:00,  3.46it/s]
Epoch 0: |          | 5956/? [28:43<00:00,  3.46it/s]
Epoch 0: |          | 5956/? [28:43<00:00,  3.46it/s]
Epoch 0: |          | 5957/? [28:43<00:00,  3.46it/s]
Epoch 0: |          | 5957/? [28:43<00:00,  3.46it/s]
Epoch 0: |          | 5958/? [28:44<00:00,  3.46it/s]
Epoch 0: |          | 5958/? [28:44<00:00,  3.46it/s]
Epoch 0: |          | 5959/? [28:44<00:00,  3.46it/s]
Epoch 0: |          | 5959/? [28:44<00:00,  3.46it/s]
Epoch 0: |          | 5960/? [28:44<00:00,  3.46it/s]
Epoch 0: |          | 5960/? [28:44<00:00,  3.46it/s]
Epoch 0: |          | 5961/? [28:44<00:00,  3.46it/s]
Epoch 0: |          | 5961/? [28:44<00:00,  3.46it/s]
Epoch 0: |          | 5962/? [28:45<00:00,  3.46it/s]
Epoch 0: |          | 5962/? [28:45<00:00,  3.46it/s]
Epoch 0: |          | 5963/? [28:45<00:00,  3.46it/s]
Epoch 0: |          | 5963/? [28:45<00:00,  3.46it/s]
Epoch 0: |          | 5964/? [28:45<00:00,  3.46it/s]
Epoch 0: |          | 5964/? [28:45<00:00,  3.46it/s]
Epoch 0: |          | 5965/? [28:45<00:00,  3.46it/s]
Epoch 0: |          | 5965/? [28:45<00:00,  3.46it/s]
Epoch 0: |          | 5966/? [28:45<00:00,  3.46it/s]
Epoch 0: |          | 5966/? [28:45<00:00,  3.46it/s]
Epoch 0: |          | 5967/? [28:46<00:00,  3.46it/s]
Epoch 0: |          | 5967/? [28:46<00:00,  3.46it/s]
Epoch 0: |          | 5968/? [28:46<00:00,  3.46it/s]
Epoch 0: |          | 5968/? [28:46<00:00,  3.46it/s]
Epoch 0: |          | 5969/? [28:46<00:00,  3.46it/s]
Epoch 0: |          | 5969/? [28:46<00:00,  3.46it/s]
Epoch 0: |          | 5970/? [28:46<00:00,  3.46it/s]
Epoch 0: |          | 5970/? [28:46<00:00,  3.46it/s]
Epoch 0: |          | 5971/? [28:47<00:00,  3.46it/s]
Epoch 0: |          | 5971/? [28:47<00:00,  3.46it/s]
Epoch 0: |          | 5972/? [28:47<00:00,  3.46it/s]
Epoch 0: |          | 5972/? [28:47<00:00,  3.46it/s]
Epoch 0: |          | 5973/? [28:47<00:00,  3.46it/s]
Epoch 0: |          | 5973/? [28:47<00:00,  3.46it/s]
Epoch 0: |          | 5974/? [28:47<00:00,  3.46it/s]
Epoch 0: |          | 5974/? [28:47<00:00,  3.46it/s]
Epoch 0: |          | 5975/? [28:48<00:00,  3.46it/s]
Epoch 0: |          | 5975/? [28:48<00:00,  3.46it/s]
Epoch 0: |          | 5976/? [28:48<00:00,  3.46it/s]
Epoch 0: |          | 5976/? [28:48<00:00,  3.46it/s]
Epoch 0: |          | 5977/? [28:48<00:00,  3.46it/s]
Epoch 0: |          | 5977/? [28:48<00:00,  3.46it/s]
Epoch 0: |          | 5978/? [28:48<00:00,  3.46it/s]
Epoch 0: |          | 5978/? [28:48<00:00,  3.46it/s]
Epoch 0: |          | 5979/? [28:48<00:00,  3.46it/s]
Epoch 0: |          | 5979/? [28:48<00:00,  3.46it/s]
Epoch 0: |          | 5980/? [28:49<00:00,  3.46it/s]
Epoch 0: |          | 5980/? [28:49<00:00,  3.46it/s]
Epoch 0: |          | 5981/? [28:49<00:00,  3.46it/s]
Epoch 0: |          | 5981/? [28:49<00:00,  3.46it/s]
Epoch 0: |          | 5982/? [28:49<00:00,  3.46it/s]
Epoch 0: |          | 5982/? [28:49<00:00,  3.46it/s]
Epoch 0: |          | 5983/? [28:49<00:00,  3.46it/s]
Epoch 0: |          | 5983/? [28:49<00:00,  3.46it/s]
Epoch 0: |          | 5984/? [28:50<00:00,  3.46it/s]
Epoch 0: |          | 5984/? [28:50<00:00,  3.46it/s]
Epoch 0: |          | 5985/? [28:50<00:00,  3.46it/s]
Epoch 0: |          | 5985/? [28:50<00:00,  3.46it/s]
Epoch 0: |          | 5986/? [28:50<00:00,  3.46it/s]
Epoch 0: |          | 5986/? [28:50<00:00,  3.46it/s]
Epoch 0: |          | 5987/? [28:50<00:00,  3.46it/s]
Epoch 0: |          | 5987/? [28:50<00:00,  3.46it/s]
Epoch 0: |          | 5988/? [28:51<00:00,  3.46it/s]
Epoch 0: |          | 5988/? [28:51<00:00,  3.46it/s]
Epoch 0: |          | 5989/? [28:51<00:00,  3.46it/s]
Epoch 0: |          | 5989/? [28:51<00:00,  3.46it/s]
Epoch 0: |          | 5990/? [28:51<00:00,  3.46it/s]
Epoch 0: |          | 5990/? [28:51<00:00,  3.46it/s]
Epoch 0: |          | 5991/? [28:51<00:00,  3.46it/s]
Epoch 0: |          | 5991/? [28:51<00:00,  3.46it/s]
Epoch 0: |          | 5992/? [28:51<00:00,  3.46it/s]
Epoch 0: |          | 5992/? [28:51<00:00,  3.46it/s]
Epoch 0: |          | 5993/? [28:52<00:00,  3.46it/s]
Epoch 0: |          | 5993/? [28:52<00:00,  3.46it/s]
Epoch 0: |          | 5994/? [28:52<00:00,  3.46it/s]
Epoch 0: |          | 5994/? [28:52<00:00,  3.46it/s]
Epoch 0: |          | 5995/? [28:52<00:00,  3.46it/s]
Epoch 0: |          | 5995/? [28:52<00:00,  3.46it/s]
Epoch 0: |          | 5996/? [28:52<00:00,  3.46it/s]
Epoch 0: |          | 5996/? [28:52<00:00,  3.46it/s]
Epoch 0: |          | 5997/? [28:53<00:00,  3.46it/s]
Epoch 0: |          | 5997/? [28:53<00:00,  3.46it/s]
Epoch 0: |          | 5998/? [28:53<00:00,  3.46it/s]
Epoch 0: |          | 5998/? [28:53<00:00,  3.46it/s]
Epoch 0: |          | 5999/? [28:53<00:00,  3.46it/s]
Epoch 0: |          | 5999/? [28:53<00:00,  3.46it/s]
Epoch 0: |          | 6000/? [28:53<00:00,  3.46it/s]
Epoch 0: |          | 6000/? [28:53<00:00,  3.46it/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, 29.75it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.84it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.41it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.28it/s][A
[A
Epoch 0: |          | 6000/? [28:55<00:00,  3.46it/s]
Epoch 0: |          | 6001/? [28:56<00:00,  3.46it/s]
Epoch 0: |          | 6001/? [28:56<00:00,  3.46it/s]
Epoch 0: |          | 6002/? [28:56<00:00,  3.46it/s]
Epoch 0: |          | 6002/? [28:56<00:00,  3.46it/s]
Epoch 0: |          | 6003/? [28:56<00:00,  3.46it/s]
Epoch 0: |          | 6003/? [28:56<00:00,  3.46it/s]
Epoch 0: |          | 6004/? [28:56<00:00,  3.46it/s]
Epoch 0: |          | 6004/? [28:56<00:00,  3.46it/s]
Epoch 0: |          | 6005/? [28:56<00:00,  3.46it/s]
Epoch 0: |          | 6005/? [28:56<00:00,  3.46it/s]
Epoch 0: |          | 6006/? [28:57<00:00,  3.46it/s]
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Epoch 0: |          | 6067/? [29:11<00:00,  3.46it/s]
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Epoch 0: |          | 6069/? [29:11<00:00,  3.46it/s]
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Epoch 0: |          | 6070/? [29:11<00:00,  3.46it/s]
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Epoch 0: |          | 6071/? [29:12<00:00,  3.46it/s]
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Epoch 0: |          | 6075/? [29:13<00:00,  3.47it/s]
Epoch 0: |          | 6076/? [29:13<00:00,  3.47it/s]
Epoch 0: |          | 6076/? [29:13<00:00,  3.47it/s]
Epoch 0: |          | 6077/? [29:13<00:00,  3.47it/s]
Epoch 0: |          | 6077/? [29:13<00:00,  3.47it/s]
Epoch 0: |          | 6078/? [29:13<00:00,  3.47it/s]
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Epoch 0: |          | 6079/? [29:13<00:00,  3.47it/s]
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Epoch 0: |          | 6080/? [29:14<00:00,  3.47it/s]
Epoch 0: |          | 6080/? [29:14<00:00,  3.47it/s]
Epoch 0: |          | 6081/? [29:14<00:00,  3.47it/s]
Epoch 0: |          | 6081/? [29:14<00:00,  3.47it/s]
Epoch 0: |          | 6082/? [29:14<00:00,  3.47it/s]
Epoch 0: |          | 6082/? [29:14<00:00,  3.47it/s]
Epoch 0: |          | 6083/? [29:14<00:00,  3.47it/s]
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Epoch 0: |          | 6084/? [29:15<00:00,  3.47it/s]
Epoch 0: |          | 6084/? [29:15<00:00,  3.47it/s]
Epoch 0: |          | 6085/? [29:15<00:00,  3.47it/s]
Epoch 0: |          | 6085/? [29:15<00:00,  3.47it/s]
Epoch 0: |          | 6086/? [29:15<00:00,  3.47it/s]
Epoch 0: |          | 6086/? [29:15<00:00,  3.47it/s]
Epoch 0: |          | 6087/? [29:15<00:00,  3.47it/s]
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Epoch 0: |          | 6088/? [29:16<00:00,  3.47it/s]
Epoch 0: |          | 6088/? [29:16<00:00,  3.47it/s]
Epoch 0: |          | 6089/? [29:16<00:00,  3.47it/s]
Epoch 0: |          | 6089/? [29:16<00:00,  3.47it/s]
Epoch 0: |          | 6090/? [29:16<00:00,  3.47it/s]
Epoch 0: |          | 6090/? [29:16<00:00,  3.47it/s]
Epoch 0: |          | 6091/? [29:16<00:00,  3.47it/s]
Epoch 0: |          | 6091/? [29:16<00:00,  3.47it/s]
Epoch 0: |          | 6092/? [29:16<00:00,  3.47it/s]
Epoch 0: |          | 6092/? [29:16<00:00,  3.47it/s]
Epoch 0: |          | 6093/? [29:17<00:00,  3.47it/s]
Epoch 0: |          | 6093/? [29:17<00:00,  3.47it/s]
Epoch 0: |          | 6094/? [29:17<00:00,  3.47it/s]
Epoch 0: |          | 6094/? [29:17<00:00,  3.47it/s]
Epoch 0: |          | 6095/? [29:17<00:00,  3.47it/s]
Epoch 0: |          | 6095/? [29:17<00:00,  3.47it/s]
Epoch 0: |          | 6096/? [29:17<00:00,  3.47it/s]
Epoch 0: |          | 6096/? [29:17<00:00,  3.47it/s]
Epoch 0: |          | 6097/? [29:18<00:00,  3.47it/s]
Epoch 0: |          | 6097/? [29:18<00:00,  3.47it/s]
Epoch 0: |          | 6098/? [29:18<00:00,  3.47it/s]
Epoch 0: |          | 6098/? [29:18<00:00,  3.47it/s]
Epoch 0: |          | 6099/? [29:18<00:00,  3.47it/s]
Epoch 0: |          | 6099/? [29:18<00:00,  3.47it/s]
Epoch 0: |          | 6100/? [29:18<00:00,  3.47it/s]
Epoch 0: |          | 6100/? [29:18<00:00,  3.47it/s]
Epoch 0: |          | 6101/? [29:19<00:00,  3.47it/s]
Epoch 0: |          | 6101/? [29:19<00:00,  3.47it/s]
Epoch 0: |          | 6102/? [29:19<00:00,  3.47it/s]
Epoch 0: |          | 6102/? [29:19<00:00,  3.47it/s]
Epoch 0: |          | 6103/? [29:19<00:00,  3.47it/s]
Epoch 0: |          | 6103/? [29:19<00:00,  3.47it/s]
Epoch 0: |          | 6104/? [29:19<00:00,  3.47it/s]
Epoch 0: |          | 6104/? [29:19<00:00,  3.47it/s]
Epoch 0: |          | 6105/? [29:19<00:00,  3.47it/s]
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Epoch 0: |          | 6106/? [29:20<00:00,  3.47it/s]
Epoch 0: |          | 6106/? [29:20<00:00,  3.47it/s]
Epoch 0: |          | 6107/? [29:20<00:00,  3.47it/s]
Epoch 0: |          | 6107/? [29:20<00:00,  3.47it/s]
Epoch 0: |          | 6108/? [29:20<00:00,  3.47it/s]
Epoch 0: |          | 6108/? [29:20<00:00,  3.47it/s]
Epoch 0: |          | 6109/? [29:20<00:00,  3.47it/s]
Epoch 0: |          | 6109/? [29:20<00:00,  3.47it/s]
Epoch 0: |          | 6110/? [29:21<00:00,  3.47it/s]
Epoch 0: |          | 6110/? [29:21<00:00,  3.47it/s]
Epoch 0: |          | 6111/? [29:21<00:00,  3.47it/s]
Epoch 0: |          | 6111/? [29:21<00:00,  3.47it/s]
Epoch 0: |          | 6112/? [29:21<00:00,  3.47it/s]
Epoch 0: |          | 6112/? [29:21<00:00,  3.47it/s]
Epoch 0: |          | 6113/? [29:21<00:00,  3.47it/s]
Epoch 0: |          | 6113/? [29:21<00:00,  3.47it/s]
Epoch 0: |          | 6114/? [29:22<00:00,  3.47it/s]
Epoch 0: |          | 6114/? [29:22<00:00,  3.47it/s]
Epoch 0: |          | 6115/? [29:22<00:00,  3.47it/s]
Epoch 0: |          | 6115/? [29:22<00:00,  3.47it/s]
Epoch 0: |          | 6116/? [29:22<00:00,  3.47it/s]
Epoch 0: |          | 6116/? [29:22<00:00,  3.47it/s]
Epoch 0: |          | 6117/? [29:22<00:00,  3.47it/s]
Epoch 0: |          | 6117/? [29:22<00:00,  3.47it/s]
Epoch 0: |          | 6118/? [29:22<00:00,  3.47it/s]
Epoch 0: |          | 6118/? [29:22<00:00,  3.47it/s]
Epoch 0: |          | 6119/? [29:23<00:00,  3.47it/s]
Epoch 0: |          | 6119/? [29:23<00:00,  3.47it/s]
Epoch 0: |          | 6120/? [29:23<00:00,  3.47it/s]
Epoch 0: |          | 6120/? [29:23<00:00,  3.47it/s]
Epoch 0: |          | 6121/? [29:23<00:00,  3.47it/s]
Epoch 0: |          | 6121/? [29:23<00:00,  3.47it/s]
Epoch 0: |          | 6122/? [29:23<00:00,  3.47it/s]
Epoch 0: |          | 6122/? [29:23<00:00,  3.47it/s]
Epoch 0: |          | 6123/? [29:24<00:00,  3.47it/s]
Epoch 0: |          | 6123/? [29:24<00:00,  3.47it/s]
Epoch 0: |          | 6124/? [29:24<00:00,  3.47it/s]
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Epoch 0: |          | 6125/? [29:24<00:00,  3.47it/s]
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Epoch 0: |          | 6127/? [29:24<00:00,  3.47it/s]
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Epoch 0: |          | 6128/? [29:25<00:00,  3.47it/s]
Epoch 0: |          | 6128/? [29:25<00:00,  3.47it/s]
Epoch 0: |          | 6129/? [29:25<00:00,  3.47it/s]
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Epoch 0: |          | 6130/? [29:25<00:00,  3.47it/s]
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Epoch 0: |          | 6132/? [29:26<00:00,  3.47it/s]
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Epoch 0: |          | 6137/? [29:27<00:00,  3.47it/s]
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Epoch 0: |          | 6138/? [29:27<00:00,  3.47it/s]
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Epoch 0: |          | 6139/? [29:27<00:00,  3.47it/s]
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Epoch 0: |          | 6141/? [29:28<00:00,  3.47it/s]
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Epoch 0: |          | 6145/? [29:29<00:00,  3.47it/s]
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Epoch 0: |          | 6200/? [29:41<00:00,  3.48it/s]
Epoch 0: |          | 6200/? [29:41<00:00,  3.48it/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, 28.76it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.91it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.52it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.29it/s][A
[A
Epoch 0: |          | 6200/? [29:43<00:00,  3.48it/s]
Epoch 0: |          | 6201/? [29:43<00:00,  3.48it/s]
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Epoch 0: |          | 6211/? [29:46<00:00,  3.48it/s]
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Epoch 0: |          | 6212/? [29:46<00:00,  3.48it/s]
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Epoch 0: |          | 6213/? [29:46<00:00,  3.48it/s]
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Epoch 0: |          | 6214/? [29:46<00:00,  3.48it/s]
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Epoch 0: |          | 6215/? [29:47<00:00,  3.48it/s]
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Epoch 0: |          | 6265/? [29:58<00:00,  3.48it/s]
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Epoch 0: |          | 6271/? [29:59<00:00,  3.48it/s]
Epoch 0: |          | 6271/? [29:59<00:00,  3.48it/s]
Epoch 0: |          | 6272/? [30:00<00:00,  3.48it/s]
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Epoch 0: |          | 6273/? [30:00<00:00,  3.48it/s]
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Epoch 0: |          | 6274/? [30:00<00:00,  3.48it/s]
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Epoch 0: |          | 6275/? [30:00<00:00,  3.48it/s]
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Epoch 0: |          | 6277/? [30:01<00:00,  3.48it/s]
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Epoch 0: |          | 6280/? [30:01<00:00,  3.49it/s]
Epoch 0: |          | 6280/? [30:01<00:00,  3.49it/s]
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Epoch 0: |          | 6391/? [30:27<00:00,  3.50it/s]
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Epoch 0: |          | 6400/? [30:29<00:00,  3.50it/s]
Epoch 0: |          | 6400/? [30:29<00:00,  3.50it/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, 30.32it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.14it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.63it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.42it/s][A
[A
Epoch 0: |          | 6400/? [30:30<00:00,  3.50it/s]
Epoch 0: |          | 6401/? [30:31<00:00,  3.50it/s]
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Epoch 0: |          | 6411/? [30:33<00:00,  3.50it/s]
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Epoch 0: |          | 6412/? [30:33<00:00,  3.50it/s]
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Epoch 0: |          | 6413/? [30:34<00:00,  3.50it/s]
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Epoch 0: |          | 6414/? [30:34<00:00,  3.50it/s]
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Epoch 0: |          | 6415/? [30:34<00:00,  3.50it/s]
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Epoch 0: |          | 6416/? [30:34<00:00,  3.50it/s]
Epoch 0: |          | 6416/? [30:34<00:00,  3.50it/s]
Epoch 0: |          | 6417/? [30:35<00:00,  3.50it/s]
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Epoch 0: |          | 6439/? [30:40<00:00,  3.50it/s]
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Epoch 0: |          | 6446/? [30:41<00:00,  3.50it/s]
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Epoch 0: |          | 6447/? [30:41<00:00,  3.50it/s]
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Epoch 0: |          | 6448/? [30:42<00:00,  3.50it/s]
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Epoch 0: |          | 6449/? [30:42<00:00,  3.50it/s]
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Epoch 0: |          | 6452/? [30:43<00:00,  3.50it/s]
Epoch 0: |          | 6452/? [30:43<00:00,  3.50it/s]
Epoch 0: |          | 6453/? [30:43<00:00,  3.50it/s]
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Epoch 0: |          | 6454/? [30:43<00:00,  3.50it/s]
Epoch 0: |          | 6454/? [30:43<00:00,  3.50it/s]
Epoch 0: |          | 6455/? [30:43<00:00,  3.50it/s]
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Epoch 0: |          | 6456/? [30:44<00:00,  3.50it/s]
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Epoch 0: |          | 6457/? [30:44<00:00,  3.50it/s]
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Epoch 0: |          | 6458/? [30:44<00:00,  3.50it/s]
Epoch 0: |          | 6458/? [30:44<00:00,  3.50it/s]
Epoch 0: |          | 6459/? [30:44<00:00,  3.50it/s]
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Epoch 0: |          | 6460/? [30:44<00:00,  3.50it/s]
Epoch 0: |          | 6460/? [30:44<00:00,  3.50it/s]
Epoch 0: |          | 6461/? [30:45<00:00,  3.50it/s]
Epoch 0: |          | 6461/? [30:45<00:00,  3.50it/s]
Epoch 0: |          | 6462/? [30:45<00:00,  3.50it/s]
Epoch 0: |          | 6462/? [30:45<00:00,  3.50it/s]
Epoch 0: |          | 6463/? [30:45<00:00,  3.50it/s]
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Epoch 0: |          | 6464/? [30:45<00:00,  3.50it/s]
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Epoch 0: |          | 6465/? [30:46<00:00,  3.50it/s]
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Epoch 0: |          | 6466/? [30:46<00:00,  3.50it/s]
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Epoch 0: |          | 6467/? [30:46<00:00,  3.50it/s]
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Epoch 0: |          | 6468/? [30:46<00:00,  3.50it/s]
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Epoch 0: |          | 6469/? [30:46<00:00,  3.50it/s]
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Epoch 0: |          | 6470/? [30:47<00:00,  3.50it/s]
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Epoch 0: |          | 6471/? [30:47<00:00,  3.50it/s]
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Epoch 0: |          | 6472/? [30:47<00:00,  3.50it/s]
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Epoch 0: |          | 6474/? [30:48<00:00,  3.50it/s]
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Epoch 0: |          | 6476/? [30:48<00:00,  3.50it/s]
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Epoch 0: |          | 6478/? [30:49<00:00,  3.50it/s]
Epoch 0: |          | 6478/? [30:49<00:00,  3.50it/s]
Epoch 0: |          | 6479/? [30:49<00:00,  3.50it/s]
Epoch 0: |          | 6479/? [30:49<00:00,  3.50it/s]
Epoch 0: |          | 6480/? [30:49<00:00,  3.50it/s]
Epoch 0: |          | 6480/? [30:49<00:00,  3.50it/s]
Epoch 0: |          | 6481/? [30:49<00:00,  3.50it/s]
Epoch 0: |          | 6481/? [30:49<00:00,  3.50it/s]
Epoch 0: |          | 6482/? [30:49<00:00,  3.50it/s]
Epoch 0: |          | 6482/? [30:49<00:00,  3.50it/s]
Epoch 0: |          | 6483/? [30:50<00:00,  3.50it/s]
Epoch 0: |          | 6483/? [30:50<00:00,  3.50it/s]
Epoch 0: |          | 6484/? [30:50<00:00,  3.50it/s]
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Epoch 0: |          | 6486/? [30:50<00:00,  3.50it/s]
Epoch 0: |          | 6486/? [30:50<00:00,  3.50it/s]
Epoch 0: |          | 6487/? [30:51<00:00,  3.50it/s]
Epoch 0: |          | 6487/? [30:51<00:00,  3.50it/s]
Epoch 0: |          | 6488/? [30:51<00:00,  3.50it/s]
Epoch 0: |          | 6488/? [30:51<00:00,  3.50it/s]
Epoch 0: |          | 6489/? [30:51<00:00,  3.50it/s]
Epoch 0: |          | 6489/? [30:51<00:00,  3.50it/s]
Epoch 0: |          | 6490/? [30:51<00:00,  3.50it/s]
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Epoch 0: |          | 6491/? [30:51<00:00,  3.50it/s]
Epoch 0: |          | 6491/? [30:51<00:00,  3.50it/s]
Epoch 0: |          | 6492/? [30:52<00:00,  3.51it/s]
Epoch 0: |          | 6492/? [30:52<00:00,  3.51it/s]
Epoch 0: |          | 6493/? [30:52<00:00,  3.51it/s]
Epoch 0: |          | 6493/? [30:52<00:00,  3.51it/s]
Epoch 0: |          | 6494/? [30:52<00:00,  3.51it/s]
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Epoch 0: |          | 6495/? [30:52<00:00,  3.51it/s]
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Epoch 0: |          | 6496/? [30:53<00:00,  3.51it/s]
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Epoch 0: |          | 6497/? [30:53<00:00,  3.51it/s]
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Epoch 0: |          | 6498/? [30:53<00:00,  3.51it/s]
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Epoch 0: |          | 6499/? [30:53<00:00,  3.51it/s]
Epoch 0: |          | 6499/? [30:53<00:00,  3.51it/s]
Epoch 0: |          | 6500/? [30:54<00:00,  3.51it/s]
Epoch 0: |          | 6500/? [30:54<00:00,  3.51it/s]
Epoch 0: |          | 6501/? [30:54<00:00,  3.51it/s]
Epoch 0: |          | 6501/? [30:54<00:00,  3.51it/s]
Epoch 0: |          | 6502/? [30:54<00:00,  3.51it/s]
Epoch 0: |          | 6502/? [30:54<00:00,  3.51it/s]
Epoch 0: |          | 6503/? [30:54<00:00,  3.51it/s]
Epoch 0: |          | 6503/? [30:54<00:00,  3.51it/s]
Epoch 0: |          | 6504/? [30:55<00:00,  3.51it/s]
Epoch 0: |          | 6504/? [30:55<00:00,  3.51it/s]
Epoch 0: |          | 6505/? [30:55<00:00,  3.51it/s]
Epoch 0: |          | 6505/? [30:55<00:00,  3.51it/s]
Epoch 0: |          | 6506/? [30:55<00:00,  3.51it/s]
Epoch 0: |          | 6506/? [30:55<00:00,  3.51it/s]
Epoch 0: |          | 6507/? [30:55<00:00,  3.51it/s]
Epoch 0: |          | 6507/? [30:55<00:00,  3.51it/s]
Epoch 0: |          | 6508/? [30:55<00:00,  3.51it/s]
Epoch 0: |          | 6508/? [30:55<00:00,  3.51it/s]
Epoch 0: |          | 6509/? [30:56<00:00,  3.51it/s]
Epoch 0: |          | 6509/? [30:56<00:00,  3.51it/s]
Epoch 0: |          | 6510/? [30:56<00:00,  3.51it/s]
Epoch 0: |          | 6510/? [30:56<00:00,  3.51it/s]
Epoch 0: |          | 6511/? [30:56<00:00,  3.51it/s]
Epoch 0: |          | 6511/? [30:56<00:00,  3.51it/s]
Epoch 0: |          | 6512/? [30:56<00:00,  3.51it/s]
Epoch 0: |          | 6512/? [30:56<00:00,  3.51it/s]
Epoch 0: |          | 6513/? [30:57<00:00,  3.51it/s]
Epoch 0: |          | 6513/? [30:57<00:00,  3.51it/s]
Epoch 0: |          | 6514/? [30:57<00:00,  3.51it/s]
Epoch 0: |          | 6514/? [30:57<00:00,  3.51it/s]
Epoch 0: |          | 6515/? [30:57<00:00,  3.51it/s]
Epoch 0: |          | 6515/? [30:57<00:00,  3.51it/s]
Epoch 0: |          | 6516/? [30:57<00:00,  3.51it/s]
Epoch 0: |          | 6516/? [30:57<00:00,  3.51it/s]
Epoch 0: |          | 6517/? [30:57<00:00,  3.51it/s]
Epoch 0: |          | 6517/? [30:57<00:00,  3.51it/s]
Epoch 0: |          | 6518/? [30:58<00:00,  3.51it/s]
Epoch 0: |          | 6518/? [30:58<00:00,  3.51it/s]
Epoch 0: |          | 6519/? [30:58<00:00,  3.51it/s]
Epoch 0: |          | 6519/? [30:58<00:00,  3.51it/s]
Epoch 0: |          | 6520/? [30:58<00:00,  3.51it/s]
Epoch 0: |          | 6520/? [30:58<00:00,  3.51it/s]
Epoch 0: |          | 6521/? [30:58<00:00,  3.51it/s]
Epoch 0: |          | 6521/? [30:58<00:00,  3.51it/s]
Epoch 0: |          | 6522/? [30:59<00:00,  3.51it/s]
Epoch 0: |          | 6522/? [30:59<00:00,  3.51it/s]
Epoch 0: |          | 6523/? [30:59<00:00,  3.51it/s]
Epoch 0: |          | 6523/? [30:59<00:00,  3.51it/s]
Epoch 0: |          | 6524/? [30:59<00:00,  3.51it/s]
Epoch 0: |          | 6524/? [30:59<00:00,  3.51it/s]
Epoch 0: |          | 6525/? [30:59<00:00,  3.51it/s]
Epoch 0: |          | 6525/? [30:59<00:00,  3.51it/s]
Epoch 0: |          | 6526/? [30:59<00:00,  3.51it/s]
Epoch 0: |          | 6526/? [30:59<00:00,  3.51it/s]
Epoch 0: |          | 6527/? [31:00<00:00,  3.51it/s]
Epoch 0: |          | 6527/? [31:00<00:00,  3.51it/s]
Epoch 0: |          | 6528/? [31:00<00:00,  3.51it/s]
Epoch 0: |          | 6528/? [31:00<00:00,  3.51it/s]
Epoch 0: |          | 6529/? [31:00<00:00,  3.51it/s]
Epoch 0: |          | 6529/? [31:00<00:00,  3.51it/s]
Epoch 0: |          | 6530/? [31:00<00:00,  3.51it/s]
Epoch 0: |          | 6530/? [31:00<00:00,  3.51it/s]
Epoch 0: |          | 6531/? [31:01<00:00,  3.51it/s]
Epoch 0: |          | 6531/? [31:01<00:00,  3.51it/s]
Epoch 0: |          | 6532/? [31:01<00:00,  3.51it/s]
Epoch 0: |          | 6532/? [31:01<00:00,  3.51it/s]
Epoch 0: |          | 6533/? [31:01<00:00,  3.51it/s]
Epoch 0: |          | 6533/? [31:01<00:00,  3.51it/s]
Epoch 0: |          | 6534/? [31:01<00:00,  3.51it/s]
Epoch 0: |          | 6534/? [31:01<00:00,  3.51it/s]
Epoch 0: |          | 6535/? [31:02<00:00,  3.51it/s]
Epoch 0: |          | 6535/? [31:02<00:00,  3.51it/s]
Epoch 0: |          | 6536/? [31:02<00:00,  3.51it/s]
Epoch 0: |          | 6536/? [31:02<00:00,  3.51it/s]
Epoch 0: |          | 6537/? [31:02<00:00,  3.51it/s]
Epoch 0: |          | 6537/? [31:02<00:00,  3.51it/s]
Epoch 0: |          | 6538/? [31:02<00:00,  3.51it/s]
Epoch 0: |          | 6538/? [31:02<00:00,  3.51it/s]
Epoch 0: |          | 6539/? [31:02<00:00,  3.51it/s]
Epoch 0: |          | 6539/? [31:02<00:00,  3.51it/s]
Epoch 0: |          | 6540/? [31:03<00:00,  3.51it/s]
Epoch 0: |          | 6540/? [31:03<00:00,  3.51it/s]
Epoch 0: |          | 6541/? [31:03<00:00,  3.51it/s]
Epoch 0: |          | 6541/? [31:03<00:00,  3.51it/s]
Epoch 0: |          | 6542/? [31:03<00:00,  3.51it/s]
Epoch 0: |          | 6542/? [31:03<00:00,  3.51it/s]
Epoch 0: |          | 6543/? [31:03<00:00,  3.51it/s]
Epoch 0: |          | 6543/? [31:03<00:00,  3.51it/s]
Epoch 0: |          | 6544/? [31:04<00:00,  3.51it/s]
Epoch 0: |          | 6544/? [31:04<00:00,  3.51it/s]
Epoch 0: |          | 6545/? [31:04<00:00,  3.51it/s]
Epoch 0: |          | 6545/? [31:04<00:00,  3.51it/s]
Epoch 0: |          | 6546/? [31:04<00:00,  3.51it/s]
Epoch 0: |          | 6546/? [31:04<00:00,  3.51it/s]
Epoch 0: |          | 6547/? [31:04<00:00,  3.51it/s]
Epoch 0: |          | 6547/? [31:04<00:00,  3.51it/s]
Epoch 0: |          | 6548/? [31:05<00:00,  3.51it/s]
Epoch 0: |          | 6548/? [31:05<00:00,  3.51it/s]
Epoch 0: |          | 6549/? [31:05<00:00,  3.51it/s]
Epoch 0: |          | 6549/? [31:05<00:00,  3.51it/s]
Epoch 0: |          | 6550/? [31:05<00:00,  3.51it/s]
Epoch 0: |          | 6550/? [31:05<00:00,  3.51it/s]
Epoch 0: |          | 6551/? [31:05<00:00,  3.51it/s]
Epoch 0: |          | 6551/? [31:05<00:00,  3.51it/s]
Epoch 0: |          | 6552/? [31:05<00:00,  3.51it/s]
Epoch 0: |          | 6552/? [31:05<00:00,  3.51it/s]
Epoch 0: |          | 6553/? [31:06<00:00,  3.51it/s]
Epoch 0: |          | 6553/? [31:06<00:00,  3.51it/s]
Epoch 0: |          | 6554/? [31:06<00:00,  3.51it/s]
Epoch 0: |          | 6554/? [31:06<00:00,  3.51it/s]
Epoch 0: |          | 6555/? [31:06<00:00,  3.51it/s]
Epoch 0: |          | 6555/? [31:06<00:00,  3.51it/s]
Epoch 0: |          | 6556/? [31:06<00:00,  3.51it/s]
Epoch 0: |          | 6556/? [31:06<00:00,  3.51it/s]
Epoch 0: |          | 6557/? [31:07<00:00,  3.51it/s]
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Epoch 0: |          | 6558/? [31:07<00:00,  3.51it/s]
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Epoch 0: |          | 6560/? [31:07<00:00,  3.51it/s]
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Epoch 0: |          | 6561/? [31:08<00:00,  3.51it/s]
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Epoch 0: |          | 6562/? [31:08<00:00,  3.51it/s]
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Epoch 0: |          | 6563/? [31:08<00:00,  3.51it/s]
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Epoch 0: |          | 6564/? [31:08<00:00,  3.51it/s]
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Epoch 0: |          | 6565/? [31:08<00:00,  3.51it/s]
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Epoch 0: |          | 6566/? [31:09<00:00,  3.51it/s]
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Epoch 0: |          | 6567/? [31:09<00:00,  3.51it/s]
Epoch 0: |          | 6567/? [31:09<00:00,  3.51it/s]
Epoch 0: |          | 6568/? [31:09<00:00,  3.51it/s]
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Epoch 0: |          | 6569/? [31:09<00:00,  3.51it/s]
Epoch 0: |          | 6569/? [31:09<00:00,  3.51it/s]
Epoch 0: |          | 6570/? [31:10<00:00,  3.51it/s]
Epoch 0: |          | 6570/? [31:10<00:00,  3.51it/s]
Epoch 0: |          | 6571/? [31:10<00:00,  3.51it/s]
Epoch 0: |          | 6571/? [31:10<00:00,  3.51it/s]
Epoch 0: |          | 6572/? [31:10<00:00,  3.51it/s]
Epoch 0: |          | 6572/? [31:10<00:00,  3.51it/s]
Epoch 0: |          | 6573/? [31:10<00:00,  3.51it/s]
Epoch 0: |          | 6573/? [31:10<00:00,  3.51it/s]
Epoch 0: |          | 6574/? [31:10<00:00,  3.51it/s]
Epoch 0: |          | 6574/? [31:10<00:00,  3.51it/s]
Epoch 0: |          | 6575/? [31:11<00:00,  3.51it/s]
Epoch 0: |          | 6575/? [31:11<00:00,  3.51it/s]
Epoch 0: |          | 6576/? [31:11<00:00,  3.51it/s]
Epoch 0: |          | 6576/? [31:11<00:00,  3.51it/s]
Epoch 0: |          | 6577/? [31:11<00:00,  3.51it/s]
Epoch 0: |          | 6577/? [31:11<00:00,  3.51it/s]
Epoch 0: |          | 6578/? [31:11<00:00,  3.51it/s]
Epoch 0: |          | 6578/? [31:11<00:00,  3.51it/s]
Epoch 0: |          | 6579/? [31:12<00:00,  3.51it/s]
Epoch 0: |          | 6579/? [31:12<00:00,  3.51it/s]
Epoch 0: |          | 6580/? [31:12<00:00,  3.51it/s]
Epoch 0: |          | 6580/? [31:12<00:00,  3.51it/s]
Epoch 0: |          | 6581/? [31:12<00:00,  3.51it/s]
Epoch 0: |          | 6581/? [31:12<00:00,  3.51it/s]
Epoch 0: |          | 6582/? [31:12<00:00,  3.51it/s]
Epoch 0: |          | 6582/? [31:12<00:00,  3.51it/s]
Epoch 0: |          | 6583/? [31:12<00:00,  3.51it/s]
Epoch 0: |          | 6583/? [31:12<00:00,  3.51it/s]
Epoch 0: |          | 6584/? [31:13<00:00,  3.51it/s]
Epoch 0: |          | 6584/? [31:13<00:00,  3.51it/s]
Epoch 0: |          | 6585/? [31:13<00:00,  3.51it/s]
Epoch 0: |          | 6585/? [31:13<00:00,  3.51it/s]
Epoch 0: |          | 6586/? [31:13<00:00,  3.52it/s]
Epoch 0: |          | 6586/? [31:13<00:00,  3.52it/s]
Epoch 0: |          | 6587/? [31:13<00:00,  3.52it/s]
Epoch 0: |          | 6587/? [31:13<00:00,  3.52it/s]
Epoch 0: |          | 6588/? [31:14<00:00,  3.52it/s]
Epoch 0: |          | 6588/? [31:14<00:00,  3.52it/s]
Epoch 0: |          | 6589/? [31:14<00:00,  3.52it/s]
Epoch 0: |          | 6589/? [31:14<00:00,  3.52it/s]
Epoch 0: |          | 6590/? [31:14<00:00,  3.52it/s]
Epoch 0: |          | 6590/? [31:14<00:00,  3.52it/s]
Epoch 0: |          | 6591/? [31:14<00:00,  3.52it/s]
Epoch 0: |          | 6591/? [31:14<00:00,  3.52it/s]
Epoch 0: |          | 6592/? [31:15<00:00,  3.52it/s]
Epoch 0: |          | 6592/? [31:15<00:00,  3.52it/s]
Epoch 0: |          | 6593/? [31:15<00:00,  3.52it/s]
Epoch 0: |          | 6593/? [31:15<00:00,  3.52it/s]
Epoch 0: |          | 6594/? [31:15<00:00,  3.52it/s]
Epoch 0: |          | 6594/? [31:15<00:00,  3.52it/s]
Epoch 0: |          | 6595/? [31:15<00:00,  3.52it/s]
Epoch 0: |          | 6595/? [31:15<00:00,  3.52it/s]
Epoch 0: |          | 6596/? [31:15<00:00,  3.52it/s]
Epoch 0: |          | 6596/? [31:15<00:00,  3.52it/s]
Epoch 0: |          | 6597/? [31:16<00:00,  3.52it/s]
Epoch 0: |          | 6597/? [31:16<00:00,  3.52it/s]
Epoch 0: |          | 6598/? [31:16<00:00,  3.52it/s]
Epoch 0: |          | 6598/? [31:16<00:00,  3.52it/s]
Epoch 0: |          | 6599/? [31:16<00:00,  3.52it/s]
Epoch 0: |          | 6599/? [31:16<00:00,  3.52it/s]
Epoch 0: |          | 6600/? [31:16<00:00,  3.52it/s]
Epoch 0: |          | 6600/? [31:16<00:00,  3.52it/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, 30.07it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.24it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.73it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.52it/s][A
[A
Epoch 0: |          | 6600/? [31:18<00:00,  3.51it/s]
Epoch 0: |          | 6601/? [31:19<00:00,  3.51it/s]
Epoch 0: |          | 6601/? [31:19<00:00,  3.51it/s]
Epoch 0: |          | 6602/? [31:19<00:00,  3.51it/s]
Epoch 0: |          | 6602/? [31:19<00:00,  3.51it/s]
Epoch 0: |          | 6603/? [31:19<00:00,  3.51it/s]
Epoch 0: |          | 6603/? [31:19<00:00,  3.51it/s]
Epoch 0: |          | 6604/? [31:20<00:00,  3.51it/s]
Epoch 0: |          | 6604/? [31:20<00:00,  3.51it/s]
Epoch 0: |          | 6605/? [31:20<00:00,  3.51it/s]
Epoch 0: |          | 6605/? [31:20<00:00,  3.51it/s]
Epoch 0: |          | 6606/? [31:20<00:00,  3.51it/s]
Epoch 0: |          | 6606/? [31:20<00:00,  3.51it/s]
Epoch 0: |          | 6607/? [31:20<00:00,  3.51it/s]
Epoch 0: |          | 6607/? [31:20<00:00,  3.51it/s]
Epoch 0: |          | 6608/? [31:21<00:00,  3.51it/s]
Epoch 0: |          | 6608/? [31:21<00:00,  3.51it/s]
Epoch 0: |          | 6609/? [31:21<00:00,  3.51it/s]
Epoch 0: |          | 6609/? [31:21<00:00,  3.51it/s]
Epoch 0: |          | 6610/? [31:21<00:00,  3.51it/s]
Epoch 0: |          | 6610/? [31:21<00:00,  3.51it/s]
Epoch 0: |          | 6611/? [31:21<00:00,  3.51it/s]
Epoch 0: |          | 6611/? [31:21<00:00,  3.51it/s]
Epoch 0: |          | 6612/? [31:21<00:00,  3.51it/s]
Epoch 0: |          | 6612/? [31:21<00:00,  3.51it/s]
Epoch 0: |          | 6613/? [31:22<00:00,  3.51it/s]
Epoch 0: |          | 6613/? [31:22<00:00,  3.51it/s]
Epoch 0: |          | 6614/? [31:22<00:00,  3.51it/s]
Epoch 0: |          | 6614/? [31:22<00:00,  3.51it/s]
Epoch 0: |          | 6615/? [31:22<00:00,  3.51it/s]
Epoch 0: |          | 6615/? [31:22<00:00,  3.51it/s]
Epoch 0: |          | 6616/? [31:22<00:00,  3.51it/s]
Epoch 0: |          | 6616/? [31:22<00:00,  3.51it/s]
Epoch 0: |          | 6617/? [31:23<00:00,  3.51it/s]
Epoch 0: |          | 6617/? [31:23<00:00,  3.51it/s]
Epoch 0: |          | 6618/? [31:23<00:00,  3.51it/s]
Epoch 0: |          | 6618/? [31:23<00:00,  3.51it/s]
Epoch 0: |          | 6619/? [31:23<00:00,  3.51it/s]
Epoch 0: |          | 6619/? [31:23<00:00,  3.51it/s]
Epoch 0: |          | 6620/? [31:23<00:00,  3.51it/s]
Epoch 0: |          | 6620/? [31:23<00:00,  3.51it/s]
Epoch 0: |          | 6621/? [31:23<00:00,  3.51it/s]
Epoch 0: |          | 6621/? [31:23<00:00,  3.51it/s]
Epoch 0: |          | 6622/? [31:24<00:00,  3.51it/s]
Epoch 0: |          | 6622/? [31:24<00:00,  3.51it/s]
Epoch 0: |          | 6623/? [31:24<00:00,  3.51it/s]
Epoch 0: |          | 6623/? [31:24<00:00,  3.51it/s]
Epoch 0: |          | 6624/? [31:24<00:00,  3.51it/s]
Epoch 0: |          | 6624/? [31:24<00:00,  3.51it/s]
Epoch 0: |          | 6625/? [31:24<00:00,  3.51it/s]
Epoch 0: |          | 6625/? [31:24<00:00,  3.51it/s]
Epoch 0: |          | 6626/? [31:25<00:00,  3.51it/s]
Epoch 0: |          | 6626/? [31:25<00:00,  3.51it/s]
Epoch 0: |          | 6627/? [31:25<00:00,  3.51it/s]
Epoch 0: |          | 6627/? [31:25<00:00,  3.51it/s]
Epoch 0: |          | 6628/? [31:25<00:00,  3.52it/s]
Epoch 0: |          | 6628/? [31:25<00:00,  3.52it/s]
Epoch 0: |          | 6629/? [31:25<00:00,  3.52it/s]
Epoch 0: |          | 6629/? [31:25<00:00,  3.52it/s]
Epoch 0: |          | 6630/? [31:26<00:00,  3.52it/s]
Epoch 0: |          | 6630/? [31:26<00:00,  3.52it/s]
Epoch 0: |          | 6631/? [31:26<00:00,  3.52it/s]
Epoch 0: |          | 6631/? [31:26<00:00,  3.52it/s]
Epoch 0: |          | 6632/? [31:26<00:00,  3.52it/s]
Epoch 0: |          | 6632/? [31:26<00:00,  3.52it/s]
Epoch 0: |          | 6633/? [31:26<00:00,  3.52it/s]
Epoch 0: |          | 6633/? [31:26<00:00,  3.52it/s]
Epoch 0: |          | 6634/? [31:26<00:00,  3.52it/s]
Epoch 0: |          | 6634/? [31:26<00:00,  3.52it/s]
Epoch 0: |          | 6635/? [31:27<00:00,  3.52it/s]
Epoch 0: |          | 6635/? [31:27<00:00,  3.52it/s]
Epoch 0: |          | 6636/? [31:27<00:00,  3.52it/s]
Epoch 0: |          | 6636/? [31:27<00:00,  3.52it/s]
Epoch 0: |          | 6637/? [31:27<00:00,  3.52it/s]
Epoch 0: |          | 6637/? [31:27<00:00,  3.52it/s]
Epoch 0: |          | 6638/? [31:27<00:00,  3.52it/s]
Epoch 0: |          | 6638/? [31:27<00:00,  3.52it/s]
Epoch 0: |          | 6639/? [31:28<00:00,  3.52it/s]
Epoch 0: |          | 6639/? [31:28<00:00,  3.52it/s]
Epoch 0: |          | 6640/? [31:28<00:00,  3.52it/s]
Epoch 0: |          | 6640/? [31:28<00:00,  3.52it/s]
Epoch 0: |          | 6641/? [31:28<00:00,  3.52it/s]
Epoch 0: |          | 6641/? [31:28<00:00,  3.52it/s]
Epoch 0: |          | 6642/? [31:28<00:00,  3.52it/s]
Epoch 0: |          | 6642/? [31:28<00:00,  3.52it/s]
Epoch 0: |          | 6643/? [31:29<00:00,  3.52it/s]
Epoch 0: |          | 6643/? [31:29<00:00,  3.52it/s]
Epoch 0: |          | 6644/? [31:29<00:00,  3.52it/s]
Epoch 0: |          | 6644/? [31:29<00:00,  3.52it/s]
Epoch 0: |          | 6645/? [31:29<00:00,  3.52it/s]
Epoch 0: |          | 6645/? [31:29<00:00,  3.52it/s]
Epoch 0: |          | 6646/? [31:29<00:00,  3.52it/s]
Epoch 0: |          | 6646/? [31:29<00:00,  3.52it/s]
Epoch 0: |          | 6647/? [31:29<00:00,  3.52it/s]
Epoch 0: |          | 6647/? [31:29<00:00,  3.52it/s]
Epoch 0: |          | 6648/? [31:30<00:00,  3.52it/s]
Epoch 0: |          | 6648/? [31:30<00:00,  3.52it/s]
Epoch 0: |          | 6649/? [31:30<00:00,  3.52it/s]
Epoch 0: |          | 6649/? [31:30<00:00,  3.52it/s]
Epoch 0: |          | 6650/? [31:30<00:00,  3.52it/s]
Epoch 0: |          | 6650/? [31:30<00:00,  3.52it/s]
Epoch 0: |          | 6651/? [31:30<00:00,  3.52it/s]
Epoch 0: |          | 6651/? [31:30<00:00,  3.52it/s]
Epoch 0: |          | 6652/? [31:30<00:00,  3.52it/s]
Epoch 0: |          | 6652/? [31:30<00:00,  3.52it/s]
Epoch 0: |          | 6653/? [31:31<00:00,  3.52it/s]
Epoch 0: |          | 6653/? [31:31<00:00,  3.52it/s]
Epoch 0: |          | 6654/? [31:31<00:00,  3.52it/s]
Epoch 0: |          | 6654/? [31:31<00:00,  3.52it/s]
Epoch 0: |          | 6655/? [31:31<00:00,  3.52it/s]
Epoch 0: |          | 6655/? [31:31<00:00,  3.52it/s]
Epoch 0: |          | 6656/? [31:31<00:00,  3.52it/s]
Epoch 0: |          | 6656/? [31:31<00:00,  3.52it/s]
Epoch 0: |          | 6657/? [31:32<00:00,  3.52it/s]
Epoch 0: |          | 6657/? [31:32<00:00,  3.52it/s]
Epoch 0: |          | 6658/? [31:32<00:00,  3.52it/s]
Epoch 0: |          | 6658/? [31:32<00:00,  3.52it/s]
Epoch 0: |          | 6659/? [31:32<00:00,  3.52it/s]
Epoch 0: |          | 6659/? [31:32<00:00,  3.52it/s]
Epoch 0: |          | 6660/? [31:32<00:00,  3.52it/s]
Epoch 0: |          | 6660/? [31:32<00:00,  3.52it/s]
Epoch 0: |          | 6661/? [31:33<00:00,  3.52it/s]
Epoch 0: |          | 6661/? [31:33<00:00,  3.52it/s]
Epoch 0: |          | 6662/? [31:33<00:00,  3.52it/s]
Epoch 0: |          | 6662/? [31:33<00:00,  3.52it/s]
Epoch 0: |          | 6663/? [31:33<00:00,  3.52it/s]
Epoch 0: |          | 6663/? [31:33<00:00,  3.52it/s]
Epoch 0: |          | 6664/? [31:33<00:00,  3.52it/s]
Epoch 0: |          | 6664/? [31:33<00:00,  3.52it/s]
Epoch 0: |          | 6665/? [31:33<00:00,  3.52it/s]
Epoch 0: |          | 6665/? [31:33<00:00,  3.52it/s]
Epoch 0: |          | 6666/? [31:34<00:00,  3.52it/s]
Epoch 0: |          | 6666/? [31:34<00:00,  3.52it/s]
Epoch 0: |          | 6667/? [31:34<00:00,  3.52it/s]
Epoch 0: |          | 6667/? [31:34<00:00,  3.52it/s]
Epoch 0: |          | 6668/? [31:34<00:00,  3.52it/s]
Epoch 0: |          | 6668/? [31:34<00:00,  3.52it/s]
Epoch 0: |          | 6669/? [31:34<00:00,  3.52it/s]
Epoch 0: |          | 6669/? [31:34<00:00,  3.52it/s]
Epoch 0: |          | 6670/? [31:35<00:00,  3.52it/s]
Epoch 0: |          | 6670/? [31:35<00:00,  3.52it/s]
Epoch 0: |          | 6671/? [31:35<00:00,  3.52it/s]
Epoch 0: |          | 6671/? [31:35<00:00,  3.52it/s]
Epoch 0: |          | 6672/? [31:35<00:00,  3.52it/s]
Epoch 0: |          | 6672/? [31:35<00:00,  3.52it/s]
Epoch 0: |          | 6673/? [31:35<00:00,  3.52it/s]
Epoch 0: |          | 6673/? [31:35<00:00,  3.52it/s]
Epoch 0: |          | 6674/? [31:36<00:00,  3.52it/s]
Epoch 0: |          | 6674/? [31:36<00:00,  3.52it/s]
Epoch 0: |          | 6675/? [31:36<00:00,  3.52it/s]
Epoch 0: |          | 6675/? [31:36<00:00,  3.52it/s]
Epoch 0: |          | 6676/? [31:36<00:00,  3.52it/s]
Epoch 0: |          | 6676/? [31:36<00:00,  3.52it/s]
Epoch 0: |          | 6677/? [31:36<00:00,  3.52it/s]
Epoch 0: |          | 6677/? [31:36<00:00,  3.52it/s]
Epoch 0: |          | 6678/? [31:36<00:00,  3.52it/s]
Epoch 0: |          | 6678/? [31:36<00:00,  3.52it/s]
Epoch 0: |          | 6679/? [31:37<00:00,  3.52it/s]
Epoch 0: |          | 6679/? [31:37<00:00,  3.52it/s]
Epoch 0: |          | 6680/? [31:37<00:00,  3.52it/s]
Epoch 0: |          | 6680/? [31:37<00:00,  3.52it/s]
Epoch 0: |          | 6681/? [31:37<00:00,  3.52it/s]
Epoch 0: |          | 6681/? [31:37<00:00,  3.52it/s]
Epoch 0: |          | 6682/? [31:37<00:00,  3.52it/s]
Epoch 0: |          | 6682/? [31:37<00:00,  3.52it/s]
Epoch 0: |          | 6683/? [31:38<00:00,  3.52it/s]
Epoch 0: |          | 6683/? [31:38<00:00,  3.52it/s]
Epoch 0: |          | 6684/? [31:38<00:00,  3.52it/s]
Epoch 0: |          | 6684/? [31:38<00:00,  3.52it/s]
Epoch 0: |          | 6685/? [31:38<00:00,  3.52it/s]
Epoch 0: |          | 6685/? [31:38<00:00,  3.52it/s]
Epoch 0: |          | 6686/? [31:38<00:00,  3.52it/s]
Epoch 0: |          | 6686/? [31:38<00:00,  3.52it/s]
Epoch 0: |          | 6687/? [31:38<00:00,  3.52it/s]
Epoch 0: |          | 6687/? [31:38<00:00,  3.52it/s]
Epoch 0: |          | 6688/? [31:39<00:00,  3.52it/s]
Epoch 0: |          | 6688/? [31:39<00:00,  3.52it/s]
Epoch 0: |          | 6689/? [31:39<00:00,  3.52it/s]
Epoch 0: |          | 6689/? [31:39<00:00,  3.52it/s]
Epoch 0: |          | 6690/? [31:39<00:00,  3.52it/s]
Epoch 0: |          | 6690/? [31:39<00:00,  3.52it/s]
Epoch 0: |          | 6691/? [31:39<00:00,  3.52it/s]
Epoch 0: |          | 6691/? [31:39<00:00,  3.52it/s]
Epoch 0: |          | 6692/? [31:40<00:00,  3.52it/s]
Epoch 0: |          | 6692/? [31:40<00:00,  3.52it/s]
Epoch 0: |          | 6693/? [31:40<00:00,  3.52it/s]
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Epoch 0: |          | 6694/? [31:40<00:00,  3.52it/s]
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Epoch 0: |          | 6696/? [31:40<00:00,  3.52it/s]
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Epoch 0: |          | 6697/? [31:41<00:00,  3.52it/s]
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Epoch 0: |          | 6698/? [31:41<00:00,  3.52it/s]
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Epoch 0: |          | 6699/? [31:41<00:00,  3.52it/s]
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Epoch 0: |          | 6700/? [31:41<00:00,  3.52it/s]
Epoch 0: |          | 6700/? [31:41<00:00,  3.52it/s]
Epoch 0: |          | 6701/? [31:42<00:00,  3.52it/s]
Epoch 0: |          | 6701/? [31:42<00:00,  3.52it/s]
Epoch 0: |          | 6702/? [31:42<00:00,  3.52it/s]
Epoch 0: |          | 6702/? [31:42<00:00,  3.52it/s]
Epoch 0: |          | 6703/? [31:42<00:00,  3.52it/s]
Epoch 0: |          | 6703/? [31:42<00:00,  3.52it/s]
Epoch 0: |          | 6704/? [31:42<00:00,  3.52it/s]
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Epoch 0: |          | 6705/? [31:42<00:00,  3.52it/s]
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Epoch 0: |          | 6706/? [31:43<00:00,  3.52it/s]
Epoch 0: |          | 6706/? [31:43<00:00,  3.52it/s]
Epoch 0: |          | 6707/? [31:43<00:00,  3.52it/s]
Epoch 0: |          | 6707/? [31:43<00:00,  3.52it/s]
Epoch 0: |          | 6708/? [31:43<00:00,  3.52it/s]
Epoch 0: |          | 6708/? [31:43<00:00,  3.52it/s]
Epoch 0: |          | 6709/? [31:43<00:00,  3.52it/s]
Epoch 0: |          | 6709/? [31:43<00:00,  3.52it/s]
Epoch 0: |          | 6710/? [31:44<00:00,  3.52it/s]
Epoch 0: |          | 6710/? [31:44<00:00,  3.52it/s]
Epoch 0: |          | 6711/? [31:44<00:00,  3.52it/s]
Epoch 0: |          | 6711/? [31:44<00:00,  3.52it/s]
Epoch 0: |          | 6712/? [31:44<00:00,  3.52it/s]
Epoch 0: |          | 6712/? [31:44<00:00,  3.52it/s]
Epoch 0: |          | 6713/? [31:44<00:00,  3.52it/s]
Epoch 0: |          | 6713/? [31:44<00:00,  3.52it/s]
Epoch 0: |          | 6714/? [31:45<00:00,  3.52it/s]
Epoch 0: |          | 6714/? [31:45<00:00,  3.52it/s]
Epoch 0: |          | 6715/? [31:45<00:00,  3.52it/s]
Epoch 0: |          | 6715/? [31:45<00:00,  3.52it/s]
Epoch 0: |          | 6716/? [31:45<00:00,  3.52it/s]
Epoch 0: |          | 6716/? [31:45<00:00,  3.52it/s]
Epoch 0: |          | 6717/? [31:45<00:00,  3.52it/s]
Epoch 0: |          | 6717/? [31:45<00:00,  3.52it/s]
Epoch 0: |          | 6718/? [31:45<00:00,  3.52it/s]
Epoch 0: |          | 6718/? [31:45<00:00,  3.52it/s]
Epoch 0: |          | 6719/? [31:46<00:00,  3.52it/s]
Epoch 0: |          | 6719/? [31:46<00:00,  3.52it/s]
Epoch 0: |          | 6720/? [31:46<00:00,  3.52it/s]
Epoch 0: |          | 6720/? [31:46<00:00,  3.52it/s]
Epoch 0: |          | 6721/? [31:46<00:00,  3.53it/s]
Epoch 0: |          | 6721/? [31:46<00:00,  3.53it/s]
Epoch 0: |          | 6722/? [31:46<00:00,  3.53it/s]
Epoch 0: |          | 6722/? [31:46<00:00,  3.53it/s]
Epoch 0: |          | 6723/? [31:47<00:00,  3.53it/s]
Epoch 0: |          | 6723/? [31:47<00:00,  3.53it/s]
Epoch 0: |          | 6724/? [31:47<00:00,  3.53it/s]
Epoch 0: |          | 6724/? [31:47<00:00,  3.53it/s]
Epoch 0: |          | 6725/? [31:47<00:00,  3.53it/s]
Epoch 0: |          | 6725/? [31:47<00:00,  3.53it/s]
Epoch 0: |          | 6726/? [31:47<00:00,  3.53it/s]
Epoch 0: |          | 6726/? [31:47<00:00,  3.53it/s]
Epoch 0: |          | 6727/? [31:48<00:00,  3.53it/s]
Epoch 0: |          | 6727/? [31:48<00:00,  3.53it/s]
Epoch 0: |          | 6728/? [31:48<00:00,  3.53it/s]
Epoch 0: |          | 6728/? [31:48<00:00,  3.53it/s]
Epoch 0: |          | 6729/? [31:48<00:00,  3.53it/s]
Epoch 0: |          | 6729/? [31:48<00:00,  3.53it/s]
Epoch 0: |          | 6730/? [31:48<00:00,  3.53it/s]
Epoch 0: |          | 6730/? [31:48<00:00,  3.53it/s]
Epoch 0: |          | 6731/? [31:48<00:00,  3.53it/s]
Epoch 0: |          | 6731/? [31:48<00:00,  3.53it/s]
Epoch 0: |          | 6732/? [31:49<00:00,  3.53it/s]
Epoch 0: |          | 6732/? [31:49<00:00,  3.53it/s]
Epoch 0: |          | 6733/? [31:49<00:00,  3.53it/s]
Epoch 0: |          | 6733/? [31:49<00:00,  3.53it/s]
Epoch 0: |          | 6734/? [31:49<00:00,  3.53it/s]
Epoch 0: |          | 6734/? [31:49<00:00,  3.53it/s]
Epoch 0: |          | 6735/? [31:49<00:00,  3.53it/s]
Epoch 0: |          | 6735/? [31:49<00:00,  3.53it/s]
Epoch 0: |          | 6736/? [31:50<00:00,  3.53it/s]
Epoch 0: |          | 6736/? [31:50<00:00,  3.53it/s]
Epoch 0: |          | 6737/? [31:50<00:00,  3.53it/s]
Epoch 0: |          | 6737/? [31:50<00:00,  3.53it/s]
Epoch 0: |          | 6738/? [31:50<00:00,  3.53it/s]
Epoch 0: |          | 6738/? [31:50<00:00,  3.53it/s]
Epoch 0: |          | 6739/? [31:50<00:00,  3.53it/s]
Epoch 0: |          | 6739/? [31:50<00:00,  3.53it/s]
Epoch 0: |          | 6740/? [31:51<00:00,  3.53it/s]
Epoch 0: |          | 6740/? [31:51<00:00,  3.53it/s]
Epoch 0: |          | 6741/? [31:51<00:00,  3.53it/s]
Epoch 0: |          | 6741/? [31:51<00:00,  3.53it/s]
Epoch 0: |          | 6742/? [31:51<00:00,  3.53it/s]
Epoch 0: |          | 6742/? [31:51<00:00,  3.53it/s]
Epoch 0: |          | 6743/? [31:51<00:00,  3.53it/s]
Epoch 0: |          | 6743/? [31:51<00:00,  3.53it/s]
Epoch 0: |          | 6744/? [31:51<00:00,  3.53it/s]
Epoch 0: |          | 6744/? [31:51<00:00,  3.53it/s]
Epoch 0: |          | 6745/? [31:52<00:00,  3.53it/s]
Epoch 0: |          | 6745/? [31:52<00:00,  3.53it/s]
Epoch 0: |          | 6746/? [31:52<00:00,  3.53it/s]
Epoch 0: |          | 6746/? [31:52<00:00,  3.53it/s]
Epoch 0: |          | 6747/? [31:52<00:00,  3.53it/s]
Epoch 0: |          | 6747/? [31:52<00:00,  3.53it/s]
Epoch 0: |          | 6748/? [31:52<00:00,  3.53it/s]
Epoch 0: |          | 6748/? [31:52<00:00,  3.53it/s]
Epoch 0: |          | 6749/? [31:53<00:00,  3.53it/s]
Epoch 0: |          | 6749/? [31:53<00:00,  3.53it/s]
Epoch 0: |          | 6750/? [31:53<00:00,  3.53it/s]
Epoch 0: |          | 6750/? [31:53<00:00,  3.53it/s]
Epoch 0: |          | 6751/? [31:53<00:00,  3.53it/s]
Epoch 0: |          | 6751/? [31:53<00:00,  3.53it/s]
Epoch 0: |          | 6752/? [31:53<00:00,  3.53it/s]
Epoch 0: |          | 6752/? [31:53<00:00,  3.53it/s]
Epoch 0: |          | 6753/? [31:53<00:00,  3.53it/s]
Epoch 0: |          | 6753/? [31:53<00:00,  3.53it/s]
Epoch 0: |          | 6754/? [31:54<00:00,  3.53it/s]
Epoch 0: |          | 6754/? [31:54<00:00,  3.53it/s]
Epoch 0: |          | 6755/? [31:54<00:00,  3.53it/s]
Epoch 0: |          | 6755/? [31:54<00:00,  3.53it/s]
Epoch 0: |          | 6756/? [31:54<00:00,  3.53it/s]
Epoch 0: |          | 6756/? [31:54<00:00,  3.53it/s]
Epoch 0: |          | 6757/? [31:54<00:00,  3.53it/s]
Epoch 0: |          | 6757/? [31:54<00:00,  3.53it/s]
Epoch 0: |          | 6758/? [31:55<00:00,  3.53it/s]
Epoch 0: |          | 6758/? [31:55<00:00,  3.53it/s]
Epoch 0: |          | 6759/? [31:55<00:00,  3.53it/s]
Epoch 0: |          | 6759/? [31:55<00:00,  3.53it/s]
Epoch 0: |          | 6760/? [31:55<00:00,  3.53it/s]
Epoch 0: |          | 6760/? [31:55<00:00,  3.53it/s]
Epoch 0: |          | 6761/? [31:55<00:00,  3.53it/s]
Epoch 0: |          | 6761/? [31:55<00:00,  3.53it/s]
Epoch 0: |          | 6762/? [31:55<00:00,  3.53it/s]
Epoch 0: |          | 6762/? [31:55<00:00,  3.53it/s]
Epoch 0: |          | 6763/? [31:56<00:00,  3.53it/s]
Epoch 0: |          | 6763/? [31:56<00:00,  3.53it/s]
Epoch 0: |          | 6764/? [31:56<00:00,  3.53it/s]
Epoch 0: |          | 6764/? [31:56<00:00,  3.53it/s]
Epoch 0: |          | 6765/? [31:56<00:00,  3.53it/s]
Epoch 0: |          | 6765/? [31:56<00:00,  3.53it/s]
Epoch 0: |          | 6766/? [31:56<00:00,  3.53it/s]
Epoch 0: |          | 6766/? [31:56<00:00,  3.53it/s]
Epoch 0: |          | 6767/? [31:57<00:00,  3.53it/s]
Epoch 0: |          | 6767/? [31:57<00:00,  3.53it/s]
Epoch 0: |          | 6768/? [31:57<00:00,  3.53it/s]
Epoch 0: |          | 6768/? [31:57<00:00,  3.53it/s]
Epoch 0: |          | 6769/? [31:57<00:00,  3.53it/s]
Epoch 0: |          | 6769/? [31:57<00:00,  3.53it/s]
Epoch 0: |          | 6770/? [31:57<00:00,  3.53it/s]
Epoch 0: |          | 6770/? [31:57<00:00,  3.53it/s]
Epoch 0: |          | 6771/? [31:58<00:00,  3.53it/s]
Epoch 0: |          | 6771/? [31:58<00:00,  3.53it/s]
Epoch 0: |          | 6772/? [31:58<00:00,  3.53it/s]
Epoch 0: |          | 6772/? [31:58<00:00,  3.53it/s]
Epoch 0: |          | 6773/? [31:58<00:00,  3.53it/s]
Epoch 0: |          | 6773/? [31:58<00:00,  3.53it/s]
Epoch 0: |          | 6774/? [31:58<00:00,  3.53it/s]
Epoch 0: |          | 6774/? [31:58<00:00,  3.53it/s]
Epoch 0: |          | 6775/? [31:58<00:00,  3.53it/s]
Epoch 0: |          | 6775/? [31:58<00:00,  3.53it/s]
Epoch 0: |          | 6776/? [31:59<00:00,  3.53it/s]
Epoch 0: |          | 6776/? [31:59<00:00,  3.53it/s]
Epoch 0: |          | 6777/? [31:59<00:00,  3.53it/s]
Epoch 0: |          | 6777/? [31:59<00:00,  3.53it/s]
Epoch 0: |          | 6778/? [31:59<00:00,  3.53it/s]
Epoch 0: |          | 6778/? [31:59<00:00,  3.53it/s]
Epoch 0: |          | 6779/? [31:59<00:00,  3.53it/s]
Epoch 0: |          | 6779/? [31:59<00:00,  3.53it/s]
Epoch 0: |          | 6780/? [32:00<00:00,  3.53it/s]
Epoch 0: |          | 6780/? [32:00<00:00,  3.53it/s]
Epoch 0: |          | 6781/? [32:00<00:00,  3.53it/s]
Epoch 0: |          | 6781/? [32:00<00:00,  3.53it/s]
Epoch 0: |          | 6782/? [32:00<00:00,  3.53it/s]
Epoch 0: |          | 6782/? [32:00<00:00,  3.53it/s]
Epoch 0: |          | 6783/? [32:00<00:00,  3.53it/s]
Epoch 0: |          | 6783/? [32:00<00:00,  3.53it/s]
Epoch 0: |          | 6784/? [32:00<00:00,  3.53it/s]
Epoch 0: |          | 6784/? [32:00<00:00,  3.53it/s]
Epoch 0: |          | 6785/? [32:01<00:00,  3.53it/s]
Epoch 0: |          | 6785/? [32:01<00:00,  3.53it/s]
Epoch 0: |          | 6786/? [32:01<00:00,  3.53it/s]
Epoch 0: |          | 6786/? [32:01<00:00,  3.53it/s]
Epoch 0: |          | 6787/? [32:01<00:00,  3.53it/s]
Epoch 0: |          | 6787/? [32:01<00:00,  3.53it/s]
Epoch 0: |          | 6788/? [32:01<00:00,  3.53it/s]
Epoch 0: |          | 6788/? [32:01<00:00,  3.53it/s]
Epoch 0: |          | 6789/? [32:02<00:00,  3.53it/s]
Epoch 0: |          | 6789/? [32:02<00:00,  3.53it/s]
Epoch 0: |          | 6790/? [32:02<00:00,  3.53it/s]
Epoch 0: |          | 6790/? [32:02<00:00,  3.53it/s]
Epoch 0: |          | 6791/? [32:02<00:00,  3.53it/s]
Epoch 0: |          | 6791/? [32:02<00:00,  3.53it/s]
Epoch 0: |          | 6792/? [32:02<00:00,  3.53it/s]
Epoch 0: |          | 6792/? [32:02<00:00,  3.53it/s]
Epoch 0: |          | 6793/? [32:02<00:00,  3.53it/s]
Epoch 0: |          | 6793/? [32:02<00:00,  3.53it/s]
Epoch 0: |          | 6794/? [32:03<00:00,  3.53it/s]
Epoch 0: |          | 6794/? [32:03<00:00,  3.53it/s]
Epoch 0: |          | 6795/? [32:03<00:00,  3.53it/s]
Epoch 0: |          | 6795/? [32:03<00:00,  3.53it/s]
Epoch 0: |          | 6796/? [32:03<00:00,  3.53it/s]
Epoch 0: |          | 6796/? [32:03<00:00,  3.53it/s]
Epoch 0: |          | 6797/? [32:03<00:00,  3.53it/s]
Epoch 0: |          | 6797/? [32:03<00:00,  3.53it/s]
Epoch 0: |          | 6798/? [32:04<00:00,  3.53it/s]
Epoch 0: |          | 6798/? [32:04<00:00,  3.53it/s]
Epoch 0: |          | 6799/? [32:04<00:00,  3.53it/s]
Epoch 0: |          | 6799/? [32:04<00:00,  3.53it/s]
Epoch 0: |          | 6800/? [32:04<00:00,  3.53it/s]
Epoch 0: |          | 6800/? [32:04<00:00,  3.53it/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, 28.65it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.93it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.49it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.34it/s][A
[A
Epoch 0: |          | 6800/? [32:06<00:00,  3.53it/s]
Epoch 0: |          | 6801/? [32:06<00:00,  3.53it/s]
Epoch 0: |          | 6801/? [32:06<00:00,  3.53it/s]
Epoch 0: |          | 6802/? [32:06<00:00,  3.53it/s]
Epoch 0: |          | 6802/? [32:06<00:00,  3.53it/s]
Epoch 0: |          | 6803/? [32:07<00:00,  3.53it/s]
Epoch 0: |          | 6803/? [32:07<00:00,  3.53it/s]
Epoch 0: |          | 6804/? [32:07<00:00,  3.53it/s]
Epoch 0: |          | 6804/? [32:07<00:00,  3.53it/s]
Epoch 0: |          | 6805/? [32:07<00:00,  3.53it/s]
Epoch 0: |          | 6805/? [32:07<00:00,  3.53it/s]
Epoch 0: |          | 6806/? [32:07<00:00,  3.53it/s]
Epoch 0: |          | 6806/? [32:07<00:00,  3.53it/s]
Epoch 0: |          | 6807/? [32:08<00:00,  3.53it/s]
Epoch 0: |          | 6807/? [32:08<00:00,  3.53it/s]
Epoch 0: |          | 6808/? [32:08<00:00,  3.53it/s]
Epoch 0: |          | 6808/? [32:08<00:00,  3.53it/s]
Epoch 0: |          | 6809/? [32:08<00:00,  3.53it/s]
Epoch 0: |          | 6809/? [32:08<00:00,  3.53it/s]
Epoch 0: |          | 6810/? [32:08<00:00,  3.53it/s]
Epoch 0: |          | 6810/? [32:08<00:00,  3.53it/s]
Epoch 0: |          | 6811/? [32:09<00:00,  3.53it/s]
Epoch 0: |          | 6811/? [32:09<00:00,  3.53it/s]
Epoch 0: |          | 6812/? [32:09<00:00,  3.53it/s]
Epoch 0: |          | 6812/? [32:09<00:00,  3.53it/s]
Epoch 0: |          | 6813/? [32:09<00:00,  3.53it/s]
Epoch 0: |          | 6813/? [32:09<00:00,  3.53it/s]
Epoch 0: |          | 6814/? [32:09<00:00,  3.53it/s]
Epoch 0: |          | 6814/? [32:09<00:00,  3.53it/s]
Epoch 0: |          | 6815/? [32:09<00:00,  3.53it/s]
Epoch 0: |          | 6815/? [32:09<00:00,  3.53it/s]
Epoch 0: |          | 6816/? [32:10<00:00,  3.53it/s]
Epoch 0: |          | 6816/? [32:10<00:00,  3.53it/s]
Epoch 0: |          | 6817/? [32:10<00:00,  3.53it/s]
Epoch 0: |          | 6817/? [32:10<00:00,  3.53it/s]
Epoch 0: |          | 6818/? [32:10<00:00,  3.53it/s]
Epoch 0: |          | 6818/? [32:10<00:00,  3.53it/s]
Epoch 0: |          | 6819/? [32:10<00:00,  3.53it/s]
Epoch 0: |          | 6819/? [32:10<00:00,  3.53it/s]
Epoch 0: |          | 6820/? [32:11<00:00,  3.53it/s]
Epoch 0: |          | 6820/? [32:11<00:00,  3.53it/s]
Epoch 0: |          | 6821/? [32:11<00:00,  3.53it/s]
Epoch 0: |          | 6821/? [32:11<00:00,  3.53it/s]
Epoch 0: |          | 6822/? [32:11<00:00,  3.53it/s]
Epoch 0: |          | 6822/? [32:11<00:00,  3.53it/s]
Epoch 0: |          | 6823/? [32:11<00:00,  3.53it/s]
Epoch 0: |          | 6823/? [32:11<00:00,  3.53it/s]
Epoch 0: |          | 6824/? [32:12<00:00,  3.53it/s]
Epoch 0: |          | 6824/? [32:12<00:00,  3.53it/s]
Epoch 0: |          | 6825/? [32:12<00:00,  3.53it/s]
Epoch 0: |          | 6825/? [32:12<00:00,  3.53it/s]
Epoch 0: |          | 6826/? [32:12<00:00,  3.53it/s]
Epoch 0: |          | 6826/? [32:12<00:00,  3.53it/s]
Epoch 0: |          | 6827/? [32:12<00:00,  3.53it/s]
Epoch 0: |          | 6827/? [32:12<00:00,  3.53it/s]
Epoch 0: |          | 6828/? [32:13<00:00,  3.53it/s]
Epoch 0: |          | 6828/? [32:13<00:00,  3.53it/s]
Epoch 0: |          | 6829/? [32:13<00:00,  3.53it/s]
Epoch 0: |          | 6829/? [32:13<00:00,  3.53it/s]
Epoch 0: |          | 6830/? [32:13<00:00,  3.53it/s]
Epoch 0: |          | 6830/? [32:13<00:00,  3.53it/s]
Epoch 0: |          | 6831/? [32:13<00:00,  3.53it/s]
Epoch 0: |          | 6831/? [32:13<00:00,  3.53it/s]
Epoch 0: |          | 6832/? [32:13<00:00,  3.53it/s]
Epoch 0: |          | 6832/? [32:13<00:00,  3.53it/s]
Epoch 0: |          | 6833/? [32:14<00:00,  3.53it/s]
Epoch 0: |          | 6833/? [32:14<00:00,  3.53it/s]
Epoch 0: |          | 6834/? [32:14<00:00,  3.53it/s]
Epoch 0: |          | 6834/? [32:14<00:00,  3.53it/s]
Epoch 0: |          | 6835/? [32:14<00:00,  3.53it/s]
Epoch 0: |          | 6835/? [32:14<00:00,  3.53it/s]
Epoch 0: |          | 6836/? [32:14<00:00,  3.53it/s]
Epoch 0: |          | 6836/? [32:14<00:00,  3.53it/s]
Epoch 0: |          | 6837/? [32:15<00:00,  3.53it/s]
Epoch 0: |          | 6837/? [32:15<00:00,  3.53it/s]
Epoch 0: |          | 6838/? [32:15<00:00,  3.53it/s]
Epoch 0: |          | 6838/? [32:15<00:00,  3.53it/s]
Epoch 0: |          | 6839/? [32:15<00:00,  3.53it/s]
Epoch 0: |          | 6839/? [32:15<00:00,  3.53it/s]
Epoch 0: |          | 6840/? [32:15<00:00,  3.53it/s]
Epoch 0: |          | 6840/? [32:15<00:00,  3.53it/s]
Epoch 0: |          | 6841/? [32:16<00:00,  3.53it/s]
Epoch 0: |          | 6841/? [32:16<00:00,  3.53it/s]
Epoch 0: |          | 6842/? [32:16<00:00,  3.53it/s]
Epoch 0: |          | 6842/? [32:16<00:00,  3.53it/s]
Epoch 0: |          | 6843/? [32:16<00:00,  3.53it/s]
Epoch 0: |          | 6843/? [32:16<00:00,  3.53it/s]
Epoch 0: |          | 6844/? [32:16<00:00,  3.53it/s]
Epoch 0: |          | 6844/? [32:16<00:00,  3.53it/s]
Epoch 0: |          | 6845/? [32:16<00:00,  3.53it/s]
Epoch 0: |          | 6845/? [32:16<00:00,  3.53it/s]
Epoch 0: |          | 6846/? [32:17<00:00,  3.53it/s]
Epoch 0: |          | 6846/? [32:17<00:00,  3.53it/s]
Epoch 0: |          | 6847/? [32:17<00:00,  3.53it/s]
Epoch 0: |          | 6847/? [32:17<00:00,  3.53it/s]
Epoch 0: |          | 6848/? [32:17<00:00,  3.53it/s]
Epoch 0: |          | 6848/? [32:17<00:00,  3.53it/s]
Epoch 0: |          | 6849/? [32:17<00:00,  3.53it/s]
Epoch 0: |          | 6849/? [32:17<00:00,  3.53it/s]
Epoch 0: |          | 6850/? [32:18<00:00,  3.53it/s]
Epoch 0: |          | 6850/? [32:18<00:00,  3.53it/s]
Epoch 0: |          | 6851/? [32:18<00:00,  3.53it/s]
Epoch 0: |          | 6851/? [32:18<00:00,  3.53it/s]
Epoch 0: |          | 6852/? [32:18<00:00,  3.53it/s]
Epoch 0: |          | 6852/? [32:18<00:00,  3.53it/s]
Epoch 0: |          | 6853/? [32:18<00:00,  3.53it/s]
Epoch 0: |          | 6853/? [32:18<00:00,  3.53it/s]
Epoch 0: |          | 6854/? [32:19<00:00,  3.53it/s]
Epoch 0: |          | 6854/? [32:19<00:00,  3.53it/s]
Epoch 0: |          | 6855/? [32:19<00:00,  3.53it/s]
Epoch 0: |          | 6855/? [32:19<00:00,  3.53it/s]
Epoch 0: |          | 6856/? [32:19<00:00,  3.53it/s]
Epoch 0: |          | 6856/? [32:19<00:00,  3.53it/s]
Epoch 0: |          | 6857/? [32:19<00:00,  3.54it/s]
Epoch 0: |          | 6857/? [32:19<00:00,  3.54it/s]
Epoch 0: |          | 6858/? [32:19<00:00,  3.54it/s]
Epoch 0: |          | 6858/? [32:19<00:00,  3.54it/s]
Epoch 0: |          | 6859/? [32:20<00:00,  3.54it/s]
Epoch 0: |          | 6859/? [32:20<00:00,  3.54it/s]
Epoch 0: |          | 6860/? [32:20<00:00,  3.54it/s]
Epoch 0: |          | 6860/? [32:20<00:00,  3.54it/s]
Epoch 0: |          | 6861/? [32:20<00:00,  3.54it/s]
Epoch 0: |          | 6861/? [32:20<00:00,  3.54it/s]
Epoch 0: |          | 6862/? [32:20<00:00,  3.54it/s]
Epoch 0: |          | 6862/? [32:20<00:00,  3.54it/s]
Epoch 0: |          | 6863/? [32:21<00:00,  3.54it/s]
Epoch 0: |          | 6863/? [32:21<00:00,  3.54it/s]
Epoch 0: |          | 6864/? [32:21<00:00,  3.54it/s]
Epoch 0: |          | 6864/? [32:21<00:00,  3.54it/s]
Epoch 0: |          | 6865/? [32:21<00:00,  3.54it/s]
Epoch 0: |          | 6865/? [32:21<00:00,  3.54it/s]
Epoch 0: |          | 6866/? [32:21<00:00,  3.54it/s]
Epoch 0: |          | 6866/? [32:21<00:00,  3.54it/s]
Epoch 0: |          | 6867/? [32:21<00:00,  3.54it/s]
Epoch 0: |          | 6867/? [32:21<00:00,  3.54it/s]
Epoch 0: |          | 6868/? [32:22<00:00,  3.54it/s]
Epoch 0: |          | 6868/? [32:22<00:00,  3.54it/s]
Epoch 0: |          | 6869/? [32:22<00:00,  3.54it/s]
Epoch 0: |          | 6869/? [32:22<00:00,  3.54it/s]
Epoch 0: |          | 6870/? [32:22<00:00,  3.54it/s]
Epoch 0: |          | 6870/? [32:22<00:00,  3.54it/s]
Epoch 0: |          | 6871/? [32:22<00:00,  3.54it/s]
Epoch 0: |          | 6871/? [32:22<00:00,  3.54it/s]
Epoch 0: |          | 6872/? [32:23<00:00,  3.54it/s]
Epoch 0: |          | 6872/? [32:23<00:00,  3.54it/s]
Epoch 0: |          | 6873/? [32:23<00:00,  3.54it/s]
Epoch 0: |          | 6873/? [32:23<00:00,  3.54it/s]
Epoch 0: |          | 6874/? [32:23<00:00,  3.54it/s]
Epoch 0: |          | 6874/? [32:23<00:00,  3.54it/s]
Epoch 0: |          | 6875/? [32:23<00:00,  3.54it/s]
Epoch 0: |          | 6875/? [32:23<00:00,  3.54it/s]
Epoch 0: |          | 6876/? [32:24<00:00,  3.54it/s]
Epoch 0: |          | 6876/? [32:24<00:00,  3.54it/s]
Epoch 0: |          | 6877/? [32:24<00:00,  3.54it/s]
Epoch 0: |          | 6877/? [32:24<00:00,  3.54it/s]
Epoch 0: |          | 6878/? [32:24<00:00,  3.54it/s]
Epoch 0: |          | 6878/? [32:24<00:00,  3.54it/s]
Epoch 0: |          | 6879/? [32:24<00:00,  3.54it/s]
Epoch 0: |          | 6879/? [32:24<00:00,  3.54it/s]
Epoch 0: |          | 6880/? [32:24<00:00,  3.54it/s]
Epoch 0: |          | 6880/? [32:24<00:00,  3.54it/s]
Epoch 0: |          | 6881/? [32:25<00:00,  3.54it/s]
Epoch 0: |          | 6881/? [32:25<00:00,  3.54it/s]
Epoch 0: |          | 6882/? [32:25<00:00,  3.54it/s]
Epoch 0: |          | 6882/? [32:25<00:00,  3.54it/s]
Epoch 0: |          | 6883/? [32:25<00:00,  3.54it/s]
Epoch 0: |          | 6883/? [32:25<00:00,  3.54it/s]
Epoch 0: |          | 6884/? [32:25<00:00,  3.54it/s]
Epoch 0: |          | 6884/? [32:25<00:00,  3.54it/s]
Epoch 0: |          | 6885/? [32:26<00:00,  3.54it/s]
Epoch 0: |          | 6885/? [32:26<00:00,  3.54it/s]
Epoch 0: |          | 6886/? [32:26<00:00,  3.54it/s]
Epoch 0: |          | 6886/? [32:26<00:00,  3.54it/s]
Epoch 0: |          | 6887/? [32:26<00:00,  3.54it/s]
Epoch 0: |          | 6887/? [32:26<00:00,  3.54it/s]
Epoch 0: |          | 6888/? [32:26<00:00,  3.54it/s]
Epoch 0: |          | 6888/? [32:26<00:00,  3.54it/s]
Epoch 0: |          | 6889/? [32:26<00:00,  3.54it/s]
Epoch 0: |          | 6889/? [32:26<00:00,  3.54it/s]
Epoch 0: |          | 6890/? [32:27<00:00,  3.54it/s]
Epoch 0: |          | 6890/? [32:27<00:00,  3.54it/s]
Epoch 0: |          | 6891/? [32:27<00:00,  3.54it/s]
Epoch 0: |          | 6891/? [32:27<00:00,  3.54it/s]
Epoch 0: |          | 6892/? [32:27<00:00,  3.54it/s]
Epoch 0: |          | 6892/? [32:27<00:00,  3.54it/s]
Epoch 0: |          | 6893/? [32:27<00:00,  3.54it/s]
Epoch 0: |          | 6893/? [32:27<00:00,  3.54it/s]
Epoch 0: |          | 6894/? [32:28<00:00,  3.54it/s]
Epoch 0: |          | 6894/? [32:28<00:00,  3.54it/s]
Epoch 0: |          | 6895/? [32:28<00:00,  3.54it/s]
Epoch 0: |          | 6895/? [32:28<00:00,  3.54it/s]
Epoch 0: |          | 6896/? [32:28<00:00,  3.54it/s]
Epoch 0: |          | 6896/? [32:28<00:00,  3.54it/s]
Epoch 0: |          | 6897/? [32:28<00:00,  3.54it/s]
Epoch 0: |          | 6897/? [32:28<00:00,  3.54it/s]
Epoch 0: |          | 6898/? [32:28<00:00,  3.54it/s]
Epoch 0: |          | 6898/? [32:28<00:00,  3.54it/s]
Epoch 0: |          | 6899/? [32:29<00:00,  3.54it/s]
Epoch 0: |          | 6899/? [32:29<00:00,  3.54it/s]
Epoch 0: |          | 6900/? [32:29<00:00,  3.54it/s]
Epoch 0: |          | 6900/? [32:29<00:00,  3.54it/s]
Epoch 0: |          | 6901/? [32:29<00:00,  3.54it/s]
Epoch 0: |          | 6901/? [32:29<00:00,  3.54it/s]
Epoch 0: |          | 6902/? [32:29<00:00,  3.54it/s]
Epoch 0: |          | 6902/? [32:29<00:00,  3.54it/s]
Epoch 0: |          | 6903/? [32:30<00:00,  3.54it/s]
Epoch 0: |          | 6903/? [32:30<00:00,  3.54it/s]
Epoch 0: |          | 6904/? [32:30<00:00,  3.54it/s]
Epoch 0: |          | 6904/? [32:30<00:00,  3.54it/s]
Epoch 0: |          | 6905/? [32:30<00:00,  3.54it/s]
Epoch 0: |          | 6905/? [32:30<00:00,  3.54it/s]
Epoch 0: |          | 6906/? [32:30<00:00,  3.54it/s]
Epoch 0: |          | 6906/? [32:30<00:00,  3.54it/s]
Epoch 0: |          | 6907/? [32:31<00:00,  3.54it/s]
Epoch 0: |          | 6907/? [32:31<00:00,  3.54it/s]
Epoch 0: |          | 6908/? [32:31<00:00,  3.54it/s]
Epoch 0: |          | 6908/? [32:31<00:00,  3.54it/s]
Epoch 0: |          | 6909/? [32:31<00:00,  3.54it/s]
Epoch 0: |          | 6909/? [32:31<00:00,  3.54it/s]
Epoch 0: |          | 6910/? [32:31<00:00,  3.54it/s]
Epoch 0: |          | 6910/? [32:31<00:00,  3.54it/s]
Epoch 0: |          | 6911/? [32:31<00:00,  3.54it/s]
Epoch 0: |          | 6911/? [32:31<00:00,  3.54it/s]
Epoch 0: |          | 6912/? [32:32<00:00,  3.54it/s]
Epoch 0: |          | 6912/? [32:32<00:00,  3.54it/s]
Epoch 0: |          | 6913/? [32:32<00:00,  3.54it/s]
Epoch 0: |          | 6913/? [32:32<00:00,  3.54it/s]
Epoch 0: |          | 6914/? [32:32<00:00,  3.54it/s]
Epoch 0: |          | 6914/? [32:32<00:00,  3.54it/s]
Epoch 0: |          | 6915/? [32:32<00:00,  3.54it/s]
Epoch 0: |          | 6915/? [32:32<00:00,  3.54it/s]
Epoch 0: |          | 6916/? [32:33<00:00,  3.54it/s]
Epoch 0: |          | 6916/? [32:33<00:00,  3.54it/s]
Epoch 0: |          | 6917/? [32:33<00:00,  3.54it/s]
Epoch 0: |          | 6917/? [32:33<00:00,  3.54it/s]
Epoch 0: |          | 6918/? [32:33<00:00,  3.54it/s]
Epoch 0: |          | 6918/? [32:33<00:00,  3.54it/s]
Epoch 0: |          | 6919/? [32:33<00:00,  3.54it/s]
Epoch 0: |          | 6919/? [32:33<00:00,  3.54it/s]
Epoch 0: |          | 6920/? [32:33<00:00,  3.54it/s]
Epoch 0: |          | 6920/? [32:33<00:00,  3.54it/s]
Epoch 0: |          | 6921/? [32:34<00:00,  3.54it/s]
Epoch 0: |          | 6921/? [32:34<00:00,  3.54it/s]
Epoch 0: |          | 6922/? [32:34<00:00,  3.54it/s]
Epoch 0: |          | 6922/? [32:34<00:00,  3.54it/s]
Epoch 0: |          | 6923/? [32:34<00:00,  3.54it/s]
Epoch 0: |          | 6923/? [32:34<00:00,  3.54it/s]
Epoch 0: |          | 6924/? [32:34<00:00,  3.54it/s]
Epoch 0: |          | 6924/? [32:34<00:00,  3.54it/s]
Epoch 0: |          | 6925/? [32:35<00:00,  3.54it/s]
Epoch 0: |          | 6925/? [32:35<00:00,  3.54it/s]
Epoch 0: |          | 6926/? [32:35<00:00,  3.54it/s]
Epoch 0: |          | 6926/? [32:35<00:00,  3.54it/s]
Epoch 0: |          | 6927/? [32:35<00:00,  3.54it/s]
Epoch 0: |          | 6927/? [32:35<00:00,  3.54it/s]
Epoch 0: |          | 6928/? [32:35<00:00,  3.54it/s]
Epoch 0: |          | 6928/? [32:35<00:00,  3.54it/s]
Epoch 0: |          | 6929/? [32:36<00:00,  3.54it/s]
Epoch 0: |          | 6929/? [32:36<00:00,  3.54it/s]
Epoch 0: |          | 6930/? [32:36<00:00,  3.54it/s]
Epoch 0: |          | 6930/? [32:36<00:00,  3.54it/s]
Epoch 0: |          | 6931/? [32:36<00:00,  3.54it/s]
Epoch 0: |          | 6931/? [32:36<00:00,  3.54it/s]
Epoch 0: |          | 6932/? [32:36<00:00,  3.54it/s]
Epoch 0: |          | 6932/? [32:36<00:00,  3.54it/s]
Epoch 0: |          | 6933/? [32:36<00:00,  3.54it/s]
Epoch 0: |          | 6933/? [32:36<00:00,  3.54it/s]
Epoch 0: |          | 6934/? [32:37<00:00,  3.54it/s]
Epoch 0: |          | 6934/? [32:37<00:00,  3.54it/s]
Epoch 0: |          | 6935/? [32:37<00:00,  3.54it/s]
Epoch 0: |          | 6935/? [32:37<00:00,  3.54it/s]
Epoch 0: |          | 6936/? [32:37<00:00,  3.54it/s]
Epoch 0: |          | 6936/? [32:37<00:00,  3.54it/s]
Epoch 0: |          | 6937/? [32:37<00:00,  3.54it/s]
Epoch 0: |          | 6937/? [32:37<00:00,  3.54it/s]
Epoch 0: |          | 6938/? [32:38<00:00,  3.54it/s]
Epoch 0: |          | 6938/? [32:38<00:00,  3.54it/s]
Epoch 0: |          | 6939/? [32:38<00:00,  3.54it/s]
Epoch 0: |          | 6939/? [32:38<00:00,  3.54it/s]
Epoch 0: |          | 6940/? [32:38<00:00,  3.54it/s]
Epoch 0: |          | 6940/? [32:38<00:00,  3.54it/s]
Epoch 0: |          | 6941/? [32:38<00:00,  3.54it/s]
Epoch 0: |          | 6941/? [32:38<00:00,  3.54it/s]
Epoch 0: |          | 6942/? [32:38<00:00,  3.54it/s]
Epoch 0: |          | 6942/? [32:38<00:00,  3.54it/s]
Epoch 0: |          | 6943/? [32:39<00:00,  3.54it/s]
Epoch 0: |          | 6943/? [32:39<00:00,  3.54it/s]
Epoch 0: |          | 6944/? [32:39<00:00,  3.54it/s]
Epoch 0: |          | 6944/? [32:39<00:00,  3.54it/s]
Epoch 0: |          | 6945/? [32:39<00:00,  3.54it/s]
Epoch 0: |          | 6945/? [32:39<00:00,  3.54it/s]
Epoch 0: |          | 6946/? [32:39<00:00,  3.54it/s]
Epoch 0: |          | 6946/? [32:39<00:00,  3.54it/s]
Epoch 0: |          | 6947/? [32:40<00:00,  3.54it/s]
Epoch 0: |          | 6947/? [32:40<00:00,  3.54it/s]
Epoch 0: |          | 6948/? [32:40<00:00,  3.54it/s]
Epoch 0: |          | 6948/? [32:40<00:00,  3.54it/s]
Epoch 0: |          | 6949/? [32:40<00:00,  3.54it/s]
Epoch 0: |          | 6949/? [32:40<00:00,  3.54it/s]
Epoch 0: |          | 6950/? [32:40<00:00,  3.54it/s]
Epoch 0: |          | 6950/? [32:40<00:00,  3.54it/s]
Epoch 0: |          | 6951/? [32:40<00:00,  3.54it/s]
Epoch 0: |          | 6951/? [32:40<00:00,  3.54it/s]
Epoch 0: |          | 6952/? [32:41<00:00,  3.54it/s]
Epoch 0: |          | 6952/? [32:41<00:00,  3.54it/s]
Epoch 0: |          | 6953/? [32:41<00:00,  3.54it/s]
Epoch 0: |          | 6953/? [32:41<00:00,  3.54it/s]
Epoch 0: |          | 6954/? [32:41<00:00,  3.55it/s]
Epoch 0: |          | 6954/? [32:41<00:00,  3.55it/s]
Epoch 0: |          | 6955/? [32:41<00:00,  3.55it/s]
Epoch 0: |          | 6955/? [32:41<00:00,  3.55it/s]
Epoch 0: |          | 6956/? [32:42<00:00,  3.55it/s]
Epoch 0: |          | 6956/? [32:42<00:00,  3.55it/s]
Epoch 0: |          | 6957/? [32:42<00:00,  3.55it/s]
Epoch 0: |          | 6957/? [32:42<00:00,  3.55it/s]
Epoch 0: |          | 6958/? [32:42<00:00,  3.55it/s]
Epoch 0: |          | 6958/? [32:42<00:00,  3.55it/s]
Epoch 0: |          | 6959/? [32:42<00:00,  3.55it/s]
Epoch 0: |          | 6959/? [32:42<00:00,  3.55it/s]
Epoch 0: |          | 6960/? [32:43<00:00,  3.55it/s]
Epoch 0: |          | 6960/? [32:43<00:00,  3.55it/s]
Epoch 0: |          | 6961/? [32:43<00:00,  3.55it/s]
Epoch 0: |          | 6961/? [32:43<00:00,  3.55it/s]
Epoch 0: |          | 6962/? [32:43<00:00,  3.55it/s]
Epoch 0: |          | 6962/? [32:43<00:00,  3.55it/s]
Epoch 0: |          | 6963/? [32:43<00:00,  3.55it/s]
Epoch 0: |          | 6963/? [32:43<00:00,  3.55it/s]
Epoch 0: |          | 6964/? [32:43<00:00,  3.55it/s]
Epoch 0: |          | 6964/? [32:43<00:00,  3.55it/s]
Epoch 0: |          | 6965/? [32:44<00:00,  3.55it/s]
Epoch 0: |          | 6965/? [32:44<00:00,  3.55it/s]
Epoch 0: |          | 6966/? [32:44<00:00,  3.55it/s]
Epoch 0: |          | 6966/? [32:44<00:00,  3.55it/s]
Epoch 0: |          | 6967/? [32:44<00:00,  3.55it/s]
Epoch 0: |          | 6967/? [32:44<00:00,  3.55it/s]
Epoch 0: |          | 6968/? [32:44<00:00,  3.55it/s]
Epoch 0: |          | 6968/? [32:44<00:00,  3.55it/s]
Epoch 0: |          | 6969/? [32:44<00:00,  3.55it/s]
Epoch 0: |          | 6969/? [32:45<00:00,  3.55it/s]
Epoch 0: |          | 6970/? [32:45<00:00,  3.55it/s]
Epoch 0: |          | 6970/? [32:45<00:00,  3.55it/s]
Epoch 0: |          | 6971/? [32:45<00:00,  3.55it/s]
Epoch 0: |          | 6971/? [32:45<00:00,  3.55it/s]
Epoch 0: |          | 6972/? [32:45<00:00,  3.55it/s]
Epoch 0: |          | 6972/? [32:45<00:00,  3.55it/s]
Epoch 0: |          | 6973/? [32:45<00:00,  3.55it/s]
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Epoch 0: |          | 6974/? [32:46<00:00,  3.55it/s]
Epoch 0: |          | 6974/? [32:46<00:00,  3.55it/s]
Epoch 0: |          | 6975/? [32:46<00:00,  3.55it/s]
Epoch 0: |          | 6975/? [32:46<00:00,  3.55it/s]
Epoch 0: |          | 6976/? [32:46<00:00,  3.55it/s]
Epoch 0: |          | 6976/? [32:46<00:00,  3.55it/s]
Epoch 0: |          | 6977/? [32:46<00:00,  3.55it/s]
Epoch 0: |          | 6977/? [32:46<00:00,  3.55it/s]
Epoch 0: |          | 6978/? [32:47<00:00,  3.55it/s]
Epoch 0: |          | 6978/? [32:47<00:00,  3.55it/s]
Epoch 0: |          | 6979/? [32:47<00:00,  3.55it/s]
Epoch 0: |          | 6979/? [32:47<00:00,  3.55it/s]
Epoch 0: |          | 6980/? [32:47<00:00,  3.55it/s]
Epoch 0: |          | 6980/? [32:47<00:00,  3.55it/s]
Epoch 0: |          | 6981/? [32:47<00:00,  3.55it/s]
Epoch 0: |          | 6981/? [32:47<00:00,  3.55it/s]
Epoch 0: |          | 6982/? [32:48<00:00,  3.55it/s]
Epoch 0: |          | 6982/? [32:48<00:00,  3.55it/s]
Epoch 0: |          | 6983/? [32:48<00:00,  3.55it/s]
Epoch 0: |          | 6983/? [32:48<00:00,  3.55it/s]
Epoch 0: |          | 6984/? [32:48<00:00,  3.55it/s]
Epoch 0: |          | 6984/? [32:48<00:00,  3.55it/s]
Epoch 0: |          | 6985/? [32:48<00:00,  3.55it/s]
Epoch 0: |          | 6985/? [32:48<00:00,  3.55it/s]
Epoch 0: |          | 6986/? [32:48<00:00,  3.55it/s]
Epoch 0: |          | 6986/? [32:48<00:00,  3.55it/s]
Epoch 0: |          | 6987/? [32:49<00:00,  3.55it/s]
Epoch 0: |          | 6987/? [32:49<00:00,  3.55it/s]
Epoch 0: |          | 6988/? [32:49<00:00,  3.55it/s]
Epoch 0: |          | 6988/? [32:49<00:00,  3.55it/s]
Epoch 0: |          | 6989/? [32:49<00:00,  3.55it/s]
Epoch 0: |          | 6989/? [32:49<00:00,  3.55it/s]
Epoch 0: |          | 6990/? [32:49<00:00,  3.55it/s]
Epoch 0: |          | 6990/? [32:49<00:00,  3.55it/s]
Epoch 0: |          | 6991/? [32:50<00:00,  3.55it/s]
Epoch 0: |          | 6991/? [32:50<00:00,  3.55it/s]
Epoch 0: |          | 6992/? [32:50<00:00,  3.55it/s]
Epoch 0: |          | 6992/? [32:50<00:00,  3.55it/s]
Epoch 0: |          | 6993/? [32:50<00:00,  3.55it/s]
Epoch 0: |          | 6993/? [32:50<00:00,  3.55it/s]
Epoch 0: |          | 6994/? [32:50<00:00,  3.55it/s]
Epoch 0: |          | 6994/? [32:50<00:00,  3.55it/s]
Epoch 0: |          | 6995/? [32:50<00:00,  3.55it/s]
Epoch 0: |          | 6995/? [32:50<00:00,  3.55it/s]
Epoch 0: |          | 6996/? [32:51<00:00,  3.55it/s]
Epoch 0: |          | 6996/? [32:51<00:00,  3.55it/s]
Epoch 0: |          | 6997/? [32:51<00:00,  3.55it/s]
Epoch 0: |          | 6997/? [32:51<00:00,  3.55it/s]
Epoch 0: |          | 6998/? [32:51<00:00,  3.55it/s]
Epoch 0: |          | 6998/? [32:51<00:00,  3.55it/s]
Epoch 0: |          | 6999/? [32:51<00:00,  3.55it/s]
Epoch 0: |          | 6999/? [32:51<00:00,  3.55it/s]
Epoch 0: |          | 7000/? [32:52<00:00,  3.55it/s]
Epoch 0: |          | 7000/? [32:52<00:00,  3.55it/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, 29.15it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.08it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.67it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.44it/s][A
[A
Epoch 0: |          | 7000/? [32:53<00:00,  3.55it/s]
Epoch 0: |          | 7001/? [32:54<00:00,  3.55it/s]
Epoch 0: |          | 7001/? [32:54<00:00,  3.55it/s]
Epoch 0: |          | 7002/? [32:54<00:00,  3.55it/s]
Epoch 0: |          | 7002/? [32:54<00:00,  3.55it/s]
Epoch 0: |          | 7003/? [32:54<00:00,  3.55it/s]
Epoch 0: |          | 7003/? [32:54<00:00,  3.55it/s]
Epoch 0: |          | 7004/? [32:54<00:00,  3.55it/s]
Epoch 0: |          | 7004/? [32:54<00:00,  3.55it/s]
Epoch 0: |          | 7005/? [32:55<00:00,  3.55it/s]
Epoch 0: |          | 7005/? [32:55<00:00,  3.55it/s]
Epoch 0: |          | 7006/? [32:55<00:00,  3.55it/s]
Epoch 0: |          | 7006/? [32:55<00:00,  3.55it/s]
Epoch 0: |          | 7007/? [32:55<00:00,  3.55it/s]
Epoch 0: |          | 7007/? [32:55<00:00,  3.55it/s]
Epoch 0: |          | 7008/? [32:55<00:00,  3.55it/s]
Epoch 0: |          | 7008/? [32:55<00:00,  3.55it/s]
Epoch 0: |          | 7009/? [32:56<00:00,  3.55it/s]
Epoch 0: |          | 7009/? [32:56<00:00,  3.55it/s]
Epoch 0: |          | 7010/? [32:56<00:00,  3.55it/s]
Epoch 0: |          | 7010/? [32:56<00:00,  3.55it/s]
Epoch 0: |          | 7011/? [32:56<00:00,  3.55it/s]
Epoch 0: |          | 7011/? [32:56<00:00,  3.55it/s]
Epoch 0: |          | 7012/? [32:56<00:00,  3.55it/s]
Epoch 0: |          | 7012/? [32:56<00:00,  3.55it/s]
Epoch 0: |          | 7013/? [32:56<00:00,  3.55it/s]
Epoch 0: |          | 7013/? [32:56<00:00,  3.55it/s]
Epoch 0: |          | 7014/? [32:57<00:00,  3.55it/s]
Epoch 0: |          | 7014/? [32:57<00:00,  3.55it/s]
Epoch 0: |          | 7015/? [32:57<00:00,  3.55it/s]
Epoch 0: |          | 7015/? [32:57<00:00,  3.55it/s]
Epoch 0: |          | 7016/? [32:57<00:00,  3.55it/s]
Epoch 0: |          | 7016/? [32:57<00:00,  3.55it/s]
Epoch 0: |          | 7017/? [32:57<00:00,  3.55it/s]
Epoch 0: |          | 7017/? [32:57<00:00,  3.55it/s]
Epoch 0: |          | 7018/? [32:58<00:00,  3.55it/s]
Epoch 0: |          | 7018/? [32:58<00:00,  3.55it/s]
Epoch 0: |          | 7019/? [32:58<00:00,  3.55it/s]
Epoch 0: |          | 7019/? [32:58<00:00,  3.55it/s]
Epoch 0: |          | 7020/? [32:58<00:00,  3.55it/s]
Epoch 0: |          | 7020/? [32:58<00:00,  3.55it/s]
Epoch 0: |          | 7021/? [32:58<00:00,  3.55it/s]
Epoch 0: |          | 7021/? [32:58<00:00,  3.55it/s]
Epoch 0: |          | 7022/? [32:58<00:00,  3.55it/s]
Epoch 0: |          | 7022/? [32:58<00:00,  3.55it/s]
Epoch 0: |          | 7023/? [32:59<00:00,  3.55it/s]
Epoch 0: |          | 7023/? [32:59<00:00,  3.55it/s]
Epoch 0: |          | 7024/? [32:59<00:00,  3.55it/s]
Epoch 0: |          | 7024/? [32:59<00:00,  3.55it/s]
Epoch 0: |          | 7025/? [32:59<00:00,  3.55it/s]
Epoch 0: |          | 7025/? [32:59<00:00,  3.55it/s]
Epoch 0: |          | 7026/? [32:59<00:00,  3.55it/s]
Epoch 0: |          | 7026/? [32:59<00:00,  3.55it/s]
Epoch 0: |          | 7027/? [33:00<00:00,  3.55it/s]
Epoch 0: |          | 7027/? [33:00<00:00,  3.55it/s]
Epoch 0: |          | 7028/? [33:00<00:00,  3.55it/s]
Epoch 0: |          | 7028/? [33:00<00:00,  3.55it/s]
Epoch 0: |          | 7029/? [33:00<00:00,  3.55it/s]
Epoch 0: |          | 7029/? [33:00<00:00,  3.55it/s]
Epoch 0: |          | 7030/? [33:00<00:00,  3.55it/s]
Epoch 0: |          | 7030/? [33:00<00:00,  3.55it/s]
Epoch 0: |          | 7031/? [33:01<00:00,  3.55it/s]
Epoch 0: |          | 7031/? [33:01<00:00,  3.55it/s]
Epoch 0: |          | 7032/? [33:01<00:00,  3.55it/s]
Epoch 0: |          | 7032/? [33:01<00:00,  3.55it/s]
Epoch 0: |          | 7033/? [33:01<00:00,  3.55it/s]
Epoch 0: |          | 7033/? [33:01<00:00,  3.55it/s]
Epoch 0: |          | 7034/? [33:01<00:00,  3.55it/s]
Epoch 0: |          | 7034/? [33:01<00:00,  3.55it/s]
Epoch 0: |          | 7035/? [33:02<00:00,  3.55it/s]
Epoch 0: |          | 7035/? [33:02<00:00,  3.55it/s]
Epoch 0: |          | 7036/? [33:02<00:00,  3.55it/s]
Epoch 0: |          | 7036/? [33:02<00:00,  3.55it/s]
Epoch 0: |          | 7037/? [33:02<00:00,  3.55it/s]
Epoch 0: |          | 7037/? [33:02<00:00,  3.55it/s]
Epoch 0: |          | 7038/? [33:02<00:00,  3.55it/s]
Epoch 0: |          | 7038/? [33:02<00:00,  3.55it/s]
Epoch 0: |          | 7039/? [33:02<00:00,  3.55it/s]
Epoch 0: |          | 7039/? [33:02<00:00,  3.55it/s]
Epoch 0: |          | 7040/? [33:03<00:00,  3.55it/s]
Epoch 0: |          | 7040/? [33:03<00:00,  3.55it/s]
Epoch 0: |          | 7041/? [33:03<00:00,  3.55it/s]
Epoch 0: |          | 7041/? [33:03<00:00,  3.55it/s]
Epoch 0: |          | 7042/? [33:03<00:00,  3.55it/s]
Epoch 0: |          | 7042/? [33:03<00:00,  3.55it/s]
Epoch 0: |          | 7043/? [33:03<00:00,  3.55it/s]
Epoch 0: |          | 7043/? [33:03<00:00,  3.55it/s]
Epoch 0: |          | 7044/? [33:04<00:00,  3.55it/s]
Epoch 0: |          | 7044/? [33:04<00:00,  3.55it/s]
Epoch 0: |          | 7045/? [33:04<00:00,  3.55it/s]
Epoch 0: |          | 7045/? [33:04<00:00,  3.55it/s]
Epoch 0: |          | 7046/? [33:04<00:00,  3.55it/s]
Epoch 0: |          | 7046/? [33:04<00:00,  3.55it/s]
Epoch 0: |          | 7047/? [33:04<00:00,  3.55it/s]
Epoch 0: |          | 7047/? [33:04<00:00,  3.55it/s]
Epoch 0: |          | 7048/? [33:05<00:00,  3.55it/s]
Epoch 0: |          | 7048/? [33:05<00:00,  3.55it/s]
Epoch 0: |          | 7049/? [33:05<00:00,  3.55it/s]
Epoch 0: |          | 7049/? [33:05<00:00,  3.55it/s]
Epoch 0: |          | 7050/? [33:05<00:00,  3.55it/s]
Epoch 0: |          | 7050/? [33:05<00:00,  3.55it/s]
Epoch 0: |          | 7051/? [33:05<00:00,  3.55it/s]
Epoch 0: |          | 7051/? [33:05<00:00,  3.55it/s]
Epoch 0: |          | 7052/? [33:05<00:00,  3.55it/s]
Epoch 0: |          | 7052/? [33:05<00:00,  3.55it/s]
Epoch 0: |          | 7053/? [33:06<00:00,  3.55it/s]
Epoch 0: |          | 7053/? [33:06<00:00,  3.55it/s]
Epoch 0: |          | 7054/? [33:06<00:00,  3.55it/s]
Epoch 0: |          | 7054/? [33:06<00:00,  3.55it/s]
Epoch 0: |          | 7055/? [33:06<00:00,  3.55it/s]
Epoch 0: |          | 7055/? [33:06<00:00,  3.55it/s]
Epoch 0: |          | 7056/? [33:06<00:00,  3.55it/s]
Epoch 0: |          | 7056/? [33:06<00:00,  3.55it/s]
Epoch 0: |          | 7057/? [33:07<00:00,  3.55it/s]
Epoch 0: |          | 7057/? [33:07<00:00,  3.55it/s]
Epoch 0: |          | 7058/? [33:07<00:00,  3.55it/s]
Epoch 0: |          | 7058/? [33:07<00:00,  3.55it/s]
Epoch 0: |          | 7059/? [33:07<00:00,  3.55it/s]
Epoch 0: |          | 7059/? [33:07<00:00,  3.55it/s]
Epoch 0: |          | 7060/? [33:07<00:00,  3.55it/s]
Epoch 0: |          | 7060/? [33:07<00:00,  3.55it/s]
Epoch 0: |          | 7061/? [33:07<00:00,  3.55it/s]
Epoch 0: |          | 7061/? [33:07<00:00,  3.55it/s]
Epoch 0: |          | 7062/? [33:08<00:00,  3.55it/s]
Epoch 0: |          | 7062/? [33:08<00:00,  3.55it/s]
Epoch 0: |          | 7063/? [33:08<00:00,  3.55it/s]
Epoch 0: |          | 7063/? [33:08<00:00,  3.55it/s]
Epoch 0: |          | 7064/? [33:08<00:00,  3.55it/s]
Epoch 0: |          | 7064/? [33:08<00:00,  3.55it/s]
Epoch 0: |          | 7065/? [33:08<00:00,  3.55it/s]
Epoch 0: |          | 7065/? [33:08<00:00,  3.55it/s]
Epoch 0: |          | 7066/? [33:09<00:00,  3.55it/s]
Epoch 0: |          | 7066/? [33:09<00:00,  3.55it/s]
Epoch 0: |          | 7067/? [33:09<00:00,  3.55it/s]
Epoch 0: |          | 7067/? [33:09<00:00,  3.55it/s]
Epoch 0: |          | 7068/? [33:09<00:00,  3.55it/s]
Epoch 0: |          | 7068/? [33:09<00:00,  3.55it/s]
Epoch 0: |          | 7069/? [33:09<00:00,  3.55it/s]
Epoch 0: |          | 7069/? [33:09<00:00,  3.55it/s]
Epoch 0: |          | 7070/? [33:10<00:00,  3.55it/s]
Epoch 0: |          | 7070/? [33:10<00:00,  3.55it/s]
Epoch 0: |          | 7071/? [33:10<00:00,  3.55it/s]
Epoch 0: |          | 7071/? [33:10<00:00,  3.55it/s]
Epoch 0: |          | 7072/? [33:10<00:00,  3.55it/s]
Epoch 0: |          | 7072/? [33:10<00:00,  3.55it/s]
Epoch 0: |          | 7073/? [33:10<00:00,  3.55it/s]
Epoch 0: |          | 7073/? [33:10<00:00,  3.55it/s]
Epoch 0: |          | 7074/? [33:10<00:00,  3.55it/s]
Epoch 0: |          | 7074/? [33:10<00:00,  3.55it/s]
Epoch 0: |          | 7075/? [33:11<00:00,  3.55it/s]
Epoch 0: |          | 7075/? [33:11<00:00,  3.55it/s]
Epoch 0: |          | 7076/? [33:11<00:00,  3.55it/s]
Epoch 0: |          | 7076/? [33:11<00:00,  3.55it/s]
Epoch 0: |          | 7077/? [33:11<00:00,  3.55it/s]
Epoch 0: |          | 7077/? [33:11<00:00,  3.55it/s]
Epoch 0: |          | 7078/? [33:11<00:00,  3.55it/s]
Epoch 0: |          | 7078/? [33:11<00:00,  3.55it/s]
Epoch 0: |          | 7079/? [33:12<00:00,  3.55it/s]
Epoch 0: |          | 7079/? [33:12<00:00,  3.55it/s]
Epoch 0: |          | 7080/? [33:12<00:00,  3.55it/s]
Epoch 0: |          | 7080/? [33:12<00:00,  3.55it/s]
Epoch 0: |          | 7081/? [33:12<00:00,  3.55it/s]
Epoch 0: |          | 7081/? [33:12<00:00,  3.55it/s]
Epoch 0: |          | 7082/? [33:12<00:00,  3.55it/s]
Epoch 0: |          | 7082/? [33:12<00:00,  3.55it/s]
Epoch 0: |          | 7083/? [33:12<00:00,  3.55it/s]
Epoch 0: |          | 7083/? [33:12<00:00,  3.55it/s]
Epoch 0: |          | 7084/? [33:13<00:00,  3.55it/s]
Epoch 0: |          | 7084/? [33:13<00:00,  3.55it/s]
Epoch 0: |          | 7085/? [33:13<00:00,  3.55it/s]
Epoch 0: |          | 7085/? [33:13<00:00,  3.55it/s]
Epoch 0: |          | 7086/? [33:13<00:00,  3.55it/s]
Epoch 0: |          | 7086/? [33:13<00:00,  3.55it/s]
Epoch 0: |          | 7087/? [33:13<00:00,  3.55it/s]
Epoch 0: |          | 7087/? [33:13<00:00,  3.55it/s]
Epoch 0: |          | 7088/? [33:14<00:00,  3.55it/s]
Epoch 0: |          | 7088/? [33:14<00:00,  3.55it/s]
Epoch 0: |          | 7089/? [33:14<00:00,  3.55it/s]
Epoch 0: |          | 7089/? [33:14<00:00,  3.55it/s]
Epoch 0: |          | 7090/? [33:14<00:00,  3.55it/s]
Epoch 0: |          | 7090/? [33:14<00:00,  3.55it/s]
Epoch 0: |          | 7091/? [33:14<00:00,  3.55it/s]
Epoch 0: |          | 7091/? [33:14<00:00,  3.55it/s]
Epoch 0: |          | 7092/? [33:15<00:00,  3.55it/s]
Epoch 0: |          | 7092/? [33:15<00:00,  3.55it/s]
Epoch 0: |          | 7093/? [33:15<00:00,  3.55it/s]
Epoch 0: |          | 7093/? [33:15<00:00,  3.55it/s]
Epoch 0: |          | 7094/? [33:15<00:00,  3.55it/s]
Epoch 0: |          | 7094/? [33:15<00:00,  3.55it/s]
Epoch 0: |          | 7095/? [33:15<00:00,  3.56it/s]
Epoch 0: |          | 7095/? [33:15<00:00,  3.56it/s]
Epoch 0: |          | 7096/? [33:15<00:00,  3.56it/s]
Epoch 0: |          | 7096/? [33:15<00:00,  3.56it/s]
Epoch 0: |          | 7097/? [33:16<00:00,  3.56it/s]
Epoch 0: |          | 7097/? [33:16<00:00,  3.56it/s]
Epoch 0: |          | 7098/? [33:16<00:00,  3.56it/s]
Epoch 0: |          | 7098/? [33:16<00:00,  3.56it/s]
Epoch 0: |          | 7099/? [33:16<00:00,  3.56it/s]
Epoch 0: |          | 7099/? [33:16<00:00,  3.56it/s]
Epoch 0: |          | 7100/? [33:16<00:00,  3.56it/s]
Epoch 0: |          | 7100/? [33:16<00:00,  3.56it/s]
Epoch 0: |          | 7101/? [33:17<00:00,  3.56it/s]
Epoch 0: |          | 7101/? [33:17<00:00,  3.56it/s]
Epoch 0: |          | 7102/? [33:17<00:00,  3.56it/s]
Epoch 0: |          | 7102/? [33:17<00:00,  3.56it/s]
Epoch 0: |          | 7103/? [33:17<00:00,  3.56it/s]
Epoch 0: |          | 7103/? [33:17<00:00,  3.56it/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, 29.67it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.03it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.61it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.44it/s][A
[A
Epoch 0: |          | 7200/? [33:41<00:00,  3.56it/s]
Epoch 0: |          | 7201/? [33:41<00:00,  3.56it/s]
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Epoch 0: |          | 7300/? [34:04<00:00,  3.57it/s]
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Epoch 0: |          | 7301/? [34:04<00:00,  3.57it/s]
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Epoch 0: |          | 7307/? [34:05<00:00,  3.57it/s]
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Epoch 0: |          | 7308/? [34:06<00:00,  3.57it/s]
Epoch 0: |          | 7308/? [34:06<00:00,  3.57it/s]
Epoch 0: |          | 7309/? [34:06<00:00,  3.57it/s]
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Epoch 0: |          | 7310/? [34:06<00:00,  3.57it/s]
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Epoch 0: |          | 7311/? [34:06<00:00,  3.57it/s]
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Epoch 0: |          | 7312/? [34:06<00:00,  3.57it/s]
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Epoch 0: |          | 7313/? [34:07<00:00,  3.57it/s]
Epoch 0: |          | 7313/? [34:07<00:00,  3.57it/s]
Epoch 0: |          | 7314/? [34:07<00:00,  3.57it/s]
Epoch 0: |          | 7314/? [34:07<00:00,  3.57it/s]
Epoch 0: |          | 7315/? [34:07<00:00,  3.57it/s]
Epoch 0: |          | 7315/? [34:07<00:00,  3.57it/s]
Epoch 0: |          | 7316/? [34:07<00:00,  3.57it/s]
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Epoch 0: |          | 7317/? [34:08<00:00,  3.57it/s]
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Epoch 0: |          | 7318/? [34:08<00:00,  3.57it/s]
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Epoch 0: |          | 7319/? [34:08<00:00,  3.57it/s]
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Epoch 0: |          | 7320/? [34:08<00:00,  3.57it/s]
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Epoch 0: |          | 7321/? [34:09<00:00,  3.57it/s]
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Epoch 0: |          | 7322/? [34:09<00:00,  3.57it/s]
Epoch 0: |          | 7322/? [34:09<00:00,  3.57it/s]
Epoch 0: |          | 7323/? [34:09<00:00,  3.57it/s]
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Epoch 0: |          | 7324/? [34:09<00:00,  3.57it/s]
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Epoch 0: |          | 7325/? [34:09<00:00,  3.57it/s]
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Epoch 0: |          | 7326/? [34:10<00:00,  3.57it/s]
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Epoch 0: |          | 7327/? [34:10<00:00,  3.57it/s]
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Epoch 0: |          | 7328/? [34:10<00:00,  3.57it/s]
Epoch 0: |          | 7328/? [34:10<00:00,  3.57it/s]
Epoch 0: |          | 7329/? [34:10<00:00,  3.57it/s]
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Epoch 0: |          | 7330/? [34:11<00:00,  3.57it/s]
Epoch 0: |          | 7330/? [34:11<00:00,  3.57it/s]
Epoch 0: |          | 7331/? [34:11<00:00,  3.57it/s]
Epoch 0: |          | 7331/? [34:11<00:00,  3.57it/s]
Epoch 0: |          | 7332/? [34:11<00:00,  3.57it/s]
Epoch 0: |          | 7332/? [34:11<00:00,  3.57it/s]
Epoch 0: |          | 7333/? [34:11<00:00,  3.57it/s]
Epoch 0: |          | 7333/? [34:11<00:00,  3.57it/s]
Epoch 0: |          | 7334/? [34:11<00:00,  3.57it/s]
Epoch 0: |          | 7334/? [34:11<00:00,  3.57it/s]
Epoch 0: |          | 7335/? [34:12<00:00,  3.57it/s]
Epoch 0: |          | 7335/? [34:12<00:00,  3.57it/s]
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Epoch 0: |          | 7336/? [34:12<00:00,  3.57it/s]
Epoch 0: |          | 7337/? [34:12<00:00,  3.57it/s]
Epoch 0: |          | 7337/? [34:12<00:00,  3.57it/s]
Epoch 0: |          | 7338/? [34:12<00:00,  3.57it/s]
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Epoch 0: |          | 7339/? [34:13<00:00,  3.57it/s]
Epoch 0: |          | 7339/? [34:13<00:00,  3.57it/s]
Epoch 0: |          | 7340/? [34:13<00:00,  3.57it/s]
Epoch 0: |          | 7340/? [34:13<00:00,  3.57it/s]
Epoch 0: |          | 7341/? [34:13<00:00,  3.57it/s]
Epoch 0: |          | 7341/? [34:13<00:00,  3.57it/s]
Epoch 0: |          | 7342/? [34:13<00:00,  3.57it/s]
Epoch 0: |          | 7342/? [34:13<00:00,  3.57it/s]
Epoch 0: |          | 7343/? [34:13<00:00,  3.58it/s]
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Epoch 0: |          | 7344/? [34:14<00:00,  3.58it/s]
Epoch 0: |          | 7344/? [34:14<00:00,  3.58it/s]
Epoch 0: |          | 7345/? [34:14<00:00,  3.58it/s]
Epoch 0: |          | 7345/? [34:14<00:00,  3.58it/s]
Epoch 0: |          | 7346/? [34:14<00:00,  3.58it/s]
Epoch 0: |          | 7346/? [34:14<00:00,  3.58it/s]
Epoch 0: |          | 7347/? [34:14<00:00,  3.58it/s]
Epoch 0: |          | 7347/? [34:14<00:00,  3.58it/s]
Epoch 0: |          | 7348/? [34:15<00:00,  3.58it/s]
Epoch 0: |          | 7348/? [34:15<00:00,  3.58it/s]
Epoch 0: |          | 7349/? [34:15<00:00,  3.58it/s]
Epoch 0: |          | 7349/? [34:15<00:00,  3.58it/s]
Epoch 0: |          | 7350/? [34:15<00:00,  3.58it/s]
Epoch 0: |          | 7350/? [34:15<00:00,  3.58it/s]
Epoch 0: |          | 7351/? [34:15<00:00,  3.58it/s]
Epoch 0: |          | 7351/? [34:15<00:00,  3.58it/s]
Epoch 0: |          | 7352/? [34:15<00:00,  3.58it/s]
Epoch 0: |          | 7352/? [34:15<00:00,  3.58it/s]
Epoch 0: |          | 7353/? [34:16<00:00,  3.58it/s]
Epoch 0: |          | 7353/? [34:16<00:00,  3.58it/s]
Epoch 0: |          | 7354/? [34:16<00:00,  3.58it/s]
Epoch 0: |          | 7354/? [34:16<00:00,  3.58it/s]
Epoch 0: |          | 7355/? [34:16<00:00,  3.58it/s]
Epoch 0: |          | 7355/? [34:16<00:00,  3.58it/s]
Epoch 0: |          | 7356/? [34:16<00:00,  3.58it/s]
Epoch 0: |          | 7356/? [34:16<00:00,  3.58it/s]
Epoch 0: |          | 7357/? [34:17<00:00,  3.58it/s]
Epoch 0: |          | 7357/? [34:17<00:00,  3.58it/s]
Epoch 0: |          | 7358/? [34:17<00:00,  3.58it/s]
Epoch 0: |          | 7358/? [34:17<00:00,  3.58it/s]
Epoch 0: |          | 7359/? [34:17<00:00,  3.58it/s]
Epoch 0: |          | 7359/? [34:17<00:00,  3.58it/s]
Epoch 0: |          | 7360/? [34:17<00:00,  3.58it/s]
Epoch 0: |          | 7360/? [34:17<00:00,  3.58it/s]
Epoch 0: |          | 7361/? [34:18<00:00,  3.58it/s]
Epoch 0: |          | 7361/? [34:18<00:00,  3.58it/s]
Epoch 0: |          | 7362/? [34:18<00:00,  3.58it/s]
Epoch 0: |          | 7362/? [34:18<00:00,  3.58it/s]
Epoch 0: |          | 7363/? [34:18<00:00,  3.58it/s]
Epoch 0: |          | 7363/? [34:18<00:00,  3.58it/s]
Epoch 0: |          | 7364/? [34:18<00:00,  3.58it/s]
Epoch 0: |          | 7364/? [34:18<00:00,  3.58it/s]
Epoch 0: |          | 7365/? [34:18<00:00,  3.58it/s]
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Epoch 0: |          | 7366/? [34:19<00:00,  3.58it/s]
Epoch 0: |          | 7366/? [34:19<00:00,  3.58it/s]
Epoch 0: |          | 7367/? [34:19<00:00,  3.58it/s]
Epoch 0: |          | 7367/? [34:19<00:00,  3.58it/s]
Epoch 0: |          | 7368/? [34:19<00:00,  3.58it/s]
Epoch 0: |          | 7368/? [34:19<00:00,  3.58it/s]
Epoch 0: |          | 7369/? [34:19<00:00,  3.58it/s]
Epoch 0: |          | 7369/? [34:19<00:00,  3.58it/s]
Epoch 0: |          | 7370/? [34:20<00:00,  3.58it/s]
Epoch 0: |          | 7370/? [34:20<00:00,  3.58it/s]
Epoch 0: |          | 7371/? [34:20<00:00,  3.58it/s]
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Epoch 0: |          | 7375/? [34:21<00:00,  3.58it/s]
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Epoch 0: |          | 7378/? [34:21<00:00,  3.58it/s]
Epoch 0: |          | 7379/? [34:22<00:00,  3.58it/s]
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Epoch 0: |          | 7380/? [34:22<00:00,  3.58it/s]
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Epoch 0: |          | 7384/? [34:23<00:00,  3.58it/s]
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Epoch 0: |          | 7389/? [34:24<00:00,  3.58it/s]
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Epoch 0: |          | 7397/? [34:26<00:00,  3.58it/s]
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Epoch 0: |          | 7398/? [34:26<00:00,  3.58it/s]
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Epoch 0: |          | 7399/? [34:26<00:00,  3.58it/s]
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Epoch 0: |          | 7400/? [34:26<00:00,  3.58it/s]
Epoch 0: |          | 7400/? [34:26<00:00,  3.58it/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, 28.65it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:01<00:01,  1.67it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:02<00:00,  1.38it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:02<00:00,  1.58it/s][A
[A
Epoch 0: |          | 7400/? [34:29<00:00,  3.58it/s]
Epoch 0: |          | 7401/? [34:30<00:00,  3.57it/s]
Epoch 0: |          | 7401/? [34:30<00:00,  3.57it/s]
Epoch 0: |          | 7402/? [34:30<00:00,  3.57it/s]
Epoch 0: |          | 7402/? [34:30<00:00,  3.57it/s]
Epoch 0: |          | 7403/? [34:30<00:00,  3.57it/s]
Epoch 0: |          | 7403/? [34:30<00:00,  3.57it/s]
Epoch 0: |          | 7404/? [34:31<00:00,  3.57it/s]
Epoch 0: |          | 7404/? [34:31<00:00,  3.57it/s]
Epoch 0: |          | 7405/? [34:31<00:00,  3.58it/s]
Epoch 0: |          | 7405/? [34:31<00:00,  3.58it/s]
Epoch 0: |          | 7406/? [34:31<00:00,  3.58it/s]
Epoch 0: |          | 7406/? [34:31<00:00,  3.58it/s]
Epoch 0: |          | 7407/? [34:31<00:00,  3.58it/s]
Epoch 0: |          | 7407/? [34:31<00:00,  3.58it/s]
Epoch 0: |          | 7408/? [34:31<00:00,  3.58it/s]
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Epoch 0: |          | 7409/? [34:32<00:00,  3.58it/s]
Epoch 0: |          | 7409/? [34:32<00:00,  3.58it/s]
Epoch 0: |          | 7410/? [34:32<00:00,  3.58it/s]
Epoch 0: |          | 7410/? [34:32<00:00,  3.58it/s]
Epoch 0: |          | 7411/? [34:32<00:00,  3.58it/s]
Epoch 0: |          | 7411/? [34:32<00:00,  3.58it/s]
Epoch 0: |          | 7412/? [34:32<00:00,  3.58it/s]
Epoch 0: |          | 7412/? [34:32<00:00,  3.58it/s]
Epoch 0: |          | 7413/? [34:33<00:00,  3.58it/s]
Epoch 0: |          | 7413/? [34:33<00:00,  3.58it/s]
Epoch 0: |          | 7414/? [34:33<00:00,  3.58it/s]
Epoch 0: |          | 7414/? [34:33<00:00,  3.58it/s]
Epoch 0: |          | 7415/? [34:33<00:00,  3.58it/s]
Epoch 0: |          | 7415/? [34:33<00:00,  3.58it/s]
Epoch 0: |          | 7416/? [34:33<00:00,  3.58it/s]
Epoch 0: |          | 7416/? [34:33<00:00,  3.58it/s]
Epoch 0: |          | 7417/? [34:34<00:00,  3.58it/s]
Epoch 0: |          | 7417/? [34:34<00:00,  3.58it/s]
Epoch 0: |          | 7418/? [34:34<00:00,  3.58it/s]
Epoch 0: |          | 7418/? [34:34<00:00,  3.58it/s]
Epoch 0: |          | 7419/? [34:34<00:00,  3.58it/s]
Epoch 0: |          | 7419/? [34:34<00:00,  3.58it/s]
Epoch 0: |          | 7420/? [34:34<00:00,  3.58it/s]
Epoch 0: |          | 7420/? [34:34<00:00,  3.58it/s]
Epoch 0: |          | 7421/? [34:34<00:00,  3.58it/s]
Epoch 0: |          | 7421/? [34:34<00:00,  3.58it/s]
Epoch 0: |          | 7422/? [34:35<00:00,  3.58it/s]
Epoch 0: |          | 7422/? [34:35<00:00,  3.58it/s]
Epoch 0: |          | 7423/? [34:35<00:00,  3.58it/s]
Epoch 0: |          | 7423/? [34:35<00:00,  3.58it/s]
Epoch 0: |          | 7424/? [34:35<00:00,  3.58it/s]
Epoch 0: |          | 7424/? [34:35<00:00,  3.58it/s]
Epoch 0: |          | 7425/? [34:35<00:00,  3.58it/s]
Epoch 0: |          | 7425/? [34:35<00:00,  3.58it/s]
Epoch 0: |          | 7426/? [34:36<00:00,  3.58it/s]
Epoch 0: |          | 7426/? [34:36<00:00,  3.58it/s]
Epoch 0: |          | 7427/? [34:36<00:00,  3.58it/s]
Epoch 0: |          | 7427/? [34:36<00:00,  3.58it/s]
Epoch 0: |          | 7428/? [34:36<00:00,  3.58it/s]
Epoch 0: |          | 7428/? [34:36<00:00,  3.58it/s]
Epoch 0: |          | 7429/? [34:36<00:00,  3.58it/s]
Epoch 0: |          | 7429/? [34:36<00:00,  3.58it/s]
Epoch 0: |          | 7430/? [34:36<00:00,  3.58it/s]
Epoch 0: |          | 7430/? [34:36<00:00,  3.58it/s]
Epoch 0: |          | 7431/? [34:37<00:00,  3.58it/s]
Epoch 0: |          | 7431/? [34:37<00:00,  3.58it/s]
Epoch 0: |          | 7432/? [34:37<00:00,  3.58it/s]
Epoch 0: |          | 7432/? [34:37<00:00,  3.58it/s]
Epoch 0: |          | 7433/? [34:37<00:00,  3.58it/s]
Epoch 0: |          | 7433/? [34:37<00:00,  3.58it/s]
Epoch 0: |          | 7434/? [34:37<00:00,  3.58it/s]
Epoch 0: |          | 7434/? [34:37<00:00,  3.58it/s]
Epoch 0: |          | 7435/? [34:38<00:00,  3.58it/s]
Epoch 0: |          | 7435/? [34:38<00:00,  3.58it/s]
Epoch 0: |          | 7436/? [34:38<00:00,  3.58it/s]
Epoch 0: |          | 7436/? [34:38<00:00,  3.58it/s]
Epoch 0: |          | 7437/? [34:38<00:00,  3.58it/s]
Epoch 0: |          | 7437/? [34:38<00:00,  3.58it/s]
Epoch 0: |          | 7438/? [34:38<00:00,  3.58it/s]
Epoch 0: |          | 7438/? [34:38<00:00,  3.58it/s]
Epoch 0: |          | 7439/? [34:38<00:00,  3.58it/s]
Epoch 0: |          | 7439/? [34:38<00:00,  3.58it/s]
Epoch 0: |          | 7440/? [34:39<00:00,  3.58it/s]
Epoch 0: |          | 7440/? [34:39<00:00,  3.58it/s]
Epoch 0: |          | 7441/? [34:39<00:00,  3.58it/s]
Epoch 0: |          | 7441/? [34:39<00:00,  3.58it/s]
Epoch 0: |          | 7442/? [34:39<00:00,  3.58it/s]
Epoch 0: |          | 7442/? [34:39<00:00,  3.58it/s]
Epoch 0: |          | 7443/? [34:39<00:00,  3.58it/s]
Epoch 0: |          | 7443/? [34:39<00:00,  3.58it/s]
Epoch 0: |          | 7444/? [34:40<00:00,  3.58it/s]
Epoch 0: |          | 7444/? [34:40<00:00,  3.58it/s]
Epoch 0: |          | 7445/? [34:40<00:00,  3.58it/s]
Epoch 0: |          | 7445/? [34:40<00:00,  3.58it/s]
Epoch 0: |          | 7446/? [34:40<00:00,  3.58it/s]
Epoch 0: |          | 7446/? [34:40<00:00,  3.58it/s]
Epoch 0: |          | 7447/? [34:40<00:00,  3.58it/s]
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Epoch 0: |          | 7448/? [34:41<00:00,  3.58it/s]
Epoch 0: |          | 7448/? [34:41<00:00,  3.58it/s]
Epoch 0: |          | 7449/? [34:41<00:00,  3.58it/s]
Epoch 0: |          | 7449/? [34:41<00:00,  3.58it/s]
Epoch 0: |          | 7450/? [34:41<00:00,  3.58it/s]
Epoch 0: |          | 7450/? [34:41<00:00,  3.58it/s]
Epoch 0: |          | 7451/? [34:41<00:00,  3.58it/s]
Epoch 0: |          | 7451/? [34:41<00:00,  3.58it/s]
Epoch 0: |          | 7452/? [34:42<00:00,  3.58it/s]
Epoch 0: |          | 7452/? [34:42<00:00,  3.58it/s]
Epoch 0: |          | 7453/? [34:42<00:00,  3.58it/s]
Epoch 0: |          | 7453/? [34:42<00:00,  3.58it/s]
Epoch 0: |          | 7454/? [34:42<00:00,  3.58it/s]
Epoch 0: |          | 7454/? [34:42<00:00,  3.58it/s]
Epoch 0: |          | 7455/? [34:42<00:00,  3.58it/s]
Epoch 0: |          | 7455/? [34:42<00:00,  3.58it/s]
Epoch 0: |          | 7456/? [34:42<00:00,  3.58it/s]
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Epoch 0: |          | 7457/? [34:43<00:00,  3.58it/s]
Epoch 0: |          | 7457/? [34:43<00:00,  3.58it/s]
Epoch 0: |          | 7458/? [34:43<00:00,  3.58it/s]
Epoch 0: |          | 7458/? [34:43<00:00,  3.58it/s]
Epoch 0: |          | 7459/? [34:43<00:00,  3.58it/s]
Epoch 0: |          | 7459/? [34:43<00:00,  3.58it/s]
Epoch 0: |          | 7460/? [34:43<00:00,  3.58it/s]
Epoch 0: |          | 7460/? [34:43<00:00,  3.58it/s]
Epoch 0: |          | 7461/? [34:44<00:00,  3.58it/s]
Epoch 0: |          | 7461/? [34:44<00:00,  3.58it/s]
Epoch 0: |          | 7462/? [34:44<00:00,  3.58it/s]
Epoch 0: |          | 7462/? [34:44<00:00,  3.58it/s]
Epoch 0: |          | 7463/? [34:44<00:00,  3.58it/s]
Epoch 0: |          | 7463/? [34:44<00:00,  3.58it/s]
Epoch 0: |          | 7464/? [34:44<00:00,  3.58it/s]
Epoch 0: |          | 7464/? [34:44<00:00,  3.58it/s]
Epoch 0: |          | 7465/? [34:44<00:00,  3.58it/s]
Epoch 0: |          | 7465/? [34:44<00:00,  3.58it/s]
Epoch 0: |          | 7466/? [34:45<00:00,  3.58it/s]
Epoch 0: |          | 7466/? [34:45<00:00,  3.58it/s]
Epoch 0: |          | 7467/? [34:45<00:00,  3.58it/s]
Epoch 0: |          | 7467/? [34:45<00:00,  3.58it/s]
Epoch 0: |          | 7468/? [34:45<00:00,  3.58it/s]
Epoch 0: |          | 7468/? [34:45<00:00,  3.58it/s]
Epoch 0: |          | 7469/? [34:45<00:00,  3.58it/s]
Epoch 0: |          | 7469/? [34:45<00:00,  3.58it/s]
Epoch 0: |          | 7470/? [34:46<00:00,  3.58it/s]
Epoch 0: |          | 7470/? [34:46<00:00,  3.58it/s]
Epoch 0: |          | 7471/? [34:46<00:00,  3.58it/s]
Epoch 0: |          | 7471/? [34:46<00:00,  3.58it/s]
Epoch 0: |          | 7472/? [34:46<00:00,  3.58it/s]
Epoch 0: |          | 7472/? [34:46<00:00,  3.58it/s]
Epoch 0: |          | 7473/? [34:46<00:00,  3.58it/s]
Epoch 0: |          | 7473/? [34:46<00:00,  3.58it/s]
Epoch 0: |          | 7474/? [34:46<00:00,  3.58it/s]
Epoch 0: |          | 7474/? [34:46<00:00,  3.58it/s]
Epoch 0: |          | 7475/? [34:47<00:00,  3.58it/s]
Epoch 0: |          | 7475/? [34:47<00:00,  3.58it/s]
Epoch 0: |          | 7476/? [34:47<00:00,  3.58it/s]
Epoch 0: |          | 7476/? [34:47<00:00,  3.58it/s]
Epoch 0: |          | 7477/? [34:47<00:00,  3.58it/s]
Epoch 0: |          | 7477/? [34:47<00:00,  3.58it/s]
Epoch 0: |          | 7478/? [34:47<00:00,  3.58it/s]
Epoch 0: |          | 7478/? [34:47<00:00,  3.58it/s]
Epoch 0: |          | 7479/? [34:48<00:00,  3.58it/s]
Epoch 0: |          | 7479/? [34:48<00:00,  3.58it/s]
Epoch 0: |          | 7480/? [34:48<00:00,  3.58it/s]
Epoch 0: |          | 7480/? [34:48<00:00,  3.58it/s]
Epoch 0: |          | 7481/? [34:48<00:00,  3.58it/s]
Epoch 0: |          | 7481/? [34:48<00:00,  3.58it/s]
Epoch 0: |          | 7482/? [34:48<00:00,  3.58it/s]
Epoch 0: |          | 7482/? [34:48<00:00,  3.58it/s]
Epoch 0: |          | 7483/? [34:49<00:00,  3.58it/s]
Epoch 0: |          | 7483/? [34:49<00:00,  3.58it/s]
Epoch 0: |          | 7484/? [34:49<00:00,  3.58it/s]
Epoch 0: |          | 7484/? [34:49<00:00,  3.58it/s]
Epoch 0: |          | 7485/? [34:49<00:00,  3.58it/s]
Epoch 0: |          | 7485/? [34:49<00:00,  3.58it/s]
Epoch 0: |          | 7486/? [34:49<00:00,  3.58it/s]
Epoch 0: |          | 7486/? [34:49<00:00,  3.58it/s]
Epoch 0: |          | 7487/? [34:49<00:00,  3.58it/s]
Epoch 0: |          | 7487/? [34:49<00:00,  3.58it/s]
Epoch 0: |          | 7488/? [34:50<00:00,  3.58it/s]
Epoch 0: |          | 7488/? [34:50<00:00,  3.58it/s]
Epoch 0: |          | 7489/? [34:50<00:00,  3.58it/s]
Epoch 0: |          | 7489/? [34:50<00:00,  3.58it/s]
Epoch 0: |          | 7490/? [34:50<00:00,  3.58it/s]
Epoch 0: |          | 7490/? [34:50<00:00,  3.58it/s]
Epoch 0: |          | 7491/? [34:50<00:00,  3.58it/s]
Epoch 0: |          | 7491/? [34:50<00:00,  3.58it/s]
Epoch 0: |          | 7492/? [34:51<00:00,  3.58it/s]
Epoch 0: |          | 7492/? [34:51<00:00,  3.58it/s]
Epoch 0: |          | 7493/? [34:51<00:00,  3.58it/s]
Epoch 0: |          | 7493/? [34:51<00:00,  3.58it/s]
Epoch 0: |          | 7494/? [34:51<00:00,  3.58it/s]
Epoch 0: |          | 7494/? [34:51<00:00,  3.58it/s]
Epoch 0: |          | 7495/? [34:51<00:00,  3.58it/s]
Epoch 0: |          | 7495/? [34:51<00:00,  3.58it/s]
Epoch 0: |          | 7496/? [34:51<00:00,  3.58it/s]
Epoch 0: |          | 7496/? [34:51<00:00,  3.58it/s]
Epoch 0: |          | 7497/? [34:52<00:00,  3.58it/s]
Epoch 0: |          | 7497/? [34:52<00:00,  3.58it/s]
Epoch 0: |          | 7498/? [34:52<00:00,  3.58it/s]
Epoch 0: |          | 7498/? [34:52<00:00,  3.58it/s]
Epoch 0: |          | 7499/? [34:52<00:00,  3.58it/s]
Epoch 0: |          | 7499/? [34:52<00:00,  3.58it/s]
Epoch 0: |          | 7500/? [34:52<00:00,  3.58it/s]
Epoch 0: |          | 7500/? [34:52<00:00,  3.58it/s]
Epoch 0: |          | 7501/? [34:53<00:00,  3.58it/s]
Epoch 0: |          | 7501/? [34:53<00:00,  3.58it/s]
Epoch 0: |          | 7502/? [34:53<00:00,  3.58it/s]
Epoch 0: |          | 7502/? [34:53<00:00,  3.58it/s]
Epoch 0: |          | 7503/? [34:53<00:00,  3.58it/s]
Epoch 0: |          | 7503/? [34:53<00:00,  3.58it/s]
Epoch 0: |          | 7504/? [34:53<00:00,  3.58it/s]
Epoch 0: |          | 7504/? [34:53<00:00,  3.58it/s]
Epoch 0: |          | 7505/? [34:54<00:00,  3.58it/s]
Epoch 0: |          | 7505/? [34:54<00:00,  3.58it/s]
Epoch 0: |          | 7506/? [34:54<00:00,  3.58it/s]
Epoch 0: |          | 7506/? [34:54<00:00,  3.58it/s]
Epoch 0: |          | 7507/? [34:54<00:00,  3.58it/s]
Epoch 0: |          | 7507/? [34:54<00:00,  3.58it/s]
Epoch 0: |          | 7508/? [34:54<00:00,  3.58it/s]
Epoch 0: |          | 7508/? [34:54<00:00,  3.58it/s]
Epoch 0: |          | 7509/? [34:54<00:00,  3.58it/s]
Epoch 0: |          | 7509/? [34:54<00:00,  3.58it/s]
Epoch 0: |          | 7510/? [34:55<00:00,  3.58it/s]
Epoch 0: |          | 7510/? [34:55<00:00,  3.58it/s]
Epoch 0: |          | 7511/? [34:55<00:00,  3.58it/s]
Epoch 0: |          | 7511/? [34:55<00:00,  3.58it/s]
Epoch 0: |          | 7512/? [34:55<00:00,  3.58it/s]
Epoch 0: |          | 7512/? [34:55<00:00,  3.58it/s]
Epoch 0: |          | 7513/? [34:55<00:00,  3.58it/s]
Epoch 0: |          | 7513/? [34:55<00:00,  3.58it/s]
Epoch 0: |          | 7514/? [34:56<00:00,  3.58it/s]
Epoch 0: |          | 7514/? [34:56<00:00,  3.58it/s]
Epoch 0: |          | 7515/? [34:56<00:00,  3.58it/s]
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Epoch 0: |          | 7516/? [34:56<00:00,  3.59it/s]
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Epoch 0: |          | 7522/? [34:57<00:00,  3.59it/s]
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Epoch 0: |          | 7524/? [34:58<00:00,  3.59it/s]
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Epoch 0: |          | 7527/? [34:58<00:00,  3.59it/s]
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Epoch 0: |          | 7528/? [34:59<00:00,  3.59it/s]
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Epoch 0: |          | 7529/? [34:59<00:00,  3.59it/s]
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Epoch 0: |          | 7530/? [34:59<00:00,  3.59it/s]
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Epoch 0: |          | 7531/? [34:59<00:00,  3.59it/s]
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Epoch 0: |          | 7532/? [35:00<00:00,  3.59it/s]
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Epoch 0: |          | 7533/? [35:00<00:00,  3.59it/s]
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Epoch 0: |          | 7534/? [35:00<00:00,  3.59it/s]
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Epoch 0: |          | 7535/? [35:00<00:00,  3.59it/s]
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Epoch 0: |          | 7536/? [35:01<00:00,  3.59it/s]
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Epoch 0: |          | 7537/? [35:01<00:00,  3.59it/s]
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Epoch 0: |          | 7538/? [35:01<00:00,  3.59it/s]
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Epoch 0: |          | 7539/? [35:01<00:00,  3.59it/s]
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Epoch 0: |          | 7540/? [35:01<00:00,  3.59it/s]
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Epoch 0: |          | 7541/? [35:02<00:00,  3.59it/s]
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Epoch 0: |          | 7542/? [35:02<00:00,  3.59it/s]
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Epoch 0: |          | 7543/? [35:02<00:00,  3.59it/s]
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Epoch 0: |          | 7548/? [35:03<00:00,  3.59it/s]
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Epoch 0: |          | 7550/? [35:04<00:00,  3.59it/s]
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Epoch 0: |          | 7551/? [35:04<00:00,  3.59it/s]
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Epoch 0: |          | 7552/? [35:04<00:00,  3.59it/s]
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Epoch 0: |          | 7553/? [35:04<00:00,  3.59it/s]
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Epoch 0: |          | 7555/? [35:05<00:00,  3.59it/s]
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Epoch 0: |          | 7556/? [35:05<00:00,  3.59it/s]
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Epoch 0: |          | 7557/? [35:05<00:00,  3.59it/s]
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Epoch 0: |          | 7558/? [35:06<00:00,  3.59it/s]
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Epoch 0: |          | 7559/? [35:06<00:00,  3.59it/s]
Epoch 0: |          | 7559/? [35:06<00:00,  3.59it/s]
Epoch 0: |          | 7560/? [35:06<00:00,  3.59it/s]
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Epoch 0: |          | 7561/? [35:06<00:00,  3.59it/s]
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Epoch 0: |          | 7562/? [35:06<00:00,  3.59it/s]
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Epoch 0: |          | 7563/? [35:07<00:00,  3.59it/s]
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Epoch 0: |          | 7564/? [35:07<00:00,  3.59it/s]
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Epoch 0: |          | 7565/? [35:07<00:00,  3.59it/s]
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Epoch 0: |          | 7566/? [35:07<00:00,  3.59it/s]
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Epoch 0: |          | 7567/? [35:08<00:00,  3.59it/s]
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Epoch 0: |          | 7568/? [35:08<00:00,  3.59it/s]
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Epoch 0: |          | 7569/? [35:08<00:00,  3.59it/s]
Epoch 0: |          | 7569/? [35:08<00:00,  3.59it/s]
Epoch 0: |          | 7570/? [35:08<00:00,  3.59it/s]
Epoch 0: |          | 7570/? [35:08<00:00,  3.59it/s]
Epoch 0: |          | 7571/? [35:08<00:00,  3.59it/s]
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Epoch 0: |          | 7572/? [35:09<00:00,  3.59it/s]
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Epoch 0: |          | 7573/? [35:09<00:00,  3.59it/s]
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Epoch 0: |          | 7574/? [35:09<00:00,  3.59it/s]
Epoch 0: |          | 7574/? [35:09<00:00,  3.59it/s]
Epoch 0: |          | 7575/? [35:09<00:00,  3.59it/s]
Epoch 0: |          | 7575/? [35:09<00:00,  3.59it/s]
Epoch 0: |          | 7576/? [35:10<00:00,  3.59it/s]
Epoch 0: |          | 7576/? [35:10<00:00,  3.59it/s]
Epoch 0: |          | 7577/? [35:10<00:00,  3.59it/s]
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Epoch 0: |          | 7578/? [35:10<00:00,  3.59it/s]
Epoch 0: |          | 7578/? [35:10<00:00,  3.59it/s]
Epoch 0: |          | 7579/? [35:10<00:00,  3.59it/s]
Epoch 0: |          | 7579/? [35:10<00:00,  3.59it/s]
Epoch 0: |          | 7580/? [35:11<00:00,  3.59it/s]
Epoch 0: |          | 7580/? [35:11<00:00,  3.59it/s]
Epoch 0: |          | 7581/? [35:11<00:00,  3.59it/s]
Epoch 0: |          | 7581/? [35:11<00:00,  3.59it/s]
Epoch 0: |          | 7582/? [35:11<00:00,  3.59it/s]
Epoch 0: |          | 7582/? [35:11<00:00,  3.59it/s]
Epoch 0: |          | 7583/? [35:11<00:00,  3.59it/s]
Epoch 0: |          | 7583/? [35:11<00:00,  3.59it/s]
Epoch 0: |          | 7584/? [35:11<00:00,  3.59it/s]
Epoch 0: |          | 7584/? [35:11<00:00,  3.59it/s]
Epoch 0: |          | 7585/? [35:12<00:00,  3.59it/s]
Epoch 0: |          | 7585/? [35:12<00:00,  3.59it/s]
Epoch 0: |          | 7586/? [35:12<00:00,  3.59it/s]
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Epoch 0: |          | 7587/? [35:12<00:00,  3.59it/s]
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Epoch 0: |          | 7588/? [35:12<00:00,  3.59it/s]
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Epoch 0: |          | 7589/? [35:13<00:00,  3.59it/s]
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Epoch 0: |          | 7590/? [35:13<00:00,  3.59it/s]
Epoch 0: |          | 7590/? [35:13<00:00,  3.59it/s]
Epoch 0: |          | 7591/? [35:13<00:00,  3.59it/s]
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Epoch 0: |          | 7592/? [35:13<00:00,  3.59it/s]
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Epoch 0: |          | 7593/? [35:14<00:00,  3.59it/s]
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Epoch 0: |          | 7594/? [35:14<00:00,  3.59it/s]
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Epoch 0: |          | 7595/? [35:14<00:00,  3.59it/s]
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Epoch 0: |          | 7596/? [35:14<00:00,  3.59it/s]
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Epoch 0: |          | 7597/? [35:14<00:00,  3.59it/s]
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Epoch 0: |          | 7598/? [35:15<00:00,  3.59it/s]
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Epoch 0: |          | 7599/? [35:15<00:00,  3.59it/s]
Epoch 0: |          | 7599/? [35:15<00:00,  3.59it/s]
Epoch 0: |          | 7600/? [35:15<00:00,  3.59it/s]
Epoch 0: |          | 7600/? [35:15<00:00,  3.59it/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, 28.39it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.11it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.57it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.39it/s][A
[A
Epoch 0: |          | 7600/? [35:17<00:00,  3.59it/s]
Epoch 0: |          | 7601/? [35:17<00:00,  3.59it/s]
Epoch 0: |          | 7601/? [35:17<00:00,  3.59it/s]
Epoch 0: |          | 7602/? [35:18<00:00,  3.59it/s]
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Epoch 0: |          | 7603/? [35:18<00:00,  3.59it/s]
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Epoch 0: |          | 7604/? [35:18<00:00,  3.59it/s]
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Epoch 0: |          | 7606/? [35:18<00:00,  3.59it/s]
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Epoch 0: |          | 7607/? [35:19<00:00,  3.59it/s]
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Epoch 0: |          | 7608/? [35:19<00:00,  3.59it/s]
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Epoch 0: |          | 7609/? [35:19<00:00,  3.59it/s]
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Epoch 0: |          | 7610/? [35:19<00:00,  3.59it/s]
Epoch 0: |          | 7610/? [35:19<00:00,  3.59it/s]
Epoch 0: |          | 7611/? [35:20<00:00,  3.59it/s]
Epoch 0: |          | 7611/? [35:20<00:00,  3.59it/s]
Epoch 0: |          | 7612/? [35:20<00:00,  3.59it/s]
Epoch 0: |          | 7612/? [35:20<00:00,  3.59it/s]
Epoch 0: |          | 7613/? [35:20<00:00,  3.59it/s]
Epoch 0: |          | 7613/? [35:20<00:00,  3.59it/s]
Epoch 0: |          | 7614/? [35:20<00:00,  3.59it/s]
Epoch 0: |          | 7614/? [35:20<00:00,  3.59it/s]
Epoch 0: |          | 7615/? [35:20<00:00,  3.59it/s]
Epoch 0: |          | 7615/? [35:20<00:00,  3.59it/s]
Epoch 0: |          | 7616/? [35:21<00:00,  3.59it/s]
Epoch 0: |          | 7616/? [35:21<00:00,  3.59it/s]
Epoch 0: |          | 7617/? [35:21<00:00,  3.59it/s]
Epoch 0: |          | 7617/? [35:21<00:00,  3.59it/s]
Epoch 0: |          | 7618/? [35:21<00:00,  3.59it/s]
Epoch 0: |          | 7618/? [35:21<00:00,  3.59it/s]
Epoch 0: |          | 7619/? [35:21<00:00,  3.59it/s]
Epoch 0: |          | 7619/? [35:21<00:00,  3.59it/s]
Epoch 0: |          | 7620/? [35:22<00:00,  3.59it/s]
Epoch 0: |          | 7620/? [35:22<00:00,  3.59it/s]
Epoch 0: |          | 7621/? [35:22<00:00,  3.59it/s]
Epoch 0: |          | 7621/? [35:22<00:00,  3.59it/s]
Epoch 0: |          | 7622/? [35:22<00:00,  3.59it/s]
Epoch 0: |          | 7622/? [35:22<00:00,  3.59it/s]
Epoch 0: |          | 7623/? [35:22<00:00,  3.59it/s]
Epoch 0: |          | 7623/? [35:22<00:00,  3.59it/s]
Epoch 0: |          | 7624/? [35:23<00:00,  3.59it/s]
Epoch 0: |          | 7624/? [35:23<00:00,  3.59it/s]
Epoch 0: |          | 7625/? [35:23<00:00,  3.59it/s]
Epoch 0: |          | 7625/? [35:23<00:00,  3.59it/s]
Epoch 0: |          | 7626/? [35:23<00:00,  3.59it/s]
Epoch 0: |          | 7626/? [35:23<00:00,  3.59it/s]
Epoch 0: |          | 7627/? [35:23<00:00,  3.59it/s]
Epoch 0: |          | 7627/? [35:23<00:00,  3.59it/s]
Epoch 0: |          | 7628/? [35:23<00:00,  3.59it/s]
Epoch 0: |          | 7628/? [35:23<00:00,  3.59it/s]
Epoch 0: |          | 7629/? [35:24<00:00,  3.59it/s]
Epoch 0: |          | 7629/? [35:24<00:00,  3.59it/s]
Epoch 0: |          | 7630/? [35:24<00:00,  3.59it/s]
Epoch 0: |          | 7630/? [35:24<00:00,  3.59it/s]
Epoch 0: |          | 7631/? [35:24<00:00,  3.59it/s]
Epoch 0: |          | 7631/? [35:24<00:00,  3.59it/s]
Epoch 0: |          | 7632/? [35:24<00:00,  3.59it/s]
Epoch 0: |          | 7632/? [35:24<00:00,  3.59it/s]
Epoch 0: |          | 7633/? [35:25<00:00,  3.59it/s]
Epoch 0: |          | 7633/? [35:25<00:00,  3.59it/s]
Epoch 0: |          | 7634/? [35:25<00:00,  3.59it/s]
Epoch 0: |          | 7634/? [35:25<00:00,  3.59it/s]
Epoch 0: |          | 7635/? [35:25<00:00,  3.59it/s]
Epoch 0: |          | 7635/? [35:25<00:00,  3.59it/s]
Epoch 0: |          | 7636/? [35:25<00:00,  3.59it/s]
Epoch 0: |          | 7636/? [35:25<00:00,  3.59it/s]
Epoch 0: |          | 7637/? [35:26<00:00,  3.59it/s]
Epoch 0: |          | 7637/? [35:26<00:00,  3.59it/s]
Epoch 0: |          | 7638/? [35:26<00:00,  3.59it/s]
Epoch 0: |          | 7638/? [35:26<00:00,  3.59it/s]
Epoch 0: |          | 7639/? [35:26<00:00,  3.59it/s]
Epoch 0: |          | 7639/? [35:26<00:00,  3.59it/s]
Epoch 0: |          | 7640/? [35:26<00:00,  3.59it/s]
Epoch 0: |          | 7640/? [35:26<00:00,  3.59it/s]
Epoch 0: |          | 7641/? [35:27<00:00,  3.59it/s]
Epoch 0: |          | 7641/? [35:27<00:00,  3.59it/s]
Epoch 0: |          | 7642/? [35:27<00:00,  3.59it/s]
Epoch 0: |          | 7642/? [35:27<00:00,  3.59it/s]
Epoch 0: |          | 7643/? [35:27<00:00,  3.59it/s]
Epoch 0: |          | 7643/? [35:27<00:00,  3.59it/s]
Epoch 0: |          | 7644/? [35:27<00:00,  3.59it/s]
Epoch 0: |          | 7644/? [35:27<00:00,  3.59it/s]
Epoch 0: |          | 7645/? [35:27<00:00,  3.59it/s]
Epoch 0: |          | 7645/? [35:27<00:00,  3.59it/s]
Epoch 0: |          | 7646/? [35:28<00:00,  3.59it/s]
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Epoch 0: |          | 7647/? [35:28<00:00,  3.59it/s]
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Epoch 0: |          | 7648/? [35:28<00:00,  3.59it/s]
Epoch 0: |          | 7648/? [35:28<00:00,  3.59it/s]
Epoch 0: |          | 7649/? [35:28<00:00,  3.59it/s]
Epoch 0: |          | 7649/? [35:28<00:00,  3.59it/s]
Epoch 0: |          | 7650/? [35:29<00:00,  3.59it/s]
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Epoch 0: |          | 7695/? [35:39<00:00,  3.60it/s]
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Epoch 0: |          | 7696/? [35:39<00:00,  3.60it/s]
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Epoch 0: |          | 7698/? [35:39<00:00,  3.60it/s]
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Epoch 0: |          | 7711/? [35:42<00:00,  3.60it/s]
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Epoch 0: |          | 7712/? [35:43<00:00,  3.60it/s]
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Epoch 0: |          | 7713/? [35:43<00:00,  3.60it/s]
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Epoch 0: |          | 7714/? [35:43<00:00,  3.60it/s]
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Epoch 0: |          | 7715/? [35:43<00:00,  3.60it/s]
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Epoch 0: |          | 7716/? [35:44<00:00,  3.60it/s]
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Epoch 0: |          | 7717/? [35:44<00:00,  3.60it/s]
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Epoch 0: |          | 7718/? [35:44<00:00,  3.60it/s]
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Epoch 0: |          | 7719/? [35:44<00:00,  3.60it/s]
Epoch 0: |          | 7719/? [35:44<00:00,  3.60it/s]
Epoch 0: |          | 7720/? [35:44<00:00,  3.60it/s]
Epoch 0: |          | 7720/? [35:44<00:00,  3.60it/s]
Epoch 0: |          | 7721/? [35:45<00:00,  3.60it/s]
Epoch 0: |          | 7721/? [35:45<00:00,  3.60it/s]
Epoch 0: |          | 7722/? [35:45<00:00,  3.60it/s]
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Epoch 0: |          | 7723/? [35:45<00:00,  3.60it/s]
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Epoch 0: |          | 7724/? [35:45<00:00,  3.60it/s]
Epoch 0: |          | 7724/? [35:45<00:00,  3.60it/s]
Epoch 0: |          | 7725/? [35:46<00:00,  3.60it/s]
Epoch 0: |          | 7725/? [35:46<00:00,  3.60it/s]
Epoch 0: |          | 7726/? [35:46<00:00,  3.60it/s]
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Epoch 0: |          | 7727/? [35:46<00:00,  3.60it/s]
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Epoch 0: |          | 7728/? [35:46<00:00,  3.60it/s]
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Epoch 0: |          | 7729/? [35:47<00:00,  3.60it/s]
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Epoch 0: |          | 7730/? [35:47<00:00,  3.60it/s]
Epoch 0: |          | 7730/? [35:47<00:00,  3.60it/s]
Epoch 0: |          | 7731/? [35:47<00:00,  3.60it/s]
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Epoch 0: |          | 7732/? [35:47<00:00,  3.60it/s]
Epoch 0: |          | 7732/? [35:47<00:00,  3.60it/s]
Epoch 0: |          | 7733/? [35:47<00:00,  3.60it/s]
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Epoch 0: |          | 7734/? [35:48<00:00,  3.60it/s]
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Epoch 0: |          | 7735/? [35:48<00:00,  3.60it/s]
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Epoch 0: |          | 7736/? [35:48<00:00,  3.60it/s]
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Epoch 0: |          | 7737/? [35:48<00:00,  3.60it/s]
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Epoch 0: |          | 7738/? [35:49<00:00,  3.60it/s]
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Epoch 0: |          | 7739/? [35:49<00:00,  3.60it/s]
Epoch 0: |          | 7739/? [35:49<00:00,  3.60it/s]
Epoch 0: |          | 7740/? [35:49<00:00,  3.60it/s]
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Epoch 0: |          | 7741/? [35:49<00:00,  3.60it/s]
Epoch 0: |          | 7741/? [35:49<00:00,  3.60it/s]
Epoch 0: |          | 7742/? [35:49<00:00,  3.60it/s]
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Epoch 0: |          | 7743/? [35:50<00:00,  3.60it/s]
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Epoch 0: |          | 7744/? [35:50<00:00,  3.60it/s]
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Epoch 0: |          | 7745/? [35:50<00:00,  3.60it/s]
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Epoch 0: |          | 7746/? [35:50<00:00,  3.60it/s]
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Epoch 0: |          | 7747/? [35:51<00:00,  3.60it/s]
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Epoch 0: |          | 7748/? [35:51<00:00,  3.60it/s]
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Epoch 0: |          | 7749/? [35:51<00:00,  3.60it/s]
Epoch 0: |          | 7749/? [35:51<00:00,  3.60it/s]
Epoch 0: |          | 7750/? [35:51<00:00,  3.60it/s]
Epoch 0: |          | 7750/? [35:51<00:00,  3.60it/s]
Epoch 0: |          | 7751/? [35:51<00:00,  3.60it/s]
Epoch 0: |          | 7751/? [35:51<00:00,  3.60it/s]
Epoch 0: |          | 7752/? [35:52<00:00,  3.60it/s]
Epoch 0: |          | 7752/? [35:52<00:00,  3.60it/s]
Epoch 0: |          | 7753/? [35:52<00:00,  3.60it/s]
Epoch 0: |          | 7753/? [35:52<00:00,  3.60it/s]
Epoch 0: |          | 7754/? [35:52<00:00,  3.60it/s]
Epoch 0: |          | 7754/? [35:52<00:00,  3.60it/s]
Epoch 0: |          | 7755/? [35:52<00:00,  3.60it/s]
Epoch 0: |          | 7755/? [35:52<00:00,  3.60it/s]
Epoch 0: |          | 7756/? [35:53<00:00,  3.60it/s]
Epoch 0: |          | 7756/? [35:53<00:00,  3.60it/s]
Epoch 0: |          | 7757/? [35:53<00:00,  3.60it/s]
Epoch 0: |          | 7757/? [35:53<00:00,  3.60it/s]
Epoch 0: |          | 7758/? [35:53<00:00,  3.60it/s]
Epoch 0: |          | 7758/? [35:53<00:00,  3.60it/s]
Epoch 0: |          | 7759/? [35:53<00:00,  3.60it/s]
Epoch 0: |          | 7759/? [35:53<00:00,  3.60it/s]
Epoch 0: |          | 7760/? [35:54<00:00,  3.60it/s]
Epoch 0: |          | 7760/? [35:54<00:00,  3.60it/s]
Epoch 0: |          | 7761/? [35:54<00:00,  3.60it/s]
Epoch 0: |          | 7761/? [35:54<00:00,  3.60it/s]
Epoch 0: |          | 7762/? [35:54<00:00,  3.60it/s]
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Epoch 0: |          | 7763/? [35:54<00:00,  3.60it/s]
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Epoch 0: |          | 7764/? [35:54<00:00,  3.60it/s]
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Epoch 0: |          | 7765/? [35:55<00:00,  3.60it/s]
Epoch 0: |          | 7765/? [35:55<00:00,  3.60it/s]
Epoch 0: |          | 7766/? [35:55<00:00,  3.60it/s]
Epoch 0: |          | 7766/? [35:55<00:00,  3.60it/s]
Epoch 0: |          | 7767/? [35:55<00:00,  3.60it/s]
Epoch 0: |          | 7767/? [35:55<00:00,  3.60it/s]
Epoch 0: |          | 7768/? [35:55<00:00,  3.60it/s]
Epoch 0: |          | 7768/? [35:55<00:00,  3.60it/s]
Epoch 0: |          | 7769/? [35:56<00:00,  3.60it/s]
Epoch 0: |          | 7769/? [35:56<00:00,  3.60it/s]
Epoch 0: |          | 7770/? [35:56<00:00,  3.60it/s]
Epoch 0: |          | 7770/? [35:56<00:00,  3.60it/s]
Epoch 0: |          | 7771/? [35:56<00:00,  3.60it/s]
Epoch 0: |          | 7771/? [35:56<00:00,  3.60it/s]
Epoch 0: |          | 7772/? [35:56<00:00,  3.60it/s]
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Epoch 0: |          | 7773/? [35:57<00:00,  3.60it/s]
Epoch 0: |          | 7773/? [35:57<00:00,  3.60it/s]
Epoch 0: |          | 7774/? [35:57<00:00,  3.60it/s]
Epoch 0: |          | 7774/? [35:57<00:00,  3.60it/s]
Epoch 0: |          | 7775/? [35:57<00:00,  3.60it/s]
Epoch 0: |          | 7775/? [35:57<00:00,  3.60it/s]
Epoch 0: |          | 7776/? [35:57<00:00,  3.60it/s]
Epoch 0: |          | 7776/? [35:57<00:00,  3.60it/s]
Epoch 0: |          | 7777/? [35:57<00:00,  3.60it/s]
Epoch 0: |          | 7777/? [35:57<00:00,  3.60it/s]
Epoch 0: |          | 7778/? [35:58<00:00,  3.60it/s]
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Epoch 0: |          | 7779/? [35:58<00:00,  3.60it/s]
Epoch 0: |          | 7779/? [35:58<00:00,  3.60it/s]
Epoch 0: |          | 7780/? [35:58<00:00,  3.60it/s]
Epoch 0: |          | 7780/? [35:58<00:00,  3.60it/s]
Epoch 0: |          | 7781/? [35:58<00:00,  3.60it/s]
Epoch 0: |          | 7781/? [35:58<00:00,  3.60it/s]
Epoch 0: |          | 7782/? [35:59<00:00,  3.60it/s]
Epoch 0: |          | 7782/? [35:59<00:00,  3.60it/s]
Epoch 0: |          | 7783/? [35:59<00:00,  3.60it/s]
Epoch 0: |          | 7783/? [35:59<00:00,  3.60it/s]
Epoch 0: |          | 7784/? [35:59<00:00,  3.60it/s]
Epoch 0: |          | 7784/? [35:59<00:00,  3.60it/s]
Epoch 0: |          | 7785/? [35:59<00:00,  3.60it/s]
Epoch 0: |          | 7785/? [35:59<00:00,  3.60it/s]
Epoch 0: |          | 7786/? [35:59<00:00,  3.60it/s]
Epoch 0: |          | 7786/? [35:59<00:00,  3.60it/s]
Epoch 0: |          | 7787/? [36:00<00:00,  3.60it/s]
Epoch 0: |          | 7787/? [36:00<00:00,  3.60it/s]
Epoch 0: |          | 7788/? [36:00<00:00,  3.60it/s]
Epoch 0: |          | 7788/? [36:00<00:00,  3.60it/s]
Epoch 0: |          | 7789/? [36:00<00:00,  3.60it/s]
Epoch 0: |          | 7789/? [36:00<00:00,  3.60it/s]
Epoch 0: |          | 7790/? [36:00<00:00,  3.61it/s]
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Epoch 0: |          | 7791/? [36:01<00:00,  3.61it/s]
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Epoch 0: |          | 7799/? [36:02<00:00,  3.61it/s]
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Epoch 0: |          | 7800/? [36:03<00:00,  3.61it/s]
Epoch 0: |          | 7800/? [36:03<00:00,  3.61it/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, 25.20it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.07it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.61it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.44it/s][A
[A
Epoch 0: |          | 7800/? [36:04<00:00,  3.60it/s]
Epoch 0: |          | 7801/? [36:05<00:00,  3.60it/s]
Epoch 0: |          | 7801/? [36:05<00:00,  3.60it/s]
Epoch 0: |          | 7802/? [36:05<00:00,  3.60it/s]
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Epoch 0: |          | 7803/? [36:05<00:00,  3.60it/s]
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Epoch 0: |          | 7804/? [36:05<00:00,  3.60it/s]
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Epoch 0: |          | 7805/? [36:06<00:00,  3.60it/s]
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Epoch 0: |          | 7807/? [36:06<00:00,  3.60it/s]
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Epoch 0: |          | 7808/? [36:06<00:00,  3.60it/s]
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Epoch 0: |          | 7809/? [36:07<00:00,  3.60it/s]
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Epoch 0: |          | 7810/? [36:07<00:00,  3.60it/s]
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Epoch 0: |          | 7811/? [36:07<00:00,  3.60it/s]
Epoch 0: |          | 7811/? [36:07<00:00,  3.60it/s]
Epoch 0: |          | 7812/? [36:07<00:00,  3.60it/s]
Epoch 0: |          | 7812/? [36:07<00:00,  3.60it/s]
Epoch 0: |          | 7813/? [36:07<00:00,  3.60it/s]
Epoch 0: |          | 7813/? [36:07<00:00,  3.60it/s]
Epoch 0: |          | 7814/? [36:08<00:00,  3.60it/s]
Epoch 0: |          | 7814/? [36:08<00:00,  3.60it/s]
Epoch 0: |          | 7815/? [36:08<00:00,  3.60it/s]
Epoch 0: |          | 7815/? [36:08<00:00,  3.60it/s]
Epoch 0: |          | 7816/? [36:08<00:00,  3.60it/s]
Epoch 0: |          | 7816/? [36:08<00:00,  3.60it/s]
Epoch 0: |          | 7817/? [36:08<00:00,  3.60it/s]
Epoch 0: |          | 7817/? [36:08<00:00,  3.60it/s]
Epoch 0: |          | 7818/? [36:09<00:00,  3.60it/s]
Epoch 0: |          | 7818/? [36:09<00:00,  3.60it/s]
Epoch 0: |          | 7819/? [36:09<00:00,  3.60it/s]
Epoch 0: |          | 7819/? [36:09<00:00,  3.60it/s]
Epoch 0: |          | 7820/? [36:09<00:00,  3.60it/s]
Epoch 0: |          | 7820/? [36:09<00:00,  3.60it/s]
Epoch 0: |          | 7821/? [36:09<00:00,  3.60it/s]
Epoch 0: |          | 7821/? [36:09<00:00,  3.60it/s]
Epoch 0: |          | 7822/? [36:10<00:00,  3.60it/s]
Epoch 0: |          | 7822/? [36:10<00:00,  3.60it/s]
Epoch 0: |          | 7823/? [36:10<00:00,  3.60it/s]
Epoch 0: |          | 7823/? [36:10<00:00,  3.60it/s]
Epoch 0: |          | 7824/? [36:10<00:00,  3.60it/s]
Epoch 0: |          | 7824/? [36:10<00:00,  3.60it/s]
Epoch 0: |          | 7825/? [36:10<00:00,  3.60it/s]
Epoch 0: |          | 7825/? [36:10<00:00,  3.60it/s]
Epoch 0: |          | 7826/? [36:10<00:00,  3.60it/s]
Epoch 0: |          | 7826/? [36:10<00:00,  3.60it/s]
Epoch 0: |          | 7827/? [36:11<00:00,  3.60it/s]
Epoch 0: |          | 7827/? [36:11<00:00,  3.60it/s]
Epoch 0: |          | 7828/? [36:11<00:00,  3.61it/s]
Epoch 0: |          | 7828/? [36:11<00:00,  3.61it/s]
Epoch 0: |          | 7829/? [36:11<00:00,  3.61it/s]
Epoch 0: |          | 7829/? [36:11<00:00,  3.61it/s]
Epoch 0: |          | 7830/? [36:11<00:00,  3.61it/s]
Epoch 0: |          | 7830/? [36:11<00:00,  3.61it/s]
Epoch 0: |          | 7831/? [36:12<00:00,  3.61it/s]
Epoch 0: |          | 7831/? [36:12<00:00,  3.61it/s]
Epoch 0: |          | 7832/? [36:12<00:00,  3.61it/s]
Epoch 0: |          | 7832/? [36:12<00:00,  3.61it/s]
Epoch 0: |          | 7833/? [36:12<00:00,  3.61it/s]
Epoch 0: |          | 7833/? [36:12<00:00,  3.61it/s]
Epoch 0: |          | 7834/? [36:12<00:00,  3.61it/s]
Epoch 0: |          | 7834/? [36:12<00:00,  3.61it/s]
Epoch 0: |          | 7835/? [36:13<00:00,  3.61it/s]
Epoch 0: |          | 7835/? [36:13<00:00,  3.61it/s]
Epoch 0: |          | 7836/? [36:13<00:00,  3.61it/s]
Epoch 0: |          | 7836/? [36:13<00:00,  3.61it/s]
Epoch 0: |          | 7837/? [36:13<00:00,  3.61it/s]
Epoch 0: |          | 7837/? [36:13<00:00,  3.61it/s]
Epoch 0: |          | 7838/? [36:13<00:00,  3.61it/s]
Epoch 0: |          | 7838/? [36:13<00:00,  3.61it/s]
Epoch 0: |          | 7839/? [36:13<00:00,  3.61it/s]
Epoch 0: |          | 7839/? [36:13<00:00,  3.61it/s]
Epoch 0: |          | 7840/? [36:14<00:00,  3.61it/s]
Epoch 0: |          | 7840/? [36:14<00:00,  3.61it/s]
Epoch 0: |          | 7841/? [36:14<00:00,  3.61it/s]
Epoch 0: |          | 7841/? [36:14<00:00,  3.61it/s]
Epoch 0: |          | 7842/? [36:14<00:00,  3.61it/s]
Epoch 0: |          | 7842/? [36:14<00:00,  3.61it/s]
Epoch 0: |          | 7843/? [36:14<00:00,  3.61it/s]
Epoch 0: |          | 7843/? [36:14<00:00,  3.61it/s]
Epoch 0: |          | 7844/? [36:15<00:00,  3.61it/s]
Epoch 0: |          | 7844/? [36:15<00:00,  3.61it/s]
Epoch 0: |          | 7845/? [36:15<00:00,  3.61it/s]
Epoch 0: |          | 7845/? [36:15<00:00,  3.61it/s]
Epoch 0: |          | 7846/? [36:15<00:00,  3.61it/s]
Epoch 0: |          | 7846/? [36:15<00:00,  3.61it/s]
Epoch 0: |          | 7847/? [36:15<00:00,  3.61it/s]
Epoch 0: |          | 7847/? [36:15<00:00,  3.61it/s]
Epoch 0: |          | 7848/? [36:15<00:00,  3.61it/s]
Epoch 0: |          | 7848/? [36:15<00:00,  3.61it/s]
Epoch 0: |          | 7849/? [36:16<00:00,  3.61it/s]
Epoch 0: |          | 7849/? [36:16<00:00,  3.61it/s]
Epoch 0: |          | 7850/? [36:16<00:00,  3.61it/s]
Epoch 0: |          | 7850/? [36:16<00:00,  3.61it/s]
Epoch 0: |          | 7851/? [36:16<00:00,  3.61it/s]
Epoch 0: |          | 7851/? [36:16<00:00,  3.61it/s]
Epoch 0: |          | 7852/? [36:16<00:00,  3.61it/s]
Epoch 0: |          | 7852/? [36:16<00:00,  3.61it/s]
Epoch 0: |          | 7853/? [36:17<00:00,  3.61it/s]
Epoch 0: |          | 7853/? [36:17<00:00,  3.61it/s]
Epoch 0: |          | 7854/? [36:17<00:00,  3.61it/s]
Epoch 0: |          | 7854/? [36:17<00:00,  3.61it/s]
Epoch 0: |          | 7855/? [36:17<00:00,  3.61it/s]
Epoch 0: |          | 7855/? [36:17<00:00,  3.61it/s]
Epoch 0: |          | 7856/? [36:17<00:00,  3.61it/s]
Epoch 0: |          | 7856/? [36:17<00:00,  3.61it/s]
Epoch 0: |          | 7857/? [36:18<00:00,  3.61it/s]
Epoch 0: |          | 7857/? [36:18<00:00,  3.61it/s]
Epoch 0: |          | 7858/? [36:18<00:00,  3.61it/s]
Epoch 0: |          | 7858/? [36:18<00:00,  3.61it/s]
Epoch 0: |          | 7859/? [36:18<00:00,  3.61it/s]
Epoch 0: |          | 7859/? [36:18<00:00,  3.61it/s]
Epoch 0: |          | 7860/? [36:18<00:00,  3.61it/s]
Epoch 0: |          | 7860/? [36:18<00:00,  3.61it/s]
Epoch 0: |          | 7861/? [36:19<00:00,  3.61it/s]
Epoch 0: |          | 7861/? [36:19<00:00,  3.61it/s]
Epoch 0: |          | 7862/? [36:19<00:00,  3.61it/s]
Epoch 0: |          | 7862/? [36:19<00:00,  3.61it/s]
Epoch 0: |          | 7863/? [36:19<00:00,  3.61it/s]
Epoch 0: |          | 7863/? [36:19<00:00,  3.61it/s]
Epoch 0: |          | 7864/? [36:19<00:00,  3.61it/s]
Epoch 0: |          | 7864/? [36:19<00:00,  3.61it/s]
Epoch 0: |          | 7865/? [36:19<00:00,  3.61it/s]
Epoch 0: |          | 7865/? [36:19<00:00,  3.61it/s]
Epoch 0: |          | 7866/? [36:20<00:00,  3.61it/s]
Epoch 0: |          | 7866/? [36:20<00:00,  3.61it/s]
Epoch 0: |          | 7867/? [36:20<00:00,  3.61it/s]
Epoch 0: |          | 7867/? [36:20<00:00,  3.61it/s]
Epoch 0: |          | 7868/? [36:20<00:00,  3.61it/s]
Epoch 0: |          | 7868/? [36:20<00:00,  3.61it/s]
Epoch 0: |          | 7869/? [36:20<00:00,  3.61it/s]
Epoch 0: |          | 7869/? [36:20<00:00,  3.61it/s]
Epoch 0: |          | 7870/? [36:21<00:00,  3.61it/s]
Epoch 0: |          | 7870/? [36:21<00:00,  3.61it/s]
Epoch 0: |          | 7871/? [36:21<00:00,  3.61it/s]
Epoch 0: |          | 7871/? [36:21<00:00,  3.61it/s]
Epoch 0: |          | 7872/? [36:21<00:00,  3.61it/s]
Epoch 0: |          | 7872/? [36:21<00:00,  3.61it/s]
Epoch 0: |          | 7873/? [36:21<00:00,  3.61it/s]
Epoch 0: |          | 7873/? [36:21<00:00,  3.61it/s]
Epoch 0: |          | 7874/? [36:21<00:00,  3.61it/s]
Epoch 0: |          | 7874/? [36:21<00:00,  3.61it/s]
Epoch 0: |          | 7875/? [36:22<00:00,  3.61it/s]
Epoch 0: |          | 7875/? [36:22<00:00,  3.61it/s]
Epoch 0: |          | 7876/? [36:22<00:00,  3.61it/s]
Epoch 0: |          | 7876/? [36:22<00:00,  3.61it/s]
Epoch 0: |          | 7877/? [36:22<00:00,  3.61it/s]
Epoch 0: |          | 7877/? [36:22<00:00,  3.61it/s]
Epoch 0: |          | 7878/? [36:22<00:00,  3.61it/s]
Epoch 0: |          | 7878/? [36:22<00:00,  3.61it/s]
Epoch 0: |          | 7879/? [36:23<00:00,  3.61it/s]
Epoch 0: |          | 7879/? [36:23<00:00,  3.61it/s]
Epoch 0: |          | 7880/? [36:23<00:00,  3.61it/s]
Epoch 0: |          | 7880/? [36:23<00:00,  3.61it/s]
Epoch 0: |          | 7881/? [36:23<00:00,  3.61it/s]
Epoch 0: |          | 7881/? [36:23<00:00,  3.61it/s]
Epoch 0: |          | 7882/? [36:23<00:00,  3.61it/s]
Epoch 0: |          | 7882/? [36:23<00:00,  3.61it/s]
Epoch 0: |          | 7883/? [36:24<00:00,  3.61it/s]
Epoch 0: |          | 7883/? [36:24<00:00,  3.61it/s]
Epoch 0: |          | 7884/? [36:24<00:00,  3.61it/s]
Epoch 0: |          | 7884/? [36:24<00:00,  3.61it/s]
Epoch 0: |          | 7885/? [36:24<00:00,  3.61it/s]
Epoch 0: |          | 7885/? [36:24<00:00,  3.61it/s]
Epoch 0: |          | 7886/? [36:24<00:00,  3.61it/s]
Epoch 0: |          | 7886/? [36:24<00:00,  3.61it/s]
Epoch 0: |          | 7887/? [36:24<00:00,  3.61it/s]
Epoch 0: |          | 7887/? [36:24<00:00,  3.61it/s]
Epoch 0: |          | 7888/? [36:25<00:00,  3.61it/s]
Epoch 0: |          | 7888/? [36:25<00:00,  3.61it/s]
Epoch 0: |          | 7889/? [36:25<00:00,  3.61it/s]
Epoch 0: |          | 7889/? [36:25<00:00,  3.61it/s]
Epoch 0: |          | 7890/? [36:25<00:00,  3.61it/s]
Epoch 0: |          | 7890/? [36:25<00:00,  3.61it/s]
Epoch 0: |          | 7891/? [36:25<00:00,  3.61it/s]
Epoch 0: |          | 7891/? [36:25<00:00,  3.61it/s]
Epoch 0: |          | 7892/? [36:26<00:00,  3.61it/s]
Epoch 0: |          | 7892/? [36:26<00:00,  3.61it/s]
Epoch 0: |          | 7893/? [36:26<00:00,  3.61it/s]
Epoch 0: |          | 7893/? [36:26<00:00,  3.61it/s]
Epoch 0: |          | 7894/? [36:26<00:00,  3.61it/s]
Epoch 0: |          | 7894/? [36:26<00:00,  3.61it/s]
Epoch 0: |          | 7895/? [36:26<00:00,  3.61it/s]
Epoch 0: |          | 7895/? [36:26<00:00,  3.61it/s]
Epoch 0: |          | 7896/? [36:27<00:00,  3.61it/s]
Epoch 0: |          | 7896/? [36:27<00:00,  3.61it/s]
Epoch 0: |          | 7897/? [36:27<00:00,  3.61it/s]
Epoch 0: |          | 7897/? [36:27<00:00,  3.61it/s]
Epoch 0: |          | 7898/? [36:27<00:00,  3.61it/s]
Epoch 0: |          | 7898/? [36:27<00:00,  3.61it/s]
Epoch 0: |          | 7899/? [36:27<00:00,  3.61it/s]
Epoch 0: |          | 7899/? [36:27<00:00,  3.61it/s]
Epoch 0: |          | 7900/? [36:27<00:00,  3.61it/s]
Epoch 0: |          | 7900/? [36:27<00:00,  3.61it/s]
Epoch 0: |          | 7901/? [36:28<00:00,  3.61it/s]
Epoch 0: |          | 7901/? [36:28<00:00,  3.61it/s]
Epoch 0: |          | 7902/? [36:28<00:00,  3.61it/s]
Epoch 0: |          | 7902/? [36:28<00:00,  3.61it/s]
Epoch 0: |          | 7903/? [36:28<00:00,  3.61it/s]
Epoch 0: |          | 7903/? [36:28<00:00,  3.61it/s]
Epoch 0: |          | 7904/? [36:28<00:00,  3.61it/s]
Epoch 0: |          | 7904/? [36:28<00:00,  3.61it/s]
Epoch 0: |          | 7905/? [36:29<00:00,  3.61it/s]
Epoch 0: |          | 7905/? [36:29<00:00,  3.61it/s]
Epoch 0: |          | 7906/? [36:29<00:00,  3.61it/s]
Epoch 0: |          | 7906/? [36:29<00:00,  3.61it/s]
Epoch 0: |          | 7907/? [36:29<00:00,  3.61it/s]
Epoch 0: |          | 7907/? [36:29<00:00,  3.61it/s]
Epoch 0: |          | 7908/? [36:29<00:00,  3.61it/s]
Epoch 0: |          | 7908/? [36:29<00:00,  3.61it/s]
Epoch 0: |          | 7909/? [36:29<00:00,  3.61it/s]
Epoch 0: |          | 7909/? [36:29<00:00,  3.61it/s]
Epoch 0: |          | 7910/? [36:30<00:00,  3.61it/s]
Epoch 0: |          | 7910/? [36:30<00:00,  3.61it/s]
Epoch 0: |          | 7911/? [36:30<00:00,  3.61it/s]
Epoch 0: |          | 7911/? [36:30<00:00,  3.61it/s]
Epoch 0: |          | 7912/? [36:30<00:00,  3.61it/s]
Epoch 0: |          | 7912/? [36:30<00:00,  3.61it/s]
Epoch 0: |          | 7913/? [36:30<00:00,  3.61it/s]
Epoch 0: |          | 7913/? [36:30<00:00,  3.61it/s]
Epoch 0: |          | 7914/? [36:31<00:00,  3.61it/s]
Epoch 0: |          | 7914/? [36:31<00:00,  3.61it/s]
Epoch 0: |          | 7915/? [36:31<00:00,  3.61it/s]
Epoch 0: |          | 7915/? [36:31<00:00,  3.61it/s]
Epoch 0: |          | 7916/? [36:31<00:00,  3.61it/s]
Epoch 0: |          | 7916/? [36:31<00:00,  3.61it/s]
Epoch 0: |          | 7917/? [36:31<00:00,  3.61it/s]
Epoch 0: |          | 7917/? [36:31<00:00,  3.61it/s]
Epoch 0: |          | 7918/? [36:31<00:00,  3.61it/s]
Epoch 0: |          | 7918/? [36:31<00:00,  3.61it/s]
Epoch 0: |          | 7919/? [36:32<00:00,  3.61it/s]
Epoch 0: |          | 7919/? [36:32<00:00,  3.61it/s]
Epoch 0: |          | 7920/? [36:32<00:00,  3.61it/s]
Epoch 0: |          | 7920/? [36:32<00:00,  3.61it/s]
Epoch 0: |          | 7921/? [36:32<00:00,  3.61it/s]
Epoch 0: |          | 7921/? [36:32<00:00,  3.61it/s]
Epoch 0: |          | 7922/? [36:32<00:00,  3.61it/s]
Epoch 0: |          | 7922/? [36:32<00:00,  3.61it/s]
Epoch 0: |          | 7923/? [36:33<00:00,  3.61it/s]
Epoch 0: |          | 7923/? [36:33<00:00,  3.61it/s]
Epoch 0: |          | 7924/? [36:33<00:00,  3.61it/s]
Epoch 0: |          | 7924/? [36:33<00:00,  3.61it/s]
Epoch 0: |          | 7925/? [36:33<00:00,  3.61it/s]
Epoch 0: |          | 7925/? [36:33<00:00,  3.61it/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, 28.73it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.91it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.52it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.39it/s][A
[A
Epoch 0: |          | 8000/? [36:52<00:00,  3.62it/s]
Epoch 0: |          | 8001/? [36:53<00:00,  3.61it/s]
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Epoch 0: |          | 8064/? [37:08<00:00,  3.62it/s]
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Epoch 0: |          | 8065/? [37:08<00:00,  3.62it/s]
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Epoch 0: |          | 8066/? [37:08<00:00,  3.62it/s]
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Epoch 0: |          | 8067/? [37:08<00:00,  3.62it/s]
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Epoch 0: |          | 8068/? [37:08<00:00,  3.62it/s]
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Epoch 0: |          | 8069/? [37:09<00:00,  3.62it/s]
Epoch 0: |          | 8069/? [37:09<00:00,  3.62it/s]
Epoch 0: |          | 8070/? [37:09<00:00,  3.62it/s]
Epoch 0: |          | 8070/? [37:09<00:00,  3.62it/s]
Epoch 0: |          | 8071/? [37:09<00:00,  3.62it/s]
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Epoch 0: |          | 8072/? [37:09<00:00,  3.62it/s]
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Epoch 0: |          | 8073/? [37:10<00:00,  3.62it/s]
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Epoch 0: |          | 8074/? [37:10<00:00,  3.62it/s]
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Epoch 0: |          | 8075/? [37:10<00:00,  3.62it/s]
Epoch 0: |          | 8075/? [37:10<00:00,  3.62it/s]
Epoch 0: |          | 8076/? [37:10<00:00,  3.62it/s]
Epoch 0: |          | 8076/? [37:10<00:00,  3.62it/s]
Epoch 0: |          | 8077/? [37:11<00:00,  3.62it/s]
Epoch 0: |          | 8077/? [37:11<00:00,  3.62it/s]
Epoch 0: |          | 8078/? [37:11<00:00,  3.62it/s]
Epoch 0: |          | 8078/? [37:11<00:00,  3.62it/s]
Epoch 0: |          | 8079/? [37:11<00:00,  3.62it/s]
Epoch 0: |          | 8079/? [37:11<00:00,  3.62it/s]
Epoch 0: |          | 8080/? [37:11<00:00,  3.62it/s]
Epoch 0: |          | 8080/? [37:11<00:00,  3.62it/s]
Epoch 0: |          | 8081/? [37:11<00:00,  3.62it/s]
Epoch 0: |          | 8081/? [37:11<00:00,  3.62it/s]
Epoch 0: |          | 8082/? [37:12<00:00,  3.62it/s]
Epoch 0: |          | 8082/? [37:12<00:00,  3.62it/s]
Epoch 0: |          | 8083/? [37:12<00:00,  3.62it/s]
Epoch 0: |          | 8083/? [37:12<00:00,  3.62it/s]
Epoch 0: |          | 8084/? [37:12<00:00,  3.62it/s]
Epoch 0: |          | 8084/? [37:12<00:00,  3.62it/s]
Epoch 0: |          | 8085/? [37:12<00:00,  3.62it/s]
Epoch 0: |          | 8085/? [37:12<00:00,  3.62it/s]
Epoch 0: |          | 8086/? [37:13<00:00,  3.62it/s]
Epoch 0: |          | 8086/? [37:13<00:00,  3.62it/s]
Epoch 0: |          | 8087/? [37:13<00:00,  3.62it/s]
Epoch 0: |          | 8087/? [37:13<00:00,  3.62it/s]
Epoch 0: |          | 8088/? [37:13<00:00,  3.62it/s]
Epoch 0: |          | 8088/? [37:13<00:00,  3.62it/s]
Epoch 0: |          | 8089/? [37:13<00:00,  3.62it/s]
Epoch 0: |          | 8089/? [37:13<00:00,  3.62it/s]
Epoch 0: |          | 8090/? [37:13<00:00,  3.62it/s]
Epoch 0: |          | 8090/? [37:13<00:00,  3.62it/s]
Epoch 0: |          | 8091/? [37:14<00:00,  3.62it/s]
Epoch 0: |          | 8091/? [37:14<00:00,  3.62it/s]
Epoch 0: |          | 8092/? [37:14<00:00,  3.62it/s]
Epoch 0: |          | 8092/? [37:14<00:00,  3.62it/s]
Epoch 0: |          | 8093/? [37:14<00:00,  3.62it/s]
Epoch 0: |          | 8093/? [37:14<00:00,  3.62it/s]
Epoch 0: |          | 8094/? [37:14<00:00,  3.62it/s]
Epoch 0: |          | 8094/? [37:14<00:00,  3.62it/s]
Epoch 0: |          | 8095/? [37:15<00:00,  3.62it/s]
Epoch 0: |          | 8095/? [37:15<00:00,  3.62it/s]
Epoch 0: |          | 8096/? [37:15<00:00,  3.62it/s]
Epoch 0: |          | 8096/? [37:15<00:00,  3.62it/s]
Epoch 0: |          | 8097/? [37:15<00:00,  3.62it/s]
Epoch 0: |          | 8097/? [37:15<00:00,  3.62it/s]
Epoch 0: |          | 8098/? [37:15<00:00,  3.62it/s]
Epoch 0: |          | 8098/? [37:15<00:00,  3.62it/s]
Epoch 0: |          | 8099/? [37:16<00:00,  3.62it/s]
Epoch 0: |          | 8099/? [37:16<00:00,  3.62it/s]
Epoch 0: |          | 8100/? [37:16<00:00,  3.62it/s]
Epoch 0: |          | 8100/? [37:16<00:00,  3.62it/s]
Epoch 0: |          | 8101/? [37:16<00:00,  3.62it/s]
Epoch 0: |          | 8101/? [37:16<00:00,  3.62it/s]
Epoch 0: |          | 8102/? [37:16<00:00,  3.62it/s]
Epoch 0: |          | 8102/? [37:16<00:00,  3.62it/s]
Epoch 0: |          | 8103/? [37:16<00:00,  3.62it/s]
Epoch 0: |          | 8103/? [37:16<00:00,  3.62it/s]
Epoch 0: |          | 8104/? [37:17<00:00,  3.62it/s]
Epoch 0: |          | 8104/? [37:17<00:00,  3.62it/s]
Epoch 0: |          | 8105/? [37:17<00:00,  3.62it/s]
Epoch 0: |          | 8105/? [37:17<00:00,  3.62it/s]
Epoch 0: |          | 8106/? [37:17<00:00,  3.62it/s]
Epoch 0: |          | 8106/? [37:17<00:00,  3.62it/s]
Epoch 0: |          | 8107/? [37:17<00:00,  3.62it/s]
Epoch 0: |          | 8107/? [37:17<00:00,  3.62it/s]
Epoch 0: |          | 8108/? [37:18<00:00,  3.62it/s]
Epoch 0: |          | 8108/? [37:18<00:00,  3.62it/s]
Epoch 0: |          | 8109/? [37:18<00:00,  3.62it/s]
Epoch 0: |          | 8109/? [37:18<00:00,  3.62it/s]
Epoch 0: |          | 8110/? [37:18<00:00,  3.62it/s]
Epoch 0: |          | 8110/? [37:18<00:00,  3.62it/s]
Epoch 0: |          | 8111/? [37:18<00:00,  3.62it/s]
Epoch 0: |          | 8111/? [37:18<00:00,  3.62it/s]
Epoch 0: |          | 8112/? [37:19<00:00,  3.62it/s]
Epoch 0: |          | 8112/? [37:19<00:00,  3.62it/s]
Epoch 0: |          | 8113/? [37:19<00:00,  3.62it/s]
Epoch 0: |          | 8113/? [37:19<00:00,  3.62it/s]
Epoch 0: |          | 8114/? [37:19<00:00,  3.62it/s]
Epoch 0: |          | 8114/? [37:19<00:00,  3.62it/s]
Epoch 0: |          | 8115/? [37:19<00:00,  3.62it/s]
Epoch 0: |          | 8115/? [37:19<00:00,  3.62it/s]
Epoch 0: |          | 8116/? [37:19<00:00,  3.62it/s]
Epoch 0: |          | 8116/? [37:19<00:00,  3.62it/s]
Epoch 0: |          | 8117/? [37:20<00:00,  3.62it/s]
Epoch 0: |          | 8117/? [37:20<00:00,  3.62it/s]
Epoch 0: |          | 8118/? [37:20<00:00,  3.62it/s]
Epoch 0: |          | 8118/? [37:20<00:00,  3.62it/s]
Epoch 0: |          | 8119/? [37:20<00:00,  3.62it/s]
Epoch 0: |          | 8119/? [37:20<00:00,  3.62it/s]
Epoch 0: |          | 8120/? [37:20<00:00,  3.62it/s]
Epoch 0: |          | 8120/? [37:20<00:00,  3.62it/s]
Epoch 0: |          | 8121/? [37:21<00:00,  3.62it/s]
Epoch 0: |          | 8121/? [37:21<00:00,  3.62it/s]
Epoch 0: |          | 8122/? [37:21<00:00,  3.62it/s]
Epoch 0: |          | 8122/? [37:21<00:00,  3.62it/s]
Epoch 0: |          | 8123/? [37:21<00:00,  3.62it/s]
Epoch 0: |          | 8123/? [37:21<00:00,  3.62it/s]
Epoch 0: |          | 8124/? [37:21<00:00,  3.62it/s]
Epoch 0: |          | 8124/? [37:21<00:00,  3.62it/s]
Epoch 0: |          | 8125/? [37:21<00:00,  3.62it/s]
Epoch 0: |          | 8125/? [37:21<00:00,  3.62it/s]
Epoch 0: |          | 8126/? [37:22<00:00,  3.62it/s]
Epoch 0: |          | 8126/? [37:22<00:00,  3.62it/s]
Epoch 0: |          | 8127/? [37:22<00:00,  3.62it/s]
Epoch 0: |          | 8127/? [37:22<00:00,  3.62it/s]
Epoch 0: |          | 8128/? [37:22<00:00,  3.62it/s]
Epoch 0: |          | 8128/? [37:22<00:00,  3.62it/s]
Epoch 0: |          | 8129/? [37:22<00:00,  3.62it/s]
Epoch 0: |          | 8129/? [37:22<00:00,  3.62it/s]
Epoch 0: |          | 8130/? [37:23<00:00,  3.62it/s]
Epoch 0: |          | 8130/? [37:23<00:00,  3.62it/s]
Epoch 0: |          | 8131/? [37:23<00:00,  3.62it/s]
Epoch 0: |          | 8131/? [37:23<00:00,  3.62it/s]
Epoch 0: |          | 8132/? [37:23<00:00,  3.62it/s]
Epoch 0: |          | 8132/? [37:23<00:00,  3.62it/s]
Epoch 0: |          | 8133/? [37:23<00:00,  3.62it/s]
Epoch 0: |          | 8133/? [37:23<00:00,  3.62it/s]
Epoch 0: |          | 8134/? [37:24<00:00,  3.62it/s]
Epoch 0: |          | 8134/? [37:24<00:00,  3.62it/s]
Epoch 0: |          | 8135/? [37:24<00:00,  3.62it/s]
Epoch 0: |          | 8135/? [37:24<00:00,  3.62it/s]
Epoch 0: |          | 8136/? [37:24<00:00,  3.62it/s]
Epoch 0: |          | 8136/? [37:24<00:00,  3.62it/s]
Epoch 0: |          | 8137/? [37:24<00:00,  3.62it/s]
Epoch 0: |          | 8137/? [37:24<00:00,  3.62it/s]
Epoch 0: |          | 8138/? [37:24<00:00,  3.63it/s]
Epoch 0: |          | 8138/? [37:24<00:00,  3.63it/s]
Epoch 0: |          | 8139/? [37:25<00:00,  3.63it/s]
Epoch 0: |          | 8139/? [37:25<00:00,  3.63it/s]
Epoch 0: |          | 8140/? [37:25<00:00,  3.63it/s]
Epoch 0: |          | 8140/? [37:25<00:00,  3.63it/s]
Epoch 0: |          | 8141/? [37:25<00:00,  3.63it/s]
Epoch 0: |          | 8141/? [37:25<00:00,  3.63it/s]
Epoch 0: |          | 8142/? [37:25<00:00,  3.63it/s]
Epoch 0: |          | 8142/? [37:25<00:00,  3.63it/s]
Epoch 0: |          | 8143/? [37:26<00:00,  3.63it/s]
Epoch 0: |          | 8143/? [37:26<00:00,  3.63it/s]
Epoch 0: |          | 8144/? [37:26<00:00,  3.63it/s]
Epoch 0: |          | 8144/? [37:26<00:00,  3.63it/s]
Epoch 0: |          | 8145/? [37:26<00:00,  3.63it/s]
Epoch 0: |          | 8145/? [37:26<00:00,  3.63it/s]
Epoch 0: |          | 8146/? [37:26<00:00,  3.63it/s]
Epoch 0: |          | 8146/? [37:26<00:00,  3.63it/s]
Epoch 0: |          | 8147/? [37:26<00:00,  3.63it/s]
Epoch 0: |          | 8147/? [37:26<00:00,  3.63it/s]
Epoch 0: |          | 8148/? [37:27<00:00,  3.63it/s]
Epoch 0: |          | 8148/? [37:27<00:00,  3.63it/s]
Epoch 0: |          | 8149/? [37:27<00:00,  3.63it/s]
Epoch 0: |          | 8149/? [37:27<00:00,  3.63it/s]
Epoch 0: |          | 8150/? [37:27<00:00,  3.63it/s]
Epoch 0: |          | 8150/? [37:27<00:00,  3.63it/s]
Epoch 0: |          | 8151/? [37:27<00:00,  3.63it/s]
Epoch 0: |          | 8151/? [37:27<00:00,  3.63it/s]
Epoch 0: |          | 8152/? [37:28<00:00,  3.63it/s]
Epoch 0: |          | 8152/? [37:28<00:00,  3.63it/s]
Epoch 0: |          | 8153/? [37:28<00:00,  3.63it/s]
Epoch 0: |          | 8153/? [37:28<00:00,  3.63it/s]
Epoch 0: |          | 8154/? [37:28<00:00,  3.63it/s]
Epoch 0: |          | 8154/? [37:28<00:00,  3.63it/s]
Epoch 0: |          | 8155/? [37:28<00:00,  3.63it/s]
Epoch 0: |          | 8155/? [37:28<00:00,  3.63it/s]
Epoch 0: |          | 8156/? [37:28<00:00,  3.63it/s]
Epoch 0: |          | 8156/? [37:28<00:00,  3.63it/s]
Epoch 0: |          | 8157/? [37:29<00:00,  3.63it/s]
Epoch 0: |          | 8157/? [37:29<00:00,  3.63it/s]
Epoch 0: |          | 8158/? [37:29<00:00,  3.63it/s]
Epoch 0: |          | 8158/? [37:29<00:00,  3.63it/s]
Epoch 0: |          | 8159/? [37:29<00:00,  3.63it/s]
Epoch 0: |          | 8159/? [37:29<00:00,  3.63it/s]
Epoch 0: |          | 8160/? [37:29<00:00,  3.63it/s]
Epoch 0: |          | 8160/? [37:29<00:00,  3.63it/s]
Epoch 0: |          | 8161/? [37:30<00:00,  3.63it/s]
Epoch 0: |          | 8161/? [37:30<00:00,  3.63it/s]
Epoch 0: |          | 8162/? [37:30<00:00,  3.63it/s]
Epoch 0: |          | 8162/? [37:30<00:00,  3.63it/s]
Epoch 0: |          | 8163/? [37:30<00:00,  3.63it/s]
Epoch 0: |          | 8163/? [37:30<00:00,  3.63it/s]
Epoch 0: |          | 8164/? [37:30<00:00,  3.63it/s]
Epoch 0: |          | 8164/? [37:30<00:00,  3.63it/s]
Epoch 0: |          | 8165/? [37:31<00:00,  3.63it/s]
Epoch 0: |          | 8165/? [37:31<00:00,  3.63it/s]
Epoch 0: |          | 8166/? [37:31<00:00,  3.63it/s]
Epoch 0: |          | 8166/? [37:31<00:00,  3.63it/s]
Epoch 0: |          | 8167/? [37:31<00:00,  3.63it/s]
Epoch 0: |          | 8167/? [37:31<00:00,  3.63it/s]
Epoch 0: |          | 8168/? [37:31<00:00,  3.63it/s]
Epoch 0: |          | 8168/? [37:31<00:00,  3.63it/s]
Epoch 0: |          | 8169/? [37:31<00:00,  3.63it/s]
Epoch 0: |          | 8169/? [37:31<00:00,  3.63it/s]
Epoch 0: |          | 8170/? [37:32<00:00,  3.63it/s]
Epoch 0: |          | 8170/? [37:32<00:00,  3.63it/s]
Epoch 0: |          | 8171/? [37:32<00:00,  3.63it/s]
Epoch 0: |          | 8171/? [37:32<00:00,  3.63it/s]
Epoch 0: |          | 8172/? [37:32<00:00,  3.63it/s]
Epoch 0: |          | 8172/? [37:32<00:00,  3.63it/s]
Epoch 0: |          | 8173/? [37:32<00:00,  3.63it/s]
Epoch 0: |          | 8173/? [37:32<00:00,  3.63it/s]
Epoch 0: |          | 8174/? [37:33<00:00,  3.63it/s]
Epoch 0: |          | 8174/? [37:33<00:00,  3.63it/s]
Epoch 0: |          | 8175/? [37:33<00:00,  3.63it/s]
Epoch 0: |          | 8175/? [37:33<00:00,  3.63it/s]
Epoch 0: |          | 8176/? [37:33<00:00,  3.63it/s]
Epoch 0: |          | 8176/? [37:33<00:00,  3.63it/s]
Epoch 0: |          | 8177/? [37:33<00:00,  3.63it/s]
Epoch 0: |          | 8177/? [37:33<00:00,  3.63it/s]
Epoch 0: |          | 8178/? [37:34<00:00,  3.63it/s]
Epoch 0: |          | 8178/? [37:34<00:00,  3.63it/s]
Epoch 0: |          | 8179/? [37:34<00:00,  3.63it/s]
Epoch 0: |          | 8179/? [37:34<00:00,  3.63it/s]
Epoch 0: |          | 8180/? [37:34<00:00,  3.63it/s]
Epoch 0: |          | 8180/? [37:34<00:00,  3.63it/s]
Epoch 0: |          | 8181/? [37:34<00:00,  3.63it/s]
Epoch 0: |          | 8181/? [37:34<00:00,  3.63it/s]
Epoch 0: |          | 8182/? [37:34<00:00,  3.63it/s]
Epoch 0: |          | 8182/? [37:34<00:00,  3.63it/s]
Epoch 0: |          | 8183/? [37:35<00:00,  3.63it/s]
Epoch 0: |          | 8183/? [37:35<00:00,  3.63it/s]
Epoch 0: |          | 8184/? [37:35<00:00,  3.63it/s]
Epoch 0: |          | 8184/? [37:35<00:00,  3.63it/s]
Epoch 0: |          | 8185/? [37:35<00:00,  3.63it/s]
Epoch 0: |          | 8185/? [37:35<00:00,  3.63it/s]
Epoch 0: |          | 8186/? [37:35<00:00,  3.63it/s]
Epoch 0: |          | 8186/? [37:35<00:00,  3.63it/s]
Epoch 0: |          | 8187/? [37:36<00:00,  3.63it/s]
Epoch 0: |          | 8187/? [37:36<00:00,  3.63it/s]
Epoch 0: |          | 8188/? [37:36<00:00,  3.63it/s]
Epoch 0: |          | 8188/? [37:36<00:00,  3.63it/s]
Epoch 0: |          | 8189/? [37:36<00:00,  3.63it/s]
Epoch 0: |          | 8189/? [37:36<00:00,  3.63it/s]
Epoch 0: |          | 8190/? [37:36<00:00,  3.63it/s]
Epoch 0: |          | 8190/? [37:36<00:00,  3.63it/s]
Epoch 0: |          | 8191/? [37:36<00:00,  3.63it/s]
Epoch 0: |          | 8191/? [37:36<00:00,  3.63it/s]
Epoch 0: |          | 8192/? [37:37<00:00,  3.63it/s]
Epoch 0: |          | 8192/? [37:37<00:00,  3.63it/s]
Epoch 0: |          | 8193/? [37:37<00:00,  3.63it/s]
Epoch 0: |          | 8193/? [37:37<00:00,  3.63it/s]
Epoch 0: |          | 8194/? [37:37<00:00,  3.63it/s]
Epoch 0: |          | 8194/? [37:37<00:00,  3.63it/s]
Epoch 0: |          | 8195/? [37:37<00:00,  3.63it/s]
Epoch 0: |          | 8195/? [37:37<00:00,  3.63it/s]
Epoch 0: |          | 8196/? [37:38<00:00,  3.63it/s]
Epoch 0: |          | 8196/? [37:38<00:00,  3.63it/s]
Epoch 0: |          | 8197/? [37:38<00:00,  3.63it/s]
Epoch 0: |          | 8197/? [37:38<00:00,  3.63it/s]
Epoch 0: |          | 8198/? [37:38<00:00,  3.63it/s]
Epoch 0: |          | 8198/? [37:38<00:00,  3.63it/s]
Epoch 0: |          | 8199/? [37:38<00:00,  3.63it/s]
Epoch 0: |          | 8199/? [37:38<00:00,  3.63it/s]
Epoch 0: |          | 8200/? [37:39<00:00,  3.63it/s]
Epoch 0: |          | 8200/? [37:39<00:00,  3.63it/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, 29.21it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.97it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.56it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.37it/s][A
[A
Epoch 0: |          | 8200/? [37:40<00:00,  3.63it/s]
Epoch 0: |          | 8201/? [37:41<00:00,  3.63it/s]
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Epoch 0: |          | 8400/? [38:26<00:00,  3.64it/s]
Epoch 0: |          | 8400/? [38:26<00:00,  3.64it/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, 28.21it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.83it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.37it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.25it/s][A
[A
Epoch 0: |          | 8400/? [38:28<00:00,  3.64it/s]
Epoch 0: |          | 8401/? [38:29<00:00,  3.64it/s]
Epoch 0: |          | 8401/? [38:29<00:00,  3.64it/s]
Epoch 0: |          | 8402/? [38:29<00:00,  3.64it/s]
Epoch 0: |          | 8402/? [38:29<00:00,  3.64it/s]
Epoch 0: |          | 8403/? [38:29<00:00,  3.64it/s]
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Epoch 0: |          | 8404/? [38:29<00:00,  3.64it/s]
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Epoch 0: |          | 8405/? [38:29<00:00,  3.64it/s]
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Epoch 0: |          | 8406/? [38:30<00:00,  3.64it/s]
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Epoch 0: |          | 8409/? [38:30<00:00,  3.64it/s]
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Epoch 0: |          | 8410/? [38:31<00:00,  3.64it/s]
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Epoch 0: |          | 8411/? [38:31<00:00,  3.64it/s]
Epoch 0: |          | 8411/? [38:31<00:00,  3.64it/s]
Epoch 0: |          | 8412/? [38:31<00:00,  3.64it/s]
Epoch 0: |          | 8412/? [38:31<00:00,  3.64it/s]
Epoch 0: |          | 8413/? [38:31<00:00,  3.64it/s]
Epoch 0: |          | 8413/? [38:31<00:00,  3.64it/s]
Epoch 0: |          | 8414/? [38:31<00:00,  3.64it/s]
Epoch 0: |          | 8414/? [38:31<00:00,  3.64it/s]
Epoch 0: |          | 8415/? [38:32<00:00,  3.64it/s]
Epoch 0: |          | 8415/? [38:32<00:00,  3.64it/s]
Epoch 0: |          | 8416/? [38:32<00:00,  3.64it/s]
Epoch 0: |          | 8416/? [38:32<00:00,  3.64it/s]
Epoch 0: |          | 8417/? [38:32<00:00,  3.64it/s]
Epoch 0: |          | 8417/? [38:32<00:00,  3.64it/s]
Epoch 0: |          | 8418/? [38:32<00:00,  3.64it/s]
Epoch 0: |          | 8418/? [38:32<00:00,  3.64it/s]
Epoch 0: |          | 8419/? [38:33<00:00,  3.64it/s]
Epoch 0: |          | 8419/? [38:33<00:00,  3.64it/s]
Epoch 0: |          | 8420/? [38:33<00:00,  3.64it/s]
Epoch 0: |          | 8420/? [38:33<00:00,  3.64it/s]
Epoch 0: |          | 8421/? [38:33<00:00,  3.64it/s]
Epoch 0: |          | 8421/? [38:33<00:00,  3.64it/s]
Epoch 0: |          | 8422/? [38:33<00:00,  3.64it/s]
Epoch 0: |          | 8422/? [38:33<00:00,  3.64it/s]
Epoch 0: |          | 8423/? [38:33<00:00,  3.64it/s]
Epoch 0: |          | 8423/? [38:33<00:00,  3.64it/s]
Epoch 0: |          | 8424/? [38:34<00:00,  3.64it/s]
Epoch 0: |          | 8424/? [38:34<00:00,  3.64it/s]
Epoch 0: |          | 8425/? [38:34<00:00,  3.64it/s]
Epoch 0: |          | 8425/? [38:34<00:00,  3.64it/s]
Epoch 0: |          | 8426/? [38:34<00:00,  3.64it/s]
Epoch 0: |          | 8426/? [38:34<00:00,  3.64it/s]
Epoch 0: |          | 8427/? [38:34<00:00,  3.64it/s]
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Epoch 0: |          | 8428/? [38:35<00:00,  3.64it/s]
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Epoch 0: |          | 8429/? [38:35<00:00,  3.64it/s]
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Epoch 0: |          | 8430/? [38:35<00:00,  3.64it/s]
Epoch 0: |          | 8430/? [38:35<00:00,  3.64it/s]
Epoch 0: |          | 8431/? [38:35<00:00,  3.64it/s]
Epoch 0: |          | 8431/? [38:35<00:00,  3.64it/s]
Epoch 0: |          | 8432/? [38:36<00:00,  3.64it/s]
Epoch 0: |          | 8432/? [38:36<00:00,  3.64it/s]
Epoch 0: |          | 8433/? [38:36<00:00,  3.64it/s]
Epoch 0: |          | 8433/? [38:36<00:00,  3.64it/s]
Epoch 0: |          | 8434/? [38:36<00:00,  3.64it/s]
Epoch 0: |          | 8434/? [38:36<00:00,  3.64it/s]
Epoch 0: |          | 8435/? [38:36<00:00,  3.64it/s]
Epoch 0: |          | 8435/? [38:36<00:00,  3.64it/s]
Epoch 0: |          | 8436/? [38:36<00:00,  3.64it/s]
Epoch 0: |          | 8436/? [38:36<00:00,  3.64it/s]
Epoch 0: |          | 8437/? [38:37<00:00,  3.64it/s]
Epoch 0: |          | 8437/? [38:37<00:00,  3.64it/s]
Epoch 0: |          | 8438/? [38:37<00:00,  3.64it/s]
Epoch 0: |          | 8438/? [38:37<00:00,  3.64it/s]
Epoch 0: |          | 8439/? [38:37<00:00,  3.64it/s]
Epoch 0: |          | 8439/? [38:37<00:00,  3.64it/s]
Epoch 0: |          | 8440/? [38:37<00:00,  3.64it/s]
Epoch 0: |          | 8440/? [38:37<00:00,  3.64it/s]
Epoch 0: |          | 8441/? [38:38<00:00,  3.64it/s]
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Epoch 0: |          | 8443/? [38:38<00:00,  3.64it/s]
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Epoch 0: |          | 8444/? [38:38<00:00,  3.64it/s]
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Epoch 0: |          | 8445/? [38:38<00:00,  3.64it/s]
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Epoch 0: |          | 8446/? [38:39<00:00,  3.64it/s]
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Epoch 0: |          | 8447/? [38:39<00:00,  3.64it/s]
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Epoch 0: |          | 8448/? [38:39<00:00,  3.64it/s]
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Epoch 0: |          | 8449/? [38:39<00:00,  3.64it/s]
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Epoch 0: |          | 8450/? [38:40<00:00,  3.64it/s]
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Epoch 0: |          | 8451/? [38:40<00:00,  3.64it/s]
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Epoch 0: |          | 8452/? [38:40<00:00,  3.64it/s]
Epoch 0: |          | 8452/? [38:40<00:00,  3.64it/s]
Epoch 0: |          | 8453/? [38:40<00:00,  3.64it/s]
Epoch 0: |          | 8453/? [38:40<00:00,  3.64it/s]
Epoch 0: |          | 8454/? [38:41<00:00,  3.64it/s]
Epoch 0: |          | 8454/? [38:41<00:00,  3.64it/s]
Epoch 0: |          | 8455/? [38:41<00:00,  3.64it/s]
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Epoch 0: |          | 8456/? [38:41<00:00,  3.64it/s]
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Epoch 0: |          | 8458/? [38:41<00:00,  3.64it/s]
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Epoch 0: |          | 8459/? [38:42<00:00,  3.64it/s]
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Epoch 0: |          | 8460/? [38:42<00:00,  3.64it/s]
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Epoch 0: |          | 8461/? [38:42<00:00,  3.64it/s]
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Epoch 0: |          | 8462/? [38:42<00:00,  3.64it/s]
Epoch 0: |          | 8462/? [38:42<00:00,  3.64it/s]
Epoch 0: |          | 8463/? [38:43<00:00,  3.64it/s]
Epoch 0: |          | 8463/? [38:43<00:00,  3.64it/s]
Epoch 0: |          | 8464/? [38:43<00:00,  3.64it/s]
Epoch 0: |          | 8464/? [38:43<00:00,  3.64it/s]
Epoch 0: |          | 8465/? [38:43<00:00,  3.64it/s]
Epoch 0: |          | 8465/? [38:43<00:00,  3.64it/s]
Epoch 0: |          | 8466/? [38:43<00:00,  3.64it/s]
Epoch 0: |          | 8466/? [38:43<00:00,  3.64it/s]
Epoch 0: |          | 8467/? [38:43<00:00,  3.64it/s]
Epoch 0: |          | 8467/? [38:43<00:00,  3.64it/s]
Epoch 0: |          | 8468/? [38:44<00:00,  3.64it/s]
Epoch 0: |          | 8468/? [38:44<00:00,  3.64it/s]
Epoch 0: |          | 8469/? [38:44<00:00,  3.64it/s]
Epoch 0: |          | 8469/? [38:44<00:00,  3.64it/s]
Epoch 0: |          | 8470/? [38:44<00:00,  3.64it/s]
Epoch 0: |          | 8470/? [38:44<00:00,  3.64it/s]
Epoch 0: |          | 8471/? [38:44<00:00,  3.64it/s]
Epoch 0: |          | 8471/? [38:44<00:00,  3.64it/s]
Epoch 0: |          | 8472/? [38:45<00:00,  3.64it/s]
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Epoch 0: |          | 8511/? [38:53<00:00,  3.65it/s]
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Epoch 0: |          | 8513/? [38:54<00:00,  3.65it/s]
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Epoch 0: |          | 8514/? [38:54<00:00,  3.65it/s]
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Epoch 0: |          | 8515/? [38:54<00:00,  3.65it/s]
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Epoch 0: |          | 8516/? [38:55<00:00,  3.65it/s]
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Epoch 0: |          | 8520/? [38:55<00:00,  3.65it/s]
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Epoch 0: |          | 8521/? [38:56<00:00,  3.65it/s]
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Epoch 0: |          | 8529/? [38:58<00:00,  3.65it/s]
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Epoch 0: |          | 8530/? [38:58<00:00,  3.65it/s]
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Epoch 0: |          | 8531/? [38:58<00:00,  3.65it/s]
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Epoch 0: |          | 8533/? [38:58<00:00,  3.65it/s]
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Epoch 0: |          | 8570/? [39:07<00:00,  3.65it/s]
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Epoch 0: |          | 8580/? [39:09<00:00,  3.65it/s]
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Epoch 0: |          | 8587/? [39:11<00:00,  3.65it/s]
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Epoch 0: |          | 8591/? [39:11<00:00,  3.65it/s]
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Epoch 0: |          | 8600/? [39:14<00:00,  3.65it/s]
Epoch 0: |          | 8600/? [39:14<00:00,  3.65it/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, 28.83it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.10it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.64it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.44it/s][A
[A
Epoch 0: |          | 8600/? [39:15<00:00,  3.65it/s]
Epoch 0: |          | 8601/? [39:16<00:00,  3.65it/s]
Epoch 0: |          | 8601/? [39:16<00:00,  3.65it/s]
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Epoch 0: |          | 8607/? [39:17<00:00,  3.65it/s]
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Epoch 0: |          | 8630/? [39:23<00:00,  3.65it/s]
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Epoch 0: |          | 8631/? [39:23<00:00,  3.65it/s]
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Epoch 0: |          | 8632/? [39:23<00:00,  3.65it/s]
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Epoch 0: |          | 8634/? [39:24<00:00,  3.65it/s]
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Epoch 0: |          | 8639/? [39:25<00:00,  3.65it/s]
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Epoch 0: |          | 8640/? [39:25<00:00,  3.65it/s]
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Epoch 0: |          | 8643/? [39:26<00:00,  3.65it/s]
Epoch 0: |          | 8643/? [39:26<00:00,  3.65it/s]
Epoch 0: |          | 8644/? [39:26<00:00,  3.65it/s]
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Epoch 0: |          | 8645/? [39:26<00:00,  3.65it/s]
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Epoch 0: |          | 8646/? [39:26<00:00,  3.65it/s]
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Epoch 0: |          | 8647/? [39:27<00:00,  3.65it/s]
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Epoch 0: |          | 8648/? [39:27<00:00,  3.65it/s]
Epoch 0: |          | 8648/? [39:27<00:00,  3.65it/s]
Epoch 0: |          | 8649/? [39:27<00:00,  3.65it/s]
Epoch 0: |          | 8649/? [39:27<00:00,  3.65it/s]
Epoch 0: |          | 8650/? [39:27<00:00,  3.65it/s]
Epoch 0: |          | 8650/? [39:27<00:00,  3.65it/s]
Epoch 0: |          | 8651/? [39:27<00:00,  3.65it/s]
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Epoch 0: |          | 8652/? [39:28<00:00,  3.65it/s]
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Epoch 0: |          | 8653/? [39:28<00:00,  3.65it/s]
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Epoch 0: |          | 8654/? [39:28<00:00,  3.65it/s]
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Epoch 0: |          | 8655/? [39:28<00:00,  3.65it/s]
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Epoch 0: |          | 8656/? [39:29<00:00,  3.65it/s]
Epoch 0: |          | 8656/? [39:29<00:00,  3.65it/s]
Epoch 0: |          | 8657/? [39:29<00:00,  3.65it/s]
Epoch 0: |          | 8657/? [39:29<00:00,  3.65it/s]
Epoch 0: |          | 8658/? [39:29<00:00,  3.65it/s]
Epoch 0: |          | 8658/? [39:29<00:00,  3.65it/s]
Epoch 0: |          | 8659/? [39:29<00:00,  3.65it/s]
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Epoch 0: |          | 8660/? [39:30<00:00,  3.65it/s]
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Epoch 0: |          | 8661/? [39:30<00:00,  3.65it/s]
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Epoch 0: |          | 8662/? [39:30<00:00,  3.65it/s]
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Epoch 0: |          | 8663/? [39:30<00:00,  3.65it/s]
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Epoch 0: |          | 8664/? [39:30<00:00,  3.65it/s]
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Epoch 0: |          | 8665/? [39:31<00:00,  3.65it/s]
Epoch 0: |          | 8665/? [39:31<00:00,  3.65it/s]
Epoch 0: |          | 8666/? [39:31<00:00,  3.65it/s]
Epoch 0: |          | 8666/? [39:31<00:00,  3.65it/s]
Epoch 0: |          | 8667/? [39:31<00:00,  3.65it/s]
Epoch 0: |          | 8667/? [39:31<00:00,  3.65it/s]
Epoch 0: |          | 8668/? [39:31<00:00,  3.65it/s]
Epoch 0: |          | 8668/? [39:31<00:00,  3.65it/s]
Epoch 0: |          | 8669/? [39:32<00:00,  3.65it/s]
Epoch 0: |          | 8669/? [39:32<00:00,  3.65it/s]
Epoch 0: |          | 8670/? [39:32<00:00,  3.65it/s]
Epoch 0: |          | 8670/? [39:32<00:00,  3.65it/s]
Epoch 0: |          | 8671/? [39:32<00:00,  3.65it/s]
Epoch 0: |          | 8671/? [39:32<00:00,  3.65it/s]
Epoch 0: |          | 8672/? [39:32<00:00,  3.65it/s]
Epoch 0: |          | 8672/? [39:32<00:00,  3.65it/s]
Epoch 0: |          | 8673/? [39:32<00:00,  3.65it/s]
Epoch 0: |          | 8673/? [39:32<00:00,  3.65it/s]
Epoch 0: |          | 8674/? [39:33<00:00,  3.66it/s]
Epoch 0: |          | 8674/? [39:33<00:00,  3.66it/s]
Epoch 0: |          | 8675/? [39:33<00:00,  3.66it/s]
Epoch 0: |          | 8675/? [39:33<00:00,  3.66it/s]
Epoch 0: |          | 8676/? [39:33<00:00,  3.66it/s]
Epoch 0: |          | 8676/? [39:33<00:00,  3.66it/s]
Epoch 0: |          | 8677/? [39:33<00:00,  3.66it/s]
Epoch 0: |          | 8677/? [39:33<00:00,  3.66it/s]
Epoch 0: |          | 8678/? [39:34<00:00,  3.66it/s]
Epoch 0: |          | 8678/? [39:34<00:00,  3.66it/s]
Epoch 0: |          | 8679/? [39:34<00:00,  3.66it/s]
Epoch 0: |          | 8679/? [39:34<00:00,  3.66it/s]
Epoch 0: |          | 8680/? [39:34<00:00,  3.66it/s]
Epoch 0: |          | 8680/? [39:34<00:00,  3.66it/s]
Epoch 0: |          | 8681/? [39:34<00:00,  3.66it/s]
Epoch 0: |          | 8681/? [39:34<00:00,  3.66it/s]
Epoch 0: |          | 8682/? [39:34<00:00,  3.66it/s]
Epoch 0: |          | 8682/? [39:34<00:00,  3.66it/s]
Epoch 0: |          | 8683/? [39:35<00:00,  3.66it/s]
Epoch 0: |          | 8683/? [39:35<00:00,  3.66it/s]
Epoch 0: |          | 8684/? [39:35<00:00,  3.66it/s]
Epoch 0: |          | 8684/? [39:35<00:00,  3.66it/s]
Epoch 0: |          | 8685/? [39:35<00:00,  3.66it/s]
Epoch 0: |          | 8685/? [39:35<00:00,  3.66it/s]
Epoch 0: |          | 8686/? [39:35<00:00,  3.66it/s]
Epoch 0: |          | 8686/? [39:35<00:00,  3.66it/s]
Epoch 0: |          | 8687/? [39:36<00:00,  3.66it/s]
Epoch 0: |          | 8687/? [39:36<00:00,  3.66it/s]
Epoch 0: |          | 8688/? [39:36<00:00,  3.66it/s]
Epoch 0: |          | 8688/? [39:36<00:00,  3.66it/s]
Epoch 0: |          | 8689/? [39:36<00:00,  3.66it/s]
Epoch 0: |          | 8689/? [39:36<00:00,  3.66it/s]
Epoch 0: |          | 8690/? [39:36<00:00,  3.66it/s]
Epoch 0: |          | 8690/? [39:36<00:00,  3.66it/s]
Epoch 0: |          | 8691/? [39:37<00:00,  3.66it/s]
Epoch 0: |          | 8691/? [39:37<00:00,  3.66it/s]
Epoch 0: |          | 8692/? [39:37<00:00,  3.66it/s]
Epoch 0: |          | 8692/? [39:37<00:00,  3.66it/s]
Epoch 0: |          | 8693/? [39:37<00:00,  3.66it/s]
Epoch 0: |          | 8693/? [39:37<00:00,  3.66it/s]
Epoch 0: |          | 8694/? [39:37<00:00,  3.66it/s]
Epoch 0: |          | 8694/? [39:37<00:00,  3.66it/s]
Epoch 0: |          | 8695/? [39:37<00:00,  3.66it/s]
Epoch 0: |          | 8695/? [39:37<00:00,  3.66it/s]
Epoch 0: |          | 8696/? [39:38<00:00,  3.66it/s]
Epoch 0: |          | 8696/? [39:38<00:00,  3.66it/s]
Epoch 0: |          | 8697/? [39:38<00:00,  3.66it/s]
Epoch 0: |          | 8697/? [39:38<00:00,  3.66it/s]
Epoch 0: |          | 8698/? [39:38<00:00,  3.66it/s]
Epoch 0: |          | 8698/? [39:38<00:00,  3.66it/s]
Epoch 0: |          | 8699/? [39:38<00:00,  3.66it/s]
Epoch 0: |          | 8699/? [39:38<00:00,  3.66it/s]
Epoch 0: |          | 8700/? [39:39<00:00,  3.66it/s]
Epoch 0: |          | 8700/? [39:39<00:00,  3.66it/s]
Epoch 0: |          | 8701/? [39:39<00:00,  3.66it/s]
Epoch 0: |          | 8701/? [39:39<00:00,  3.66it/s]
Epoch 0: |          | 8702/? [39:39<00:00,  3.66it/s]
Epoch 0: |          | 8702/? [39:39<00:00,  3.66it/s]
Epoch 0: |          | 8703/? [39:39<00:00,  3.66it/s]
Epoch 0: |          | 8703/? [39:39<00:00,  3.66it/s]
Epoch 0: |          | 8704/? [39:40<00:00,  3.66it/s]
Epoch 0: |          | 8704/? [39:40<00:00,  3.66it/s]
Epoch 0: |          | 8705/? [39:40<00:00,  3.66it/s]
Epoch 0: |          | 8705/? [39:40<00:00,  3.66it/s]
Epoch 0: |          | 8706/? [39:40<00:00,  3.66it/s]
Epoch 0: |          | 8706/? [39:40<00:00,  3.66it/s]
Epoch 0: |          | 8707/? [39:40<00:00,  3.66it/s]
Epoch 0: |          | 8707/? [39:40<00:00,  3.66it/s]
Epoch 0: |          | 8708/? [39:40<00:00,  3.66it/s]
Epoch 0: |          | 8708/? [39:40<00:00,  3.66it/s]
Epoch 0: |          | 8709/? [39:41<00:00,  3.66it/s]
Epoch 0: |          | 8709/? [39:41<00:00,  3.66it/s]
Epoch 0: |          | 8710/? [39:41<00:00,  3.66it/s]
Epoch 0: |          | 8710/? [39:41<00:00,  3.66it/s]
Epoch 0: |          | 8711/? [39:41<00:00,  3.66it/s]
Epoch 0: |          | 8711/? [39:41<00:00,  3.66it/s]
Epoch 0: |          | 8712/? [39:41<00:00,  3.66it/s]
Epoch 0: |          | 8712/? [39:41<00:00,  3.66it/s]
Epoch 0: |          | 8713/? [39:42<00:00,  3.66it/s]
Epoch 0: |          | 8713/? [39:42<00:00,  3.66it/s]
Epoch 0: |          | 8714/? [39:42<00:00,  3.66it/s]
Epoch 0: |          | 8714/? [39:42<00:00,  3.66it/s]
Epoch 0: |          | 8715/? [39:42<00:00,  3.66it/s]
Epoch 0: |          | 8715/? [39:42<00:00,  3.66it/s]
Epoch 0: |          | 8716/? [39:42<00:00,  3.66it/s]
Epoch 0: |          | 8716/? [39:42<00:00,  3.66it/s]
Epoch 0: |          | 8717/? [39:43<00:00,  3.66it/s]
Epoch 0: |          | 8717/? [39:43<00:00,  3.66it/s]
Epoch 0: |          | 8718/? [39:43<00:00,  3.66it/s]
Epoch 0: |          | 8718/? [39:43<00:00,  3.66it/s]
Epoch 0: |          | 8719/? [39:43<00:00,  3.66it/s]
Epoch 0: |          | 8719/? [39:43<00:00,  3.66it/s]
Epoch 0: |          | 8720/? [39:43<00:00,  3.66it/s]
Epoch 0: |          | 8720/? [39:43<00:00,  3.66it/s]
Epoch 0: |          | 8721/? [39:43<00:00,  3.66it/s]
Epoch 0: |          | 8721/? [39:43<00:00,  3.66it/s]
Epoch 0: |          | 8722/? [39:44<00:00,  3.66it/s]
Epoch 0: |          | 8722/? [39:44<00:00,  3.66it/s]
Epoch 0: |          | 8723/? [39:44<00:00,  3.66it/s]
Epoch 0: |          | 8723/? [39:44<00:00,  3.66it/s]
Epoch 0: |          | 8724/? [39:44<00:00,  3.66it/s]
Epoch 0: |          | 8724/? [39:44<00:00,  3.66it/s]
Epoch 0: |          | 8725/? [39:44<00:00,  3.66it/s]
Epoch 0: |          | 8725/? [39:44<00:00,  3.66it/s]
Epoch 0: |          | 8726/? [39:45<00:00,  3.66it/s]
Epoch 0: |          | 8726/? [39:45<00:00,  3.66it/s]
Epoch 0: |          | 8727/? [39:45<00:00,  3.66it/s]
Epoch 0: |          | 8727/? [39:45<00:00,  3.66it/s]
Epoch 0: |          | 8728/? [39:45<00:00,  3.66it/s]
Epoch 0: |          | 8728/? [39:45<00:00,  3.66it/s]
Epoch 0: |          | 8729/? [39:45<00:00,  3.66it/s]
Epoch 0: |          | 8729/? [39:45<00:00,  3.66it/s]
Epoch 0: |          | 8730/? [39:45<00:00,  3.66it/s]
Epoch 0: |          | 8730/? [39:45<00:00,  3.66it/s]
Epoch 0: |          | 8731/? [39:46<00:00,  3.66it/s]
Epoch 0: |          | 8731/? [39:46<00:00,  3.66it/s]
Epoch 0: |          | 8732/? [39:46<00:00,  3.66it/s]
Epoch 0: |          | 8732/? [39:46<00:00,  3.66it/s]
Epoch 0: |          | 8733/? [39:46<00:00,  3.66it/s]
Epoch 0: |          | 8733/? [39:46<00:00,  3.66it/s]
Epoch 0: |          | 8734/? [39:46<00:00,  3.66it/s]
Epoch 0: |          | 8734/? [39:46<00:00,  3.66it/s]
Epoch 0: |          | 8735/? [39:47<00:00,  3.66it/s]
Epoch 0: |          | 8735/? [39:47<00:00,  3.66it/s]
Epoch 0: |          | 8736/? [39:47<00:00,  3.66it/s]
Epoch 0: |          | 8736/? [39:47<00:00,  3.66it/s]
Epoch 0: |          | 8737/? [39:47<00:00,  3.66it/s]
Epoch 0: |          | 8737/? [39:47<00:00,  3.66it/s]
Epoch 0: |          | 8738/? [39:47<00:00,  3.66it/s]
Epoch 0: |          | 8738/? [39:47<00:00,  3.66it/s]
Epoch 0: |          | 8739/? [39:47<00:00,  3.66it/s]
Epoch 0: |          | 8739/? [39:47<00:00,  3.66it/s]
Epoch 0: |          | 8740/? [39:48<00:00,  3.66it/s]
Epoch 0: |          | 8740/? [39:48<00:00,  3.66it/s]
Epoch 0: |          | 8741/? [39:48<00:00,  3.66it/s]
Epoch 0: |          | 8741/? [39:48<00:00,  3.66it/s]
Epoch 0: |          | 8742/? [39:48<00:00,  3.66it/s]
Epoch 0: |          | 8742/? [39:48<00:00,  3.66it/s]
Epoch 0: |          | 8743/? [39:48<00:00,  3.66it/s]
Epoch 0: |          | 8743/? [39:48<00:00,  3.66it/s]
Epoch 0: |          | 8744/? [39:49<00:00,  3.66it/s]
Epoch 0: |          | 8744/? [39:49<00:00,  3.66it/s]
Epoch 0: |          | 8745/? [39:49<00:00,  3.66it/s]
Epoch 0: |          | 8745/? [39:49<00:00,  3.66it/s]
Epoch 0: |          | 8746/? [39:49<00:00,  3.66it/s]
Epoch 0: |          | 8746/? [39:49<00:00,  3.66it/s]
Epoch 0: |          | 8747/? [39:49<00:00,  3.66it/s]
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Epoch 0: |          | 8800/? [40:01<00:00,  3.66it/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, 27.90it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.08it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.62it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.43it/s][A
[A
Epoch 0: |          | 8800/? [40:03<00:00,  3.66it/s]
Epoch 0: |          | 8801/? [40:04<00:00,  3.66it/s]
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Epoch 0: |          | 8812/? [40:06<00:00,  3.66it/s]
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Epoch 0: |          | 8813/? [40:06<00:00,  3.66it/s]
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Epoch 0: |          | 8814/? [40:06<00:00,  3.66it/s]
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Epoch 0: |          | 8815/? [40:07<00:00,  3.66it/s]
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Epoch 0: |          | 8816/? [40:07<00:00,  3.66it/s]
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Epoch 0: |          | 8817/? [40:07<00:00,  3.66it/s]
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Epoch 0: |          | 8819/? [40:08<00:00,  3.66it/s]
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Epoch 0: |          | 8820/? [40:08<00:00,  3.66it/s]
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Epoch 0: |          | 8821/? [40:08<00:00,  3.66it/s]
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Epoch 0: |          | 8822/? [40:08<00:00,  3.66it/s]
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Epoch 0: |          | 8823/? [40:09<00:00,  3.66it/s]
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Epoch 0: |          | 8824/? [40:09<00:00,  3.66it/s]
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Epoch 0: |          | 8825/? [40:09<00:00,  3.66it/s]
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Epoch 0: |          | 8827/? [40:09<00:00,  3.66it/s]
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Epoch 0: |          | 8828/? [40:10<00:00,  3.66it/s]
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Epoch 0: |          | 8830/? [40:10<00:00,  3.66it/s]
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Epoch 0: |          | 8831/? [40:10<00:00,  3.66it/s]
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Epoch 0: |          | 8832/? [40:11<00:00,  3.66it/s]
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Epoch 0: |          | 8833/? [40:11<00:00,  3.66it/s]
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Epoch 0: |          | 8834/? [40:11<00:00,  3.66it/s]
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Epoch 0: |          | 8835/? [40:11<00:00,  3.66it/s]
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Epoch 0: |          | 8836/? [40:11<00:00,  3.66it/s]
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Epoch 0: |          | 8837/? [40:12<00:00,  3.66it/s]
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Epoch 0: |          | 8840/? [40:12<00:00,  3.66it/s]
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Epoch 0: |          | 8846/? [40:14<00:00,  3.66it/s]
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Epoch 0: |          | 8847/? [40:14<00:00,  3.66it/s]
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Epoch 0: |          | 8848/? [40:14<00:00,  3.66it/s]
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Epoch 0: |          | 8849/? [40:14<00:00,  3.66it/s]
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Epoch 0: |          | 8850/? [40:15<00:00,  3.66it/s]
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Epoch 0: |          | 8853/? [40:15<00:00,  3.66it/s]
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Epoch 0: |          | 8855/? [40:16<00:00,  3.66it/s]
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Epoch 0: |          | 8860/? [40:17<00:00,  3.67it/s]
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Epoch 0: |          | 8861/? [40:17<00:00,  3.67it/s]
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Epoch 0: |          | 8862/? [40:17<00:00,  3.67it/s]
Epoch 0: |          | 8862/? [40:17<00:00,  3.67it/s]
Epoch 0: |          | 8863/? [40:17<00:00,  3.67it/s]
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Epoch 0: |          | 8864/? [40:18<00:00,  3.67it/s]
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Epoch 0: |          | 8865/? [40:18<00:00,  3.67it/s]
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Epoch 0: |          | 8866/? [40:18<00:00,  3.67it/s]
Epoch 0: |          | 8866/? [40:18<00:00,  3.67it/s]
Epoch 0: |          | 8867/? [40:18<00:00,  3.67it/s]
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Epoch 0: |          | 8868/? [40:19<00:00,  3.67it/s]
Epoch 0: |          | 8868/? [40:19<00:00,  3.67it/s]
Epoch 0: |          | 8869/? [40:19<00:00,  3.67it/s]
Epoch 0: |          | 8869/? [40:19<00:00,  3.67it/s]
Epoch 0: |          | 8870/? [40:19<00:00,  3.67it/s]
Epoch 0: |          | 8870/? [40:19<00:00,  3.67it/s]
Epoch 0: |          | 8871/? [40:19<00:00,  3.67it/s]
Epoch 0: |          | 8871/? [40:19<00:00,  3.67it/s]
Epoch 0: |          | 8872/? [40:20<00:00,  3.67it/s]
Epoch 0: |          | 8872/? [40:20<00:00,  3.67it/s]
Epoch 0: |          | 8873/? [40:20<00:00,  3.67it/s]
Epoch 0: |          | 8873/? [40:20<00:00,  3.67it/s]
Epoch 0: |          | 8874/? [40:20<00:00,  3.67it/s]
Epoch 0: |          | 8874/? [40:20<00:00,  3.67it/s]
Epoch 0: |          | 8875/? [40:20<00:00,  3.67it/s]
Epoch 0: |          | 8875/? [40:20<00:00,  3.67it/s]
Epoch 0: |          | 8876/? [40:20<00:00,  3.67it/s]
Epoch 0: |          | 8876/? [40:20<00:00,  3.67it/s]
Epoch 0: |          | 8877/? [40:21<00:00,  3.67it/s]
Epoch 0: |          | 8877/? [40:21<00:00,  3.67it/s]
Epoch 0: |          | 8878/? [40:21<00:00,  3.67it/s]
Epoch 0: |          | 8878/? [40:21<00:00,  3.67it/s]
Epoch 0: |          | 8879/? [40:21<00:00,  3.67it/s]
Epoch 0: |          | 8879/? [40:21<00:00,  3.67it/s]
Epoch 0: |          | 8880/? [40:21<00:00,  3.67it/s]
Epoch 0: |          | 8880/? [40:21<00:00,  3.67it/s]
Epoch 0: |          | 8881/? [40:22<00:00,  3.67it/s]
Epoch 0: |          | 8881/? [40:22<00:00,  3.67it/s]
Epoch 0: |          | 8882/? [40:22<00:00,  3.67it/s]
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Epoch 0: |          | 8911/? [40:28<00:00,  3.67it/s]
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Epoch 0: |          | 8912/? [40:29<00:00,  3.67it/s]
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Epoch 0: |          | 8913/? [40:29<00:00,  3.67it/s]
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Epoch 0: |          | 8914/? [40:29<00:00,  3.67it/s]
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Epoch 0: |          | 8915/? [40:29<00:00,  3.67it/s]
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Epoch 0: |          | 8916/? [40:29<00:00,  3.67it/s]
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Epoch 0: |          | 8919/? [40:30<00:00,  3.67it/s]
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Epoch 0: |          | 8920/? [40:30<00:00,  3.67it/s]
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Epoch 0: |          | 8921/? [40:31<00:00,  3.67it/s]
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Epoch 0: |          | 8922/? [40:31<00:00,  3.67it/s]
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Epoch 0: |          | 8923/? [40:31<00:00,  3.67it/s]
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Epoch 0: |          | 8924/? [40:31<00:00,  3.67it/s]
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Epoch 0: |          | 8925/? [40:32<00:00,  3.67it/s]
Epoch 0: |          | 8925/? [40:32<00:00,  3.67it/s]
Epoch 0: |          | 8926/? [40:32<00:00,  3.67it/s]
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Epoch 0: |          | 8927/? [40:32<00:00,  3.67it/s]
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Epoch 0: |          | 8928/? [40:32<00:00,  3.67it/s]
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Epoch 0: |          | 8929/? [40:32<00:00,  3.67it/s]
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Epoch 0: |          | 8930/? [40:33<00:00,  3.67it/s]
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Epoch 0: |          | 8931/? [40:33<00:00,  3.67it/s]
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Epoch 0: |          | 8932/? [40:33<00:00,  3.67it/s]
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Epoch 0: |          | 8933/? [40:33<00:00,  3.67it/s]
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Epoch 0: |          | 8934/? [40:34<00:00,  3.67it/s]
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Epoch 0: |          | 8935/? [40:34<00:00,  3.67it/s]
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Epoch 0: |          | 8936/? [40:34<00:00,  3.67it/s]
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Epoch 0: |          | 8938/? [40:34<00:00,  3.67it/s]
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Epoch 0: |          | 8939/? [40:35<00:00,  3.67it/s]
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Epoch 0: |          | 8940/? [40:35<00:00,  3.67it/s]
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Epoch 0: |          | 8961/? [40:40<00:00,  3.67it/s]
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Epoch 0: |          | 8970/? [40:42<00:00,  3.67it/s]
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Epoch 0: |          | 9000/? [40:49<00:00,  3.67it/s]
Epoch 0: |          | 9000/? [40:49<00:00,  3.67it/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, 28.57it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.03it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.57it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.38it/s][A
[A
Epoch 0: |          | 9000/? [40:50<00:00,  3.67it/s]
Epoch 0: |          | 9001/? [40:51<00:00,  3.67it/s]
Epoch 0: |          | 9001/? [40:51<00:00,  3.67it/s]
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Epoch 0: |          | 9120/? [41:18<00:00,  3.68it/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, 28.26it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.92it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.53it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.40it/s][A
[A
Epoch 0: |          | 9200/? [41:38<00:00,  3.68it/s]
Epoch 0: |          | 9201/? [41:39<00:00,  3.68it/s]
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Epoch 0: |          | 9271/? [41:54<00:00,  3.69it/s]
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Epoch 0: |          | 9275/? [41:55<00:00,  3.69it/s]
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Epoch 0: |          | 9277/? [41:56<00:00,  3.69it/s]
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Epoch 0: |          | 9280/? [41:57<00:00,  3.69it/s]
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Epoch 0: |          | 9281/? [41:57<00:00,  3.69it/s]
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Epoch 0: |          | 9400/? [42:24<00:00,  3.69it/s]
Epoch 0: |          | 9400/? [42:24<00:00,  3.69it/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, 28.57it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.68it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.30it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.20it/s][A
[A
Epoch 0: |          | 9400/? [42:26<00:00,  3.69it/s]
Epoch 0: |          | 9401/? [42:26<00:00,  3.69it/s]
Epoch 0: |          | 9401/? [42:26<00:00,  3.69it/s]
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Epoch 0: |          | 9403/? [42:27<00:00,  3.69it/s]
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Epoch 0: |          | 9411/? [42:29<00:00,  3.69it/s]
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Epoch 0: |          | 9420/? [42:31<00:00,  3.69it/s]
Epoch 0: |          | 9420/? [42:31<00:00,  3.69it/s]
Epoch 0: |          | 9421/? [42:31<00:00,  3.69it/s]
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Epoch 0: |          | 9429/? [42:33<00:00,  3.69it/s]
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Epoch 0: |          | 9500/? [42:49<00:00,  3.70it/s]
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Epoch 0: |          | 9501/? [42:49<00:00,  3.70it/s]
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Epoch 0: |          | 9508/? [42:51<00:00,  3.70it/s]
Epoch 0: |          | 9509/? [42:51<00:00,  3.70it/s]
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Epoch 0: |          | 9510/? [42:51<00:00,  3.70it/s]
Epoch 0: |          | 9510/? [42:51<00:00,  3.70it/s]
Epoch 0: |          | 9511/? [42:51<00:00,  3.70it/s]
Epoch 0: |          | 9511/? [42:51<00:00,  3.70it/s]
Epoch 0: |          | 9512/? [42:52<00:00,  3.70it/s]
Epoch 0: |          | 9512/? [42:52<00:00,  3.70it/s]
Epoch 0: |          | 9513/? [42:52<00:00,  3.70it/s]
Epoch 0: |          | 9513/? [42:52<00:00,  3.70it/s]
Epoch 0: |          | 9514/? [42:52<00:00,  3.70it/s]
Epoch 0: |          | 9514/? [42:52<00:00,  3.70it/s]
Epoch 0: |          | 9515/? [42:52<00:00,  3.70it/s]
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Epoch 0: |          | 9516/? [42:52<00:00,  3.70it/s]
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Epoch 0: |          | 9517/? [42:53<00:00,  3.70it/s]
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Epoch 0: |          | 9518/? [42:53<00:00,  3.70it/s]
Epoch 0: |          | 9518/? [42:53<00:00,  3.70it/s]
Epoch 0: |          | 9519/? [42:53<00:00,  3.70it/s]
Epoch 0: |          | 9519/? [42:53<00:00,  3.70it/s]
Epoch 0: |          | 9520/? [42:53<00:00,  3.70it/s]
Epoch 0: |          | 9520/? [42:53<00:00,  3.70it/s]
Epoch 0: |          | 9521/? [42:54<00:00,  3.70it/s]
Epoch 0: |          | 9521/? [42:54<00:00,  3.70it/s]
Epoch 0: |          | 9522/? [42:54<00:00,  3.70it/s]
Epoch 0: |          | 9522/? [42:54<00:00,  3.70it/s]
Epoch 0: |          | 9523/? [42:54<00:00,  3.70it/s]
Epoch 0: |          | 9523/? [42:54<00:00,  3.70it/s]
Epoch 0: |          | 9524/? [42:54<00:00,  3.70it/s]
Epoch 0: |          | 9524/? [42:54<00:00,  3.70it/s]
Epoch 0: |          | 9525/? [42:54<00:00,  3.70it/s]
Epoch 0: |          | 9525/? [42:54<00:00,  3.70it/s]
Epoch 0: |          | 9526/? [42:55<00:00,  3.70it/s]
Epoch 0: |          | 9526/? [42:55<00:00,  3.70it/s]
Epoch 0: |          | 9527/? [42:55<00:00,  3.70it/s]
Epoch 0: |          | 9527/? [42:55<00:00,  3.70it/s]
Epoch 0: |          | 9528/? [42:55<00:00,  3.70it/s]
Epoch 0: |          | 9528/? [42:55<00:00,  3.70it/s]
Epoch 0: |          | 9529/? [42:55<00:00,  3.70it/s]
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Epoch 0: |          | 9530/? [42:56<00:00,  3.70it/s]
Epoch 0: |          | 9530/? [42:56<00:00,  3.70it/s]
Epoch 0: |          | 9531/? [42:56<00:00,  3.70it/s]
Epoch 0: |          | 9531/? [42:56<00:00,  3.70it/s]
Epoch 0: |          | 9532/? [42:56<00:00,  3.70it/s]
Epoch 0: |          | 9532/? [42:56<00:00,  3.70it/s]
Epoch 0: |          | 9533/? [42:56<00:00,  3.70it/s]
Epoch 0: |          | 9533/? [42:56<00:00,  3.70it/s]
Epoch 0: |          | 9534/? [42:57<00:00,  3.70it/s]
Epoch 0: |          | 9534/? [42:57<00:00,  3.70it/s]
Epoch 0: |          | 9535/? [42:57<00:00,  3.70it/s]
Epoch 0: |          | 9535/? [42:57<00:00,  3.70it/s]
Epoch 0: |          | 9536/? [42:57<00:00,  3.70it/s]
Epoch 0: |          | 9536/? [42:57<00:00,  3.70it/s]
Epoch 0: |          | 9537/? [42:57<00:00,  3.70it/s]
Epoch 0: |          | 9537/? [42:57<00:00,  3.70it/s]
Epoch 0: |          | 9538/? [42:57<00:00,  3.70it/s]
Epoch 0: |          | 9538/? [42:57<00:00,  3.70it/s]
Epoch 0: |          | 9539/? [42:58<00:00,  3.70it/s]
Epoch 0: |          | 9539/? [42:58<00:00,  3.70it/s]
Epoch 0: |          | 9540/? [42:58<00:00,  3.70it/s]
Epoch 0: |          | 9540/? [42:58<00:00,  3.70it/s]
Epoch 0: |          | 9541/? [42:58<00:00,  3.70it/s]
Epoch 0: |          | 9541/? [42:58<00:00,  3.70it/s]
Epoch 0: |          | 9542/? [42:58<00:00,  3.70it/s]
Epoch 0: |          | 9542/? [42:58<00:00,  3.70it/s]
Epoch 0: |          | 9543/? [42:59<00:00,  3.70it/s]
Epoch 0: |          | 9543/? [42:59<00:00,  3.70it/s]
Epoch 0: |          | 9544/? [42:59<00:00,  3.70it/s]
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Epoch 0: |          | 9545/? [42:59<00:00,  3.70it/s]
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Epoch 0: |          | 9546/? [42:59<00:00,  3.70it/s]
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Epoch 0: |          | 9547/? [43:00<00:00,  3.70it/s]
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Epoch 0: |          | 9548/? [43:00<00:00,  3.70it/s]
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Epoch 0: |          | 9549/? [43:00<00:00,  3.70it/s]
Epoch 0: |          | 9549/? [43:00<00:00,  3.70it/s]
Epoch 0: |          | 9550/? [43:00<00:00,  3.70it/s]
Epoch 0: |          | 9550/? [43:00<00:00,  3.70it/s]
Epoch 0: |          | 9551/? [43:00<00:00,  3.70it/s]
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Epoch 0: |          | 9552/? [43:01<00:00,  3.70it/s]
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Epoch 0: |          | 9553/? [43:01<00:00,  3.70it/s]
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Epoch 0: |          | 9554/? [43:01<00:00,  3.70it/s]
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Epoch 0: |          | 9555/? [43:01<00:00,  3.70it/s]
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Epoch 0: |          | 9556/? [43:02<00:00,  3.70it/s]
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Epoch 0: |          | 9557/? [43:02<00:00,  3.70it/s]
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Epoch 0: |          | 9558/? [43:02<00:00,  3.70it/s]
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Epoch 0: |          | 9559/? [43:02<00:00,  3.70it/s]
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Epoch 0: |          | 9560/? [43:03<00:00,  3.70it/s]
Epoch 0: |          | 9560/? [43:03<00:00,  3.70it/s]
Epoch 0: |          | 9561/? [43:03<00:00,  3.70it/s]
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Epoch 0: |          | 9562/? [43:03<00:00,  3.70it/s]
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Epoch 0: |          | 9563/? [43:03<00:00,  3.70it/s]
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Epoch 0: |          | 9564/? [43:04<00:00,  3.70it/s]
Epoch 0: |          | 9564/? [43:04<00:00,  3.70it/s]
Epoch 0: |          | 9565/? [43:04<00:00,  3.70it/s]
Epoch 0: |          | 9565/? [43:04<00:00,  3.70it/s]
Epoch 0: |          | 9566/? [43:04<00:00,  3.70it/s]
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Epoch 0: |          | 9567/? [43:04<00:00,  3.70it/s]
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Epoch 0: |          | 9568/? [43:04<00:00,  3.70it/s]
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Epoch 0: |          | 9569/? [43:05<00:00,  3.70it/s]
Epoch 0: |          | 9569/? [43:05<00:00,  3.70it/s]
Epoch 0: |          | 9570/? [43:05<00:00,  3.70it/s]
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Epoch 0: |          | 9599/? [43:11<00:00,  3.70it/s]
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Epoch 0: |          | 9600/? [43:12<00:00,  3.70it/s]
Epoch 0: |          | 9600/? [43:12<00:00,  3.70it/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<00:00, 29.05it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  3.93it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.52it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.36it/s][A
[A
Epoch 0: |          | 9600/? [43:13<00:00,  3.70it/s]
Epoch 0: |          | 9601/? [43:14<00:00,  3.70it/s]
Epoch 0: |          | 9601/? [43:14<00:00,  3.70it/s]
Epoch 0: |          | 9602/? [43:14<00:00,  3.70it/s]
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Epoch 0: |          | 9603/? [43:14<00:00,  3.70it/s]
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Epoch 0: |          | 9604/? [43:14<00:00,  3.70it/s]
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Epoch 0: |          | 9605/? [43:15<00:00,  3.70it/s]
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Epoch 0: |          | 9608/? [43:15<00:00,  3.70it/s]
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Epoch 0: |          | 9609/? [43:16<00:00,  3.70it/s]
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Epoch 0: |          | 9610/? [43:16<00:00,  3.70it/s]
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Epoch 0: |          | 9611/? [43:16<00:00,  3.70it/s]
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Epoch 0: |          | 9612/? [43:16<00:00,  3.70it/s]
Epoch 0: |          | 9612/? [43:16<00:00,  3.70it/s]
Epoch 0: |          | 9613/? [43:16<00:00,  3.70it/s]
Epoch 0: |          | 9613/? [43:16<00:00,  3.70it/s]
Epoch 0: |          | 9614/? [43:17<00:00,  3.70it/s]
Epoch 0: |          | 9614/? [43:17<00:00,  3.70it/s]
Epoch 0: |          | 9615/? [43:17<00:00,  3.70it/s]
Epoch 0: |          | 9615/? [43:17<00:00,  3.70it/s]
Epoch 0: |          | 9616/? [43:17<00:00,  3.70it/s]
Epoch 0: |          | 9616/? [43:17<00:00,  3.70it/s]
Epoch 0: |          | 9617/? [43:17<00:00,  3.70it/s]
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Epoch 0: |          | 9618/? [43:18<00:00,  3.70it/s]
Epoch 0: |          | 9618/? [43:18<00:00,  3.70it/s]
Epoch 0: |          | 9619/? [43:18<00:00,  3.70it/s]
Epoch 0: |          | 9619/? [43:18<00:00,  3.70it/s]
Epoch 0: |          | 9620/? [43:18<00:00,  3.70it/s]
Epoch 0: |          | 9620/? [43:18<00:00,  3.70it/s]
Epoch 0: |          | 9621/? [43:18<00:00,  3.70it/s]
Epoch 0: |          | 9621/? [43:18<00:00,  3.70it/s]
Epoch 0: |          | 9622/? [43:18<00:00,  3.70it/s]
Epoch 0: |          | 9622/? [43:18<00:00,  3.70it/s]
Epoch 0: |          | 9623/? [43:19<00:00,  3.70it/s]
Epoch 0: |          | 9623/? [43:19<00:00,  3.70it/s]
Epoch 0: |          | 9624/? [43:19<00:00,  3.70it/s]
Epoch 0: |          | 9624/? [43:19<00:00,  3.70it/s]
Epoch 0: |          | 9625/? [43:19<00:00,  3.70it/s]
Epoch 0: |          | 9625/? [43:19<00:00,  3.70it/s]
Epoch 0: |          | 9626/? [43:19<00:00,  3.70it/s]
Epoch 0: |          | 9626/? [43:19<00:00,  3.70it/s]
Epoch 0: |          | 9627/? [43:20<00:00,  3.70it/s]
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Epoch 0: |          | 9628/? [43:20<00:00,  3.70it/s]
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Epoch 0: |          | 9629/? [43:20<00:00,  3.70it/s]
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Epoch 0: |          | 9630/? [43:20<00:00,  3.70it/s]
Epoch 0: |          | 9630/? [43:20<00:00,  3.70it/s]
Epoch 0: |          | 9631/? [43:20<00:00,  3.70it/s]
Epoch 0: |          | 9631/? [43:20<00:00,  3.70it/s]
Epoch 0: |          | 9632/? [43:21<00:00,  3.70it/s]
Epoch 0: |          | 9632/? [43:21<00:00,  3.70it/s]
Epoch 0: |          | 9633/? [43:21<00:00,  3.70it/s]
Epoch 0: |          | 9633/? [43:21<00:00,  3.70it/s]
Epoch 0: |          | 9634/? [43:21<00:00,  3.70it/s]
Epoch 0: |          | 9634/? [43:21<00:00,  3.70it/s]
Epoch 0: |          | 9635/? [43:21<00:00,  3.70it/s]
Epoch 0: |          | 9635/? [43:21<00:00,  3.70it/s]
Epoch 0: |          | 9636/? [43:22<00:00,  3.70it/s]
Epoch 0: |          | 9636/? [43:22<00:00,  3.70it/s]
Epoch 0: |          | 9637/? [43:22<00:00,  3.70it/s]
Epoch 0: |          | 9637/? [43:22<00:00,  3.70it/s]
Epoch 0: |          | 9638/? [43:22<00:00,  3.70it/s]
Epoch 0: |          | 9638/? [43:22<00:00,  3.70it/s]
Epoch 0: |          | 9639/? [43:22<00:00,  3.70it/s]
Epoch 0: |          | 9639/? [43:22<00:00,  3.70it/s]
Epoch 0: |          | 9640/? [43:23<00:00,  3.70it/s]
Epoch 0: |          | 9640/? [43:23<00:00,  3.70it/s]
Epoch 0: |          | 9641/? [43:23<00:00,  3.70it/s]
Epoch 0: |          | 9641/? [43:23<00:00,  3.70it/s]
Epoch 0: |          | 9642/? [43:23<00:00,  3.70it/s]
Epoch 0: |          | 9642/? [43:23<00:00,  3.70it/s]
Epoch 0: |          | 9643/? [43:23<00:00,  3.70it/s]
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Epoch 0: |          | 9644/? [43:23<00:00,  3.70it/s]
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Epoch 0: |          | 9645/? [43:24<00:00,  3.70it/s]
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Epoch 0: |          | 9646/? [43:24<00:00,  3.70it/s]
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Epoch 0: |          | 9647/? [43:24<00:00,  3.70it/s]
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Epoch 0: |          | 9648/? [43:24<00:00,  3.70it/s]
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Epoch 0: |          | 9649/? [43:25<00:00,  3.70it/s]
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Epoch 0: |          | 9650/? [43:25<00:00,  3.70it/s]
Epoch 0: |          | 9650/? [43:25<00:00,  3.70it/s]
Epoch 0: |          | 9651/? [43:25<00:00,  3.70it/s]
Epoch 0: |          | 9651/? [43:25<00:00,  3.70it/s]
Epoch 0: |          | 9652/? [43:25<00:00,  3.70it/s]
Epoch 0: |          | 9652/? [43:25<00:00,  3.70it/s]
Epoch 0: |          | 9653/? [43:25<00:00,  3.70it/s]
Epoch 0: |          | 9653/? [43:25<00:00,  3.70it/s]
Epoch 0: |          | 9654/? [43:26<00:00,  3.70it/s]
Epoch 0: |          | 9654/? [43:26<00:00,  3.70it/s]
Epoch 0: |          | 9655/? [43:26<00:00,  3.70it/s]
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Epoch 0: |          | 9656/? [43:26<00:00,  3.70it/s]
Epoch 0: |          | 9656/? [43:26<00:00,  3.70it/s]
Epoch 0: |          | 9657/? [43:26<00:00,  3.70it/s]
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Epoch 0: |          | 9658/? [43:27<00:00,  3.70it/s]
Epoch 0: |          | 9658/? [43:27<00:00,  3.70it/s]
Epoch 0: |          | 9659/? [43:27<00:00,  3.70it/s]
Epoch 0: |          | 9659/? [43:27<00:00,  3.70it/s]
Epoch 0: |          | 9660/? [43:27<00:00,  3.70it/s]
Epoch 0: |          | 9660/? [43:27<00:00,  3.70it/s]
Epoch 0: |          | 9661/? [43:27<00:00,  3.70it/s]
Epoch 0: |          | 9661/? [43:27<00:00,  3.70it/s]
Epoch 0: |          | 9662/? [43:28<00:00,  3.70it/s]
Epoch 0: |          | 9662/? [43:28<00:00,  3.70it/s]
Epoch 0: |          | 9663/? [43:28<00:00,  3.70it/s]
Epoch 0: |          | 9663/? [43:28<00:00,  3.70it/s]
Epoch 0: |          | 9664/? [43:28<00:00,  3.70it/s]
Epoch 0: |          | 9664/? [43:28<00:00,  3.70it/s]
Epoch 0: |          | 9665/? [43:28<00:00,  3.70it/s]
Epoch 0: |          | 9665/? [43:28<00:00,  3.70it/s]
Epoch 0: |          | 9666/? [43:28<00:00,  3.71it/s]
Epoch 0: |          | 9666/? [43:28<00:00,  3.71it/s]
Epoch 0: |          | 9667/? [43:29<00:00,  3.71it/s]
Epoch 0: |          | 9667/? [43:29<00:00,  3.71it/s]
Epoch 0: |          | 9668/? [43:29<00:00,  3.71it/s]
Epoch 0: |          | 9668/? [43:29<00:00,  3.71it/s]
Epoch 0: |          | 9669/? [43:29<00:00,  3.71it/s]
Epoch 0: |          | 9669/? [43:29<00:00,  3.71it/s]
Epoch 0: |          | 9670/? [43:29<00:00,  3.71it/s]
Epoch 0: |          | 9670/? [43:29<00:00,  3.71it/s]
Epoch 0: |          | 9671/? [43:30<00:00,  3.71it/s]
Epoch 0: |          | 9671/? [43:30<00:00,  3.71it/s]
Epoch 0: |          | 9672/? [43:30<00:00,  3.71it/s]
Epoch 0: |          | 9672/? [43:30<00:00,  3.71it/s]
Epoch 0: |          | 9673/? [43:30<00:00,  3.71it/s]
Epoch 0: |          | 9673/? [43:30<00:00,  3.71it/s]
Epoch 0: |          | 9674/? [43:30<00:00,  3.71it/s]
Epoch 0: |          | 9674/? [43:30<00:00,  3.71it/s]
Epoch 0: |          | 9675/? [43:30<00:00,  3.71it/s]
Epoch 0: |          | 9675/? [43:30<00:00,  3.71it/s]
Epoch 0: |          | 9676/? [43:31<00:00,  3.71it/s]
Epoch 0: |          | 9676/? [43:31<00:00,  3.71it/s]
Epoch 0: |          | 9677/? [43:31<00:00,  3.71it/s]
Epoch 0: |          | 9677/? [43:31<00:00,  3.71it/s]
Epoch 0: |          | 9678/? [43:31<00:00,  3.71it/s]
Epoch 0: |          | 9678/? [43:31<00:00,  3.71it/s]
Epoch 0: |          | 9679/? [43:31<00:00,  3.71it/s]
Epoch 0: |          | 9679/? [43:31<00:00,  3.71it/s]
Epoch 0: |          | 9680/? [43:32<00:00,  3.71it/s]
Epoch 0: |          | 9680/? [43:32<00:00,  3.71it/s]
Epoch 0: |          | 9681/? [43:32<00:00,  3.71it/s]
Epoch 0: |          | 9681/? [43:32<00:00,  3.71it/s]
Epoch 0: |          | 9682/? [43:32<00:00,  3.71it/s]
Epoch 0: |          | 9682/? [43:32<00:00,  3.71it/s]
Epoch 0: |          | 9683/? [43:32<00:00,  3.71it/s]
Epoch 0: |          | 9683/? [43:32<00:00,  3.71it/s]
Epoch 0: |          | 9684/? [43:32<00:00,  3.71it/s]
Epoch 0: |          | 9684/? [43:32<00:00,  3.71it/s]
Epoch 0: |          | 9685/? [43:33<00:00,  3.71it/s]
Epoch 0: |          | 9685/? [43:33<00:00,  3.71it/s]
Epoch 0: |          | 9686/? [43:33<00:00,  3.71it/s]
Epoch 0: |          | 9686/? [43:33<00:00,  3.71it/s]
Epoch 0: |          | 9687/? [43:33<00:00,  3.71it/s]
Epoch 0: |          | 9687/? [43:33<00:00,  3.71it/s]
Epoch 0: |          | 9688/? [43:33<00:00,  3.71it/s]
Epoch 0: |          | 9688/? [43:33<00:00,  3.71it/s]
Epoch 0: |          | 9689/? [43:34<00:00,  3.71it/s]
Epoch 0: |          | 9689/? [43:34<00:00,  3.71it/s]
Epoch 0: |          | 9690/? [43:34<00:00,  3.71it/s]
Epoch 0: |          | 9690/? [43:34<00:00,  3.71it/s]
Epoch 0: |          | 9691/? [43:34<00:00,  3.71it/s]
Epoch 0: |          | 9691/? [43:34<00:00,  3.71it/s]
Epoch 0: |          | 9692/? [43:34<00:00,  3.71it/s]
Epoch 0: |          | 9692/? [43:34<00:00,  3.71it/s]
Epoch 0: |          | 9693/? [43:34<00:00,  3.71it/s]
Epoch 0: |          | 9693/? [43:34<00:00,  3.71it/s]
Epoch 0: |          | 9694/? [43:35<00:00,  3.71it/s]
Epoch 0: |          | 9694/? [43:35<00:00,  3.71it/s]
Epoch 0: |          | 9695/? [43:35<00:00,  3.71it/s]
Epoch 0: |          | 9695/? [43:35<00:00,  3.71it/s]
Epoch 0: |          | 9696/? [43:35<00:00,  3.71it/s]
Epoch 0: |          | 9696/? [43:35<00:00,  3.71it/s]
Epoch 0: |          | 9697/? [43:35<00:00,  3.71it/s]
Epoch 0: |          | 9697/? [43:35<00:00,  3.71it/s]
Epoch 0: |          | 9698/? [43:36<00:00,  3.71it/s]
Epoch 0: |          | 9698/? [43:36<00:00,  3.71it/s]
Epoch 0: |          | 9699/? [43:36<00:00,  3.71it/s]
Epoch 0: |          | 9699/? [43:36<00:00,  3.71it/s]
Epoch 0: |          | 9700/? [43:36<00:00,  3.71it/s]
Epoch 0: |          | 9700/? [43:36<00:00,  3.71it/s]
Epoch 0: |          | 9701/? [43:36<00:00,  3.71it/s]
Epoch 0: |          | 9701/? [43:36<00:00,  3.71it/s]
Epoch 0: |          | 9702/? [43:37<00:00,  3.71it/s]
Epoch 0: |          | 9702/? [43:37<00:00,  3.71it/s]
Epoch 0: |          | 9703/? [43:37<00:00,  3.71it/s]
Epoch 0: |          | 9703/? [43:37<00:00,  3.71it/s]
Epoch 0: |          | 9704/? [43:37<00:00,  3.71it/s]
Epoch 0: |          | 9704/? [43:37<00:00,  3.71it/s]
Epoch 0: |          | 9705/? [43:37<00:00,  3.71it/s]
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Epoch 0: |          | 9781/? [43:55<00:00,  3.71it/s]
Epoch 0: |          | 9781/? [43:55<00:00,  3.71it/s]
Epoch 0: |          | 9782/? [43:55<00:00,  3.71it/s]
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Epoch 0: |          | 9783/? [43:55<00:00,  3.71it/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, 27.68it/s][A
Validation DataLoader 0:  50%|█████     | 2/4 [00:00<00:00,  4.12it/s][A
Validation DataLoader 0:  75%|███████▌  | 3/4 [00:00<00:00,  3.60it/s][A
Validation DataLoader 0: 100%|██████████| 4/4 [00:01<00:00,  3.25it/s][A
[A
Epoch 0: |          | 9800/? [44:00<00:00,  3.71it/s]
Epoch 0: |          | 9801/? [44:02<00:00,  3.71it/s]
Epoch 0: |          | 9801/? [44:02<00:00,  3.71it/s]
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Epoch 0: |          | 9810/? [44:04<00:00,  3.71it/s]
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Epoch 0: |          | 9811/? [44:04<00:00,  3.71it/s]
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Epoch 0: |          | 9812/? [44:04<00:00,  3.71it/s]
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Epoch 0: |          | 9813/? [44:04<00:00,  3.71it/s]
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Epoch 0: |          | 9814/? [44:05<00:00,  3.71it/s]
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Epoch 0: |          | 9815/? [44:05<00:00,  3.71it/s]
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Epoch 0: |          | 9816/? [44:05<00:00,  3.71it/s]
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Epoch 0: |          | 9817/? [44:05<00:00,  3.71it/s]
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Epoch 0: |          | 9818/? [44:06<00:00,  3.71it/s]
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Epoch 0: |          | 9819/? [44:06<00:00,  3.71it/s]
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Epoch 0: |          | 9820/? [44:06<00:00,  3.71it/s]
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Epoch 0: |          | 9821/? [44:06<00:00,  3.71it/s]
Epoch 0: |          | 9821/? [44:06<00:00,  3.71it/s]
Epoch 0: |          | 9822/? [44:06<00:00,  3.71it/s]
Epoch 0: |          | 9822/? [44:06<00:00,  3.71it/s]
Epoch 0: |          | 9823/? [44:07<00:00,  3.71it/s]
Epoch 0: |          | 9823/? [44:07<00:00,  3.71it/s]
Epoch 0: |          | 9824/? [44:07<00:00,  3.71it/s]
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Epoch 0: |          | 9825/? [44:07<00:00,  3.71it/s]
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Epoch 0: |          | 9826/? [44:07<00:00,  3.71it/s]
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Epoch 0: |          | 9827/? [44:08<00:00,  3.71it/s]
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Epoch 0: |          | 9828/? [44:08<00:00,  3.71it/s]
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Epoch 0: |          | 9829/? [44:08<00:00,  3.71it/s]
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Epoch 0: |          | 9830/? [44:08<00:00,  3.71it/s]
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Epoch 0: |          | 9831/? [44:08<00:00,  3.71it/s]
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Epoch 0: |          | 9832/? [44:09<00:00,  3.71it/s]
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Epoch 0: |          | 9833/? [44:09<00:00,  3.71it/s]
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Epoch 0: |          | 9834/? [44:09<00:00,  3.71it/s]
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Epoch 0: |          | 9835/? [44:09<00:00,  3.71it/s]
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Epoch 0: |          | 9836/? [44:10<00:00,  3.71it/s]
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Epoch 0: |          | 9837/? [44:10<00:00,  3.71it/s]
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Epoch 0: |          | 9838/? [44:10<00:00,  3.71it/s]
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Epoch 0: |          | 9839/? [44:10<00:00,  3.71it/s]
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Epoch 0: |          | 9840/? [44:10<00:00,  3.71it/s]
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Epoch 0: |          | 9869/? [44:17<00:00,  3.71it/s]
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Epoch 0: |          | 9870/? [44:17<00:00,  3.71it/s]
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Epoch 0: |          | 9872/? [44:18<00:00,  3.71it/s]
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Epoch 0: |          | 9876/? [44:19<00:00,  3.71it/s]
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Epoch 0: |          | 9878/? [44:19<00:00,  3.71it/s]
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Epoch 0: |          | 9887/? [44:21<00:00,  3.71it/s]
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Epoch 0: |          | 9888/? [44:21<00:00,  3.71it/s]
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Epoch 0: |          | 9889/? [44:22<00:00,  3.71it/s]
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Epoch 0: |          | 9890/? [44:22<00:00,  3.71it/s]
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Epoch 0: |          | 9891/? [44:22<00:00,  3.71it/s]
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Epoch 0: |          | 9894/? [44:23<00:00,  3.72it/s]
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Epoch 0: |          | 9896/? [44:23<00:00,  3.72it/s]
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Epoch 0: |          | 9898/? [44:24<00:00,  3.72it/s]
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Epoch 0: |          | 9900/? [44:24<00:00,  3.72it/s]
Epoch 0: |          | 9900/? [44:24<00:00,  3.72it/s]
Epoch 0: |          | 9901/? [44:24<00:00,  3.72it/s]
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Epoch 0: |          | 9902/? [44:24<00:00,  3.72it/s]
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Epoch 0: |          | 9903/? [44:25<00:00,  3.72it/s]
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Epoch 0: |          | 9904/? [44:25<00:00,  3.72it/s]
Epoch 0: |          | 9904/? [44:25<00:00,  3.72it/s]
Epoch 0: |          | 9905/? [44:25<00:00,  3.72it/s]
Epoch 0: |          | 9905/? [44:25<00:00,  3.72it/s]
Epoch 0: |          | 9906/? [44:25<00:00,  3.72it/s]
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Epoch 0: |          | 9907/? [44:26<00:00,  3.72it/s]
Epoch 0: |          | 9907/? [44:26<00:00,  3.72it/s]
Epoch 0: |          | 9908/? [44:26<00:00,  3.72it/s]
Epoch 0: |          | 9908/? [44:26<00:00,  3.72it/s]
Epoch 0: |          | 9909/? [44:26<00:00,  3.72it/s]
Epoch 0: |          | 9909/? [44:26<00:00,  3.72it/s]
Epoch 0: |          | 9910/? [44:26<00:00,  3.72it/s]
Epoch 0: |          | 9910/? [44:26<00:00,  3.72it/s]
Epoch 0: |          | 9911/? [44:27<00:00,  3.72it/s]
Epoch 0: |          | 9911/? [44:27<00:00,  3.72it/s]
Epoch 0: |          | 9912/? [44:27<00:00,  3.72it/s]
Epoch 0: |          | 9912/? [44:27<00:00,  3.72it/s]
Epoch 0: |          | 9913/? [44:27<00:00,  3.72it/s]
Epoch 0: |          | 9913/? [44:27<00:00,  3.72it/s]
Epoch 0: |          | 9914/? [44:27<00:00,  3.72it/s]
Epoch 0: |          | 9914/? [44:27<00:00,  3.72it/s]
Epoch 0: |          | 9915/? [44:27<00:00,  3.72it/s]
Epoch 0: |          | 9915/? [44:27<00:00,  3.72it/s]
Epoch 0: |          | 9916/? [44:28<00:00,  3.72it/s]
Epoch 0: |          | 9916/? [44:28<00:00,  3.72it/s]
Epoch 0: |          | 9917/? [44:28<00:00,  3.72it/s]
Epoch 0: |          | 9917/? [44:28<00:00,  3.72it/s]
Epoch 0: |          | 9918/? [44:28<00:00,  3.72it/s]
Epoch 0: |          | 9918/? [44:28<00:00,  3.72it/s]
Epoch 0: |          | 9919/? [44:28<00:00,  3.72it/s]
Epoch 0: |          | 9919/? [44:28<00:00,  3.72it/s]
Epoch 0: |          | 9920/? [44:29<00:00,  3.72it/s]
Epoch 0: |          | 9920/? [44:29<00:00,  3.72it/s]
Epoch 0: |          | 9921/? [44:29<00:00,  3.72it/s]
Epoch 0: |          | 9921/? [44:29<00:00,  3.72it/s]
Epoch 0: |          | 9922/? [44:29<00:00,  3.72it/s]
Epoch 0: |          | 9922/? [44:29<00:00,  3.72it/s]
Epoch 0: |          | 9923/? [44:29<00:00,  3.72it/s]
Epoch 0: |          | 9923/? [44:29<00:00,  3.72it/s]
Epoch 0: |          | 9924/? [44:30<00:00,  3.72it/s]
Epoch 0: |          | 9924/? [44:30<00:00,  3.72it/s]
Epoch 0: |          | 9925/? [44:30<00:00,  3.72it/s]
Epoch 0: |          | 9925/? [44:30<00:00,  3.72it/s]
Epoch 0: |          | 9926/? [44:30<00:00,  3.72it/s]
Epoch 0: |          | 9926/? [44:30<00:00,  3.72it/s]
Epoch 0: |          | 9927/? [44:30<00:00,  3.72it/s]
Epoch 0: |          | 9927/? [44:30<00:00,  3.72it/s]
Epoch 0: |          | 9928/? [44:30<00:00,  3.72it/s]
Epoch 0: |          | 9928/? [44:30<00:00,  3.72it/s]
Epoch 0: |          | 9929/? [44:31<00:00,  3.72it/s]
Epoch 0: |          | 9929/? [44:31<00:00,  3.72it/s]
Epoch 0: |          | 9930/? [44:31<00:00,  3.72it/s]
Epoch 0: |          | 9930/? [44:31<00:00,  3.72it/s]
Epoch 0: |          | 9931/? [44:31<00:00,  3.72it/s]
Epoch 0: |          | 9931/? [44:31<00:00,  3.72it/s]
Epoch 0: |          | 9932/? [44:31<00:00,  3.72it/s]
Epoch 0: |          | 9932/? [44:31<00:00,  3.72it/s]
Epoch 0: |          | 9933/? [44:32<00:00,  3.72it/s]
Epoch 0: |          | 9933/? [44:32<00:00,  3.72it/s]
Epoch 0: |          | 9934/? [44:32<00:00,  3.72it/s]
Epoch 0: |          | 9934/? [44:32<00:00,  3.72it/s]
Epoch 0: |          | 9935/? [44:32<00:00,  3.72it/s]
Epoch 0: |          | 9935/? [44:32<00:00,  3.72it/s]
Epoch 0: |          | 9936/? [44:32<00:00,  3.72it/s]
Epoch 0: |          | 9936/? [44:32<00:00,  3.72it/s]
Epoch 0: |          | 9937/? [44:33<00:00,  3.72it/s]
Epoch 0: |          | 9937/? [44:33<00:00,  3.72it/s]
Epoch 0: |          | 9938/? [44:33<00:00,  3.72it/s]
Epoch 0: |          | 9938/? [44:33<00:00,  3.72it/s]
Epoch 0: |          | 9939/? [44:33<00:00,  3.72it/s]
Epoch 0: |          | 9939/? [44:33<00:00,  3.72it/s]
Epoch 0: |          | 9940/? [44:33<00:00,  3.72it/s]
Epoch 0: |          | 9940/? [44:33<00:00,  3.72it/s]
Epoch 0: |          | 9941/? [44:33<00:00,  3.72it/s]
Epoch 0: |          | 9941/? [44:33<00:00,  3.72it/s]
Epoch 0: |          | 9942/? [44:34<00:00,  3.72it/s]
Epoch 0: |          | 9942/? [44:34<00:00,  3.72it/s]
Epoch 0: |          | 9943/? [44:34<00:00,  3.72it/s]
Epoch 0: |          | 9943/? [44:34<00:00,  3.72it/s]
Epoch 0: |          | 9944/? [44:34<00:00,  3.72it/s]
Epoch 0: |          | 9944/? [44:34<00:00,  3.72it/s]
Epoch 0: |          | 9945/? [44:34<00:00,  3.72it/s]
Epoch 0: |          | 9945/? [44:34<00:00,  3.72it/s]
Epoch 0: |          | 9946/? [44:35<00:00,  3.72it/s]
Epoch 0: |          | 9946/? [44:35<00:00,  3.72it/s]
Epoch 0: |          | 9947/? [44:35<00:00,  3.72it/s]
Epoch 0: |          | 9947/? [44:35<00:00,  3.72it/s]
Epoch 0: |          | 9948/? [44:35<00:00,  3.72it/s]
Epoch 0: |          | 9948/? [44:35<00:00,  3.72it/s]
Epoch 0: |          | 9949/? [44:35<00:00,  3.72it/s]
Epoch 0: |          | 9949/? [44:35<00:00,  3.72it/s]
Epoch 0: |          | 9950/? [44:36<00:00,  3.72it/s]
Epoch 0: |          | 9950/? [44:36<00:00,  3.72it/s]
Epoch 0: |          | 9951/? [44:36<00:00,  3.72it/s]
Epoch 0: |          | 9951/? [44:36<00:00,  3.72it/s]
Epoch 0: |          | 9952/? [44:36<00:00,  3.72it/s]
Epoch 0: |          | 9952/? [44:36<00:00,  3.72it/s]
Epoch 0: |          | 9953/? [44:36<00:00,  3.72it/s]
Epoch 0: |          | 9953/? [44:36<00:00,  3.72it/s]
Epoch 0: |          | 9954/? [44:36<00:00,  3.72it/s]
Epoch 0: |          | 9954/? [44:36<00:00,  3.72it/s]
Epoch 0: |          | 9955/? [44:37<00:00,  3.72it/s]
Epoch 0: |          | 9955/? [44:37<00:00,  3.72it/s]
Epoch 0: |          | 9956/? [44:37<00:00,  3.72it/s]
Epoch 0: |          | 9956/? [44:37<00:00,  3.72it/s]
Epoch 0: |          | 9957/? [44:37<00:00,  3.72it/s]
Epoch 0: |          | 9957/? [44:37<00:00,  3.72it/s]
Epoch 0: |          | 9958/? [44:37<00:00,  3.72it/s]
Epoch 0: |          | 9958/? [44:37<00:00,  3.72it/s]
Epoch 0: |          | 9959/? [44:38<00:00,  3.72it/s]
Epoch 0: |          | 9959/? [44:38<00:00,  3.72it/s]
Epoch 0: |          | 9960/? [44:38<00:00,  3.72it/s]
Epoch 0: |          | 9960/? [44:38<00:00,  3.72it/s]
Epoch 0: |          | 9961/? [44:38<00:00,  3.72it/s]
Epoch 0: |          | 9961/? [44:38<00:00,  3.72it/s]
Epoch 0: |          | 9962/? [44:38<00:00,  3.72it/s]
Epoch 0: |          | 9962/? [44:38<00:00,  3.72it/s]
Epoch 0: |          | 9963/? [44:39<00:00,  3.72it/s]
Epoch 0: |          | 9963/? [44:39<00:00,  3.72it/s]
Epoch 0: |          | 9964/? [44:39<00:00,  3.72it/s]
Epoch 0: |          | 9964/? [44:39<00:00,  3.72it/s]
Epoch 0: |          | 9965/? [44:39<00:00,  3.72it/s]
Epoch 0: |          | 9965/? [44:39<00:00,  3.72it/s]
Epoch 0: |          | 9966/? [44:39<00:00,  3.72it/s]
Epoch 0: |          | 9966/? [44:39<00:00,  3.72it/s]
Epoch 0: |          | 9967/? [44:39<00:00,  3.72it/s]
Epoch 0: |          | 9967/? [44:39<00:00,  3.72it/s]
Epoch 0: |          | 9968/? [44:40<00:00,  3.72it/s]
Epoch 0: |          | 9968/? [44:40<00:00,  3.72it/s]
Epoch 0: |          | 9969/? [44:40<00:00,  3.72it/s]
Epoch 0: |          | 9969/? [44:40<00:00,  3.72it/s]
Epoch 0: |          | 9970/? [44:40<00:00,  3.72it/s]
Epoch 0: |          | 9970/? [44:40<00:00,  3.72it/s]
Epoch 0: |          | 9971/? [44:40<00:00,  3.72it/s]
Epoch 0: |          | 9971/? [44:40<00:00,  3.72it/s]
Epoch 0: |          | 9972/? [44:41<00:00,  3.72it/s]
Epoch 0: |          | 9972/? [44:41<00:00,  3.72it/s]
Epoch 0: |          | 9973/? [44:41<00:00,  3.72it/s]
Epoch 0: |          | 9973/? [44:41<00:00,  3.72it/s]
Epoch 0: |          | 9974/? [44:41<00:00,  3.72it/s]
Epoch 0: |          | 9974/? [44:41<00:00,  3.72it/s]
Epoch 0: |          | 9975/? [44:41<00:00,  3.72it/s]
Epoch 0: |          | 9975/? [44:41<00:00,  3.72it/s]
Epoch 0: |          | 9976/? [44:41<00:00,  3.72it/s]
Epoch 0: |          | 9976/? [44:41<00:00,  3.72it/s]
Epoch 0: |          | 9977/? [44:42<00:00,  3.72it/s]
Epoch 0: |          | 9977/? [44:42<00:00,  3.72it/s]
Epoch 0: |          | 9978/? [44:42<00:00,  3.72it/s]
Epoch 0: |          | 9978/? [44:42<00:00,  3.72it/s]
Epoch 0: |          | 9979/? [44:42<00:00,  3.72it/s]
Epoch 0: |          | 9979/? [44:42<00:00,  3.72it/s]
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Test results saved to /tmp/mvdream-sd21-rescale0.3/an_astronaut_riding_a_camel@20240228-150202/save
Loading Multiview Diffusion ...
Loading model from config: sd-v2-base.yaml
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 [an astronaut riding a camel] 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]:[an astronaut riding a camel, side view] [front]:[an astronaut riding a camel, front view] [back]:[an astronaut riding a camel, back view] [overhead]:[an astronaut riding a camel, 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/mvdream-sd21-rescale0.3/an_astronaut_riding_a_camel@20240228-150202/ckpts/last.ckpt
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
Loaded model weights from the checkpoint at /tmp/mvdream-sd21-rescale0.3/an_astronaut_riding_a_camel@20240228-150202/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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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/mvdream-sd21-rescale0.3/an_astronaut_riding_a_camel@20240228-150202/save

Version Details

Version ID: 38af22609c9a779c2203c2009ff7451f115b44cde8d9a65ad132980714b82f34
Version Created: November 15, 2023

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