=======================================================   RESTART [11-19 08:05:59]   =======================================================
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2198: UserWarning: Overwriting vit_tiny_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2207: UserWarning: Overwriting vit_tiny_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2216: UserWarning: Overwriting vit_small_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2225: UserWarning: Overwriting vit_small_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2234: UserWarning: Overwriting vit_small_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2243: UserWarning: Overwriting vit_small_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2252: UserWarning: Overwriting vit_small_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2261: UserWarning: Overwriting vit_base_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2271: UserWarning: Overwriting vit_base_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2281: UserWarning: Overwriting vit_base_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2291: UserWarning: Overwriting vit_base_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2301: UserWarning: Overwriting vit_base_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2311: UserWarning: Overwriting vit_large_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2320: UserWarning: Overwriting vit_large_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2330: UserWarning: Overwriting vit_large_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2340: UserWarning: Overwriting vit_large_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2350: UserWarning: Overwriting vit_large_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2359: UserWarning: Overwriting vit_huge_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2368: UserWarning: Overwriting vit_giant_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2377: UserWarning: Overwriting vit_gigantic_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2387: UserWarning: Overwriting vit_base_patch16_224_miil in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224_miil. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224_miil(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2398: UserWarning: Overwriting vit_medium_patch16_gap_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2410: UserWarning: Overwriting vit_medium_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2422: UserWarning: Overwriting vit_medium_patch16_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2434: UserWarning: Overwriting vit_betwixt_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2446: UserWarning: Overwriting vit_base_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2457: UserWarning: Overwriting vit_huge_patch14_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2468: UserWarning: Overwriting vit_huge_patch16_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch16_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch16_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2479: UserWarning: Overwriting vit_giant_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2491: UserWarning: Overwriting vit_xsmall_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_xsmall_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_xsmall_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2500: UserWarning: Overwriting vit_medium_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2510: UserWarning: Overwriting vit_medium_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2519: UserWarning: Overwriting vit_betwixt_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2529: UserWarning: Overwriting vit_base_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2540: UserWarning: Overwriting vit_base_patch32_clip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2551: UserWarning: Overwriting vit_base_patch32_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2562: UserWarning: Overwriting vit_base_patch32_clip_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2573: UserWarning: Overwriting vit_base_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2583: UserWarning: Overwriting vit_base_patch16_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2593: UserWarning: Overwriting vit_large_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2603: UserWarning: Overwriting vit_large_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2613: UserWarning: Overwriting vit_huge_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2623: UserWarning: Overwriting vit_huge_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2633: UserWarning: Overwriting vit_huge_patch14_clip_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2643: UserWarning: Overwriting vit_giant_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2656: UserWarning: Overwriting vit_gigantic_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2669: UserWarning: Overwriting vit_base_patch32_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2681: UserWarning: Overwriting vit_base_patch16_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2693: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2705: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2717: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2729: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2743: UserWarning: Overwriting vit_base_patch32_plus_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_plus_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_plus_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2753: UserWarning: Overwriting vit_base_patch16_plus_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_plus_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_plus_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2763: UserWarning: Overwriting vit_base_patch16_rpn_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_rpn_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_rpn_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2775: UserWarning: Overwriting vit_small_patch16_36x1_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_36x1_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_36x1_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2787: UserWarning: Overwriting vit_small_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2800: UserWarning: Overwriting vit_base_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2812: UserWarning: Overwriting eva_large_patch14_196 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_196. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_196(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2821: UserWarning: Overwriting eva_large_patch14_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2829: UserWarning: Overwriting flexivit_small in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_small. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_small(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2838: UserWarning: Overwriting flexivit_base in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_base. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_base(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2847: UserWarning: Overwriting flexivit_large in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_large. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_large(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2856: UserWarning: Overwriting vit_base_patch16_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2869: UserWarning: Overwriting vit_large_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2882: UserWarning: Overwriting vit_huge_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2895: UserWarning: Overwriting vit_small_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2905: UserWarning: Overwriting vit_base_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2915: UserWarning: Overwriting vit_large_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2925: UserWarning: Overwriting vit_giant_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2942: UserWarning: Overwriting vit_small_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2955: UserWarning: Overwriting vit_base_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2968: UserWarning: Overwriting vit_large_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2981: UserWarning: Overwriting vit_giant_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2998: UserWarning: Overwriting vit_base_patch16_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3008: UserWarning: Overwriting vit_base_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3018: UserWarning: Overwriting vit_base_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3028: UserWarning: Overwriting vit_base_patch16_siglip_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3038: UserWarning: Overwriting vit_large_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3048: UserWarning: Overwriting vit_large_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3058: UserWarning: Overwriting vit_so400m_patch14_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3068: UserWarning: Overwriting vit_so400m_patch14_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3078: UserWarning: Overwriting vit_base_patch16_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3089: UserWarning: Overwriting vit_base_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3100: UserWarning: Overwriting vit_base_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3111: UserWarning: Overwriting vit_base_patch16_siglip_gap_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3122: UserWarning: Overwriting vit_large_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3133: UserWarning: Overwriting vit_large_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3144: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3156: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3168: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3180: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_896 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_896. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_896(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3192: UserWarning: Overwriting vit_wee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_wee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_wee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3203: UserWarning: Overwriting vit_pwee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_pwee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_pwee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3214: UserWarning: Overwriting vit_little_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3225: UserWarning: Overwriting vit_little_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3236: UserWarning: Overwriting vit_medium_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3247: UserWarning: Overwriting vit_medium_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3258: UserWarning: Overwriting vit_mediumd_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_mediumd_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_mediumd_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3269: UserWarning: Overwriting vit_betwixt_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3280: UserWarning: Overwriting vit_betwixt_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3291: UserWarning: Overwriting vit_base_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3302: UserWarning: Overwriting vit_so150m_patch16_reg4_map_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_map_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_map_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3313: UserWarning: Overwriting vit_so150m_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/train.py:99: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  checkpoint = torch.load(vae_ckpt, map_location="cpu")
/home/user/VAR/utils/amp_sc.py:27: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
  self.scaler = torch.cuda.amp.GradScaler(init_scale=2. ** 11, growth_interval=1000) if self.using_fp16_rather_bf16 else None # only fp16 needs a scaler
wandb: Using wandb-core as the SDK backend. Please refer to https://wandb.me/wandb-core for more information.
wandb: Currently logged in as: kaiqiu. Use `wandb login --relogin` to force relogin
wandb: Tracking run with wandb version 0.18.3
wandb: Run data is saved locally in /home/user/VAR/wandb/run-20241118_160731-w8qkskxd
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run charmed-dust-417
wandb:  View project at https://wandb.ai/kaiqiu/VAR
wandb:  View run at https://wandb.ai/kaiqiu/VAR/runs/w8qkskxd
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2198: UserWarning: Overwriting vit_tiny_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2207: UserWarning: Overwriting vit_tiny_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2216: UserWarning: Overwriting vit_small_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2225: UserWarning: Overwriting vit_small_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2234: UserWarning: Overwriting vit_small_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2243: UserWarning: Overwriting vit_small_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2252: UserWarning: Overwriting vit_small_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2261: UserWarning: Overwriting vit_base_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2271: UserWarning: Overwriting vit_base_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2281: UserWarning: Overwriting vit_base_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2291: UserWarning: Overwriting vit_base_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2301: UserWarning: Overwriting vit_base_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2311: UserWarning: Overwriting vit_large_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2320: UserWarning: Overwriting vit_large_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2330: UserWarning: Overwriting vit_large_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2340: UserWarning: Overwriting vit_large_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2350: UserWarning: Overwriting vit_large_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2359: UserWarning: Overwriting vit_huge_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2368: UserWarning: Overwriting vit_giant_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2377: UserWarning: Overwriting vit_gigantic_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2387: UserWarning: Overwriting vit_base_patch16_224_miil in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224_miil. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224_miil(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2398: UserWarning: Overwriting vit_medium_patch16_gap_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2410: UserWarning: Overwriting vit_medium_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2422: UserWarning: Overwriting vit_medium_patch16_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2434: UserWarning: Overwriting vit_betwixt_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2446: UserWarning: Overwriting vit_base_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2457: UserWarning: Overwriting vit_huge_patch14_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2468: UserWarning: Overwriting vit_huge_patch16_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch16_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch16_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2479: UserWarning: Overwriting vit_giant_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2491: UserWarning: Overwriting vit_xsmall_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_xsmall_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_xsmall_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2500: UserWarning: Overwriting vit_medium_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2510: UserWarning: Overwriting vit_medium_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2519: UserWarning: Overwriting vit_betwixt_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2529: UserWarning: Overwriting vit_base_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2540: UserWarning: Overwriting vit_base_patch32_clip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2551: UserWarning: Overwriting vit_base_patch32_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2562: UserWarning: Overwriting vit_base_patch32_clip_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2573: UserWarning: Overwriting vit_base_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2583: UserWarning: Overwriting vit_base_patch16_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2593: UserWarning: Overwriting vit_large_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2603: UserWarning: Overwriting vit_large_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2613: UserWarning: Overwriting vit_huge_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2623: UserWarning: Overwriting vit_huge_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2633: UserWarning: Overwriting vit_huge_patch14_clip_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2643: UserWarning: Overwriting vit_giant_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2656: UserWarning: Overwriting vit_gigantic_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2669: UserWarning: Overwriting vit_base_patch32_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2681: UserWarning: Overwriting vit_base_patch16_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2693: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2705: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2717: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2729: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2743: UserWarning: Overwriting vit_base_patch32_plus_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_plus_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_plus_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2753: UserWarning: Overwriting vit_base_patch16_plus_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_plus_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_plus_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2763: UserWarning: Overwriting vit_base_patch16_rpn_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_rpn_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_rpn_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2775: UserWarning: Overwriting vit_small_patch16_36x1_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_36x1_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_36x1_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2787: UserWarning: Overwriting vit_small_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2800: UserWarning: Overwriting vit_base_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2812: UserWarning: Overwriting eva_large_patch14_196 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_196. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_196(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2821: UserWarning: Overwriting eva_large_patch14_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2829: UserWarning: Overwriting flexivit_small in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_small. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_small(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2838: UserWarning: Overwriting flexivit_base in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_base. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_base(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2847: UserWarning: Overwriting flexivit_large in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_large. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_large(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2856: UserWarning: Overwriting vit_base_patch16_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2869: UserWarning: Overwriting vit_large_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2882: UserWarning: Overwriting vit_huge_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2895: UserWarning: Overwriting vit_small_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2905: UserWarning: Overwriting vit_base_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2915: UserWarning: Overwriting vit_large_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2925: UserWarning: Overwriting vit_giant_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2942: UserWarning: Overwriting vit_small_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2955: UserWarning: Overwriting vit_base_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2968: UserWarning: Overwriting vit_large_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2981: UserWarning: Overwriting vit_giant_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2998: UserWarning: Overwriting vit_base_patch16_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3008: UserWarning: Overwriting vit_base_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3018: UserWarning: Overwriting vit_base_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3028: UserWarning: Overwriting vit_base_patch16_siglip_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3038: UserWarning: Overwriting vit_large_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3048: UserWarning: Overwriting vit_large_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3058: UserWarning: Overwriting vit_so400m_patch14_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3068: UserWarning: Overwriting vit_so400m_patch14_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3078: UserWarning: Overwriting vit_base_patch16_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3089: UserWarning: Overwriting vit_base_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3100: UserWarning: Overwriting vit_base_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3111: UserWarning: Overwriting vit_base_patch16_siglip_gap_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3122: UserWarning: Overwriting vit_large_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3133: UserWarning: Overwriting vit_large_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3144: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3156: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3168: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3180: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_896 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_896. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_896(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3192: UserWarning: Overwriting vit_wee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_wee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_wee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3203: UserWarning: Overwriting vit_pwee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_pwee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_pwee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3214: UserWarning: Overwriting vit_little_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3225: UserWarning: Overwriting vit_little_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3236: UserWarning: Overwriting vit_medium_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3247: UserWarning: Overwriting vit_medium_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3258: UserWarning: Overwriting vit_mediumd_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_mediumd_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_mediumd_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3269: UserWarning: Overwriting vit_betwixt_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3280: UserWarning: Overwriting vit_betwixt_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3291: UserWarning: Overwriting vit_base_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3302: UserWarning: Overwriting vit_so150m_patch16_reg4_map_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_map_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_map_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3313: UserWarning: Overwriting vit_so150m_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/train.py:99: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  checkpoint = torch.load(vae_ckpt, map_location="cpu")
/home/user/VAR/utils/amp_sc.py:27: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
  self.scaler = torch.cuda.amp.GradScaler(init_scale=2. ** 11, growth_interval=1000) if self.using_fp16_rather_bf16 else None # only fp16 needs a scaler
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE mm(24x1280, 1280x2560)
  triton_mm_1881 0.0157 ms 100.0%
  triton_mm_1885 0.0160 ms 98.4%
  triton_mm_1889 0.0171 ms 92.3%
  triton_mm_1893 0.0174 ms 90.3%
  triton_mm_1880 0.0188 ms 83.5%
  triton_mm_1878 0.0190 ms 82.8%
  triton_mm_1884 0.0193 ms 81.5%
  triton_mm_1879 0.0207 ms 76.2%
  triton_mm_1888 0.0226 ms 69.8%
  triton_mm_1891 0.0232 ms 67.8%
SingleProcess AUTOTUNE benchmarking takes 2.2265 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1280, 1280x8192)
  triton_mm_1911 0.6538 ms 100.0%
  triton_mm_1910 0.6625 ms 98.7%
  triton_mm_1912 0.7289 ms 89.7%
  triton_mm_1905 0.7771 ms 84.1%
  addmm 0.8083 ms 80.9%
  triton_mm_1907 0.8193 ms 79.8%
  bias_addmm 0.8204 ms 79.7%
  triton_mm_1903 0.8422 ms 77.6%
  triton_mm_1906 0.9256 ms 70.6%
  triton_mm_1904 0.9292 ms 70.4%
SingleProcess AUTOTUNE benchmarking takes 2.8987 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2560x24, 24x1280)
  mm 0.0139 ms 100.0%
  triton_mm_1968 0.0139 ms 100.0%
  triton_mm_1977 0.0140 ms 99.5%
  triton_mm_1973 0.0141 ms 98.4%
  triton_mm_1976 0.0142 ms 98.0%
  triton_mm_1983 0.0142 ms 97.5%
  triton_mm_1980 0.0143 ms 97.3%
  triton_mm_1981 0.0143 ms 97.3%
  triton_mm_1975 0.0143 ms 97.1%
  triton_mm_1982 0.0143 ms 97.1%
SingleProcess AUTOTUNE benchmarking takes 2.2254 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2560, 2560x1280)
  triton_mm_1955 0.0178 ms 100.0%
  triton_mm_1959 0.0195 ms 91.6%
  mm 0.0205 ms 86.8%
  triton_mm_1963 0.0227 ms 78.5%
  triton_mm_1967 0.0260 ms 68.5%
  triton_mm_1954 0.0262 ms 68.0%
  triton_mm_1953 0.0290 ms 61.4%
  triton_mm_1958 0.0293 ms 60.8%
  triton_mm_1962 0.0313 ms 57.0%
  triton_mm_1952 0.0325 ms 54.9%
SingleProcess AUTOTUNE benchmarking takes 2.2055 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1280)
  mm 0.5913 ms 100.0%
  triton_mm_1929 0.5995 ms 98.6%
  triton_mm_1930 0.6082 ms 97.2%
  triton_mm_1931 0.6236 ms 94.8%
  triton_mm_1924 0.7664 ms 77.2%
  triton_mm_1925 0.7835 ms 75.5%
  triton_mm_1922 0.7926 ms 74.6%
  triton_mm_1926 0.8171 ms 72.4%
  triton_mm_1923 0.8223 ms 71.9%
  triton_mm_1927 0.8427 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 2.7361 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2198: UserWarning: Overwriting vit_tiny_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2207: UserWarning: Overwriting vit_tiny_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2216: UserWarning: Overwriting vit_small_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2225: UserWarning: Overwriting vit_small_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2234: UserWarning: Overwriting vit_small_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2243: UserWarning: Overwriting vit_small_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2252: UserWarning: Overwriting vit_small_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2261: UserWarning: Overwriting vit_base_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2271: UserWarning: Overwriting vit_base_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2281: UserWarning: Overwriting vit_base_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2291: UserWarning: Overwriting vit_base_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2301: UserWarning: Overwriting vit_base_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2311: UserWarning: Overwriting vit_large_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2320: UserWarning: Overwriting vit_large_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2330: UserWarning: Overwriting vit_large_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2340: UserWarning: Overwriting vit_large_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2350: UserWarning: Overwriting vit_large_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2359: UserWarning: Overwriting vit_huge_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2368: UserWarning: Overwriting vit_giant_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2377: UserWarning: Overwriting vit_gigantic_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2387: UserWarning: Overwriting vit_base_patch16_224_miil in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224_miil. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224_miil(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2398: UserWarning: Overwriting vit_medium_patch16_gap_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2410: UserWarning: Overwriting vit_medium_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2422: UserWarning: Overwriting vit_medium_patch16_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2434: UserWarning: Overwriting vit_betwixt_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2446: UserWarning: Overwriting vit_base_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2457: UserWarning: Overwriting vit_huge_patch14_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2468: UserWarning: Overwriting vit_huge_patch16_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch16_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch16_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2479: UserWarning: Overwriting vit_giant_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2491: UserWarning: Overwriting vit_xsmall_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_xsmall_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_xsmall_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2500: UserWarning: Overwriting vit_medium_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2510: UserWarning: Overwriting vit_medium_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2519: UserWarning: Overwriting vit_betwixt_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2529: UserWarning: Overwriting vit_base_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2540: UserWarning: Overwriting vit_base_patch32_clip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2551: UserWarning: Overwriting vit_base_patch32_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2562: UserWarning: Overwriting vit_base_patch32_clip_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2573: UserWarning: Overwriting vit_base_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2583: UserWarning: Overwriting vit_base_patch16_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2593: UserWarning: Overwriting vit_large_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2603: UserWarning: Overwriting vit_large_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2613: UserWarning: Overwriting vit_huge_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2623: UserWarning: Overwriting vit_huge_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2633: UserWarning: Overwriting vit_huge_patch14_clip_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2643: UserWarning: Overwriting vit_giant_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2656: UserWarning: Overwriting vit_gigantic_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2669: UserWarning: Overwriting vit_base_patch32_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2681: UserWarning: Overwriting vit_base_patch16_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2693: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2705: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2717: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2729: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2743: UserWarning: Overwriting vit_base_patch32_plus_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_plus_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_plus_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2753: UserWarning: Overwriting vit_base_patch16_plus_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_plus_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_plus_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2763: UserWarning: Overwriting vit_base_patch16_rpn_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_rpn_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_rpn_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2775: UserWarning: Overwriting vit_small_patch16_36x1_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_36x1_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_36x1_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2787: UserWarning: Overwriting vit_small_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2800: UserWarning: Overwriting vit_base_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2812: UserWarning: Overwriting eva_large_patch14_196 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_196. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_196(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2821: UserWarning: Overwriting eva_large_patch14_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2829: UserWarning: Overwriting flexivit_small in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_small. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_small(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2838: UserWarning: Overwriting flexivit_base in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_base. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_base(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2847: UserWarning: Overwriting flexivit_large in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_large. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_large(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2856: UserWarning: Overwriting vit_base_patch16_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2869: UserWarning: Overwriting vit_large_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2882: UserWarning: Overwriting vit_huge_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2895: UserWarning: Overwriting vit_small_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2905: UserWarning: Overwriting vit_base_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2915: UserWarning: Overwriting vit_large_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2925: UserWarning: Overwriting vit_giant_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2942: UserWarning: Overwriting vit_small_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2955: UserWarning: Overwriting vit_base_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2968: UserWarning: Overwriting vit_large_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2981: UserWarning: Overwriting vit_giant_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2998: UserWarning: Overwriting vit_base_patch16_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3008: UserWarning: Overwriting vit_base_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3018: UserWarning: Overwriting vit_base_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3028: UserWarning: Overwriting vit_base_patch16_siglip_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3038: UserWarning: Overwriting vit_large_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3048: UserWarning: Overwriting vit_large_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3058: UserWarning: Overwriting vit_so400m_patch14_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3068: UserWarning: Overwriting vit_so400m_patch14_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3078: UserWarning: Overwriting vit_base_patch16_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3089: UserWarning: Overwriting vit_base_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3100: UserWarning: Overwriting vit_base_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3111: UserWarning: Overwriting vit_base_patch16_siglip_gap_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3122: UserWarning: Overwriting vit_large_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3133: UserWarning: Overwriting vit_large_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3144: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3156: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3168: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3180: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_896 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_896. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_896(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3192: UserWarning: Overwriting vit_wee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_wee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_wee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3203: UserWarning: Overwriting vit_pwee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_pwee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_pwee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3214: UserWarning: Overwriting vit_little_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3225: UserWarning: Overwriting vit_little_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3236: UserWarning: Overwriting vit_medium_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3247: UserWarning: Overwriting vit_medium_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3258: UserWarning: Overwriting vit_mediumd_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_mediumd_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_mediumd_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3269: UserWarning: Overwriting vit_betwixt_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3280: UserWarning: Overwriting vit_betwixt_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3291: UserWarning: Overwriting vit_base_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3302: UserWarning: Overwriting vit_so150m_patch16_reg4_map_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_map_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_map_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3313: UserWarning: Overwriting vit_so150m_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/train.py:99: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  checkpoint = torch.load(vae_ckpt, map_location="cpu")
/home/user/VAR/utils/amp_sc.py:27: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
  self.scaler = torch.cuda.amp.GradScaler(init_scale=2. ** 11, growth_interval=1000) if self.using_fp16_rather_bf16 else None # only fp16 needs a scaler
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE mm(6840x24, 24x1280)
  triton_mm_7 0.0284 ms 100.0%
  triton_mm_6 0.0295 ms 96.3%
  triton_mm_9 0.0299 ms 94.9%
  triton_mm_4 0.0300 ms 94.8%
  triton_mm_8 0.0306 ms 92.9%
  triton_mm_12 0.0306 ms 92.8%
  triton_mm_11 0.0309 ms 91.9%
  triton_mm_15 0.0318 ms 89.3%
  triton_mm_2 0.0320 ms 88.6%
  triton_mm_14 0.0323 ms 88.0%
SingleProcess AUTOTUNE benchmarking takes 2.1926 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x1280, 1280x2560)
  triton_mm_1881 0.0164 ms 100.0%
  triton_mm_1885 0.0168 ms 97.7%
  triton_mm_1889 0.0182 ms 90.2%
  triton_mm_1893 0.0197 ms 83.2%
  triton_mm_1880 0.0209 ms 78.7%
  triton_mm_1878 0.0209 ms 78.5%
  triton_mm_1884 0.0212 ms 77.6%
  triton_mm_1879 0.0219 ms 75.0%
  triton_mm_1888 0.0235 ms 69.9%
  triton_mm_1891 0.0240 ms 68.4%
SingleProcess AUTOTUNE benchmarking takes 2.2460 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1280, 1280x8192)
  triton_mm_1911 0.6511 ms 100.0%
  triton_mm_1910 0.6533 ms 99.7%
  triton_mm_1912 0.7273 ms 89.5%
  triton_mm_1905 0.7717 ms 84.4%
  addmm 0.7837 ms 83.1%
  triton_mm_1907 0.8139 ms 80.0%
  bias_addmm 0.8153 ms 79.9%
  triton_mm_1903 0.8408 ms 77.4%
  triton_mm_1908 0.9156 ms 71.1%
  triton_mm_1904 0.9224 ms 70.6%
SingleProcess AUTOTUNE benchmarking takes 2.9032 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1280)
  mm 0.5523 ms 100.0%
  triton_mm_1948 0.5682 ms 97.2%
  triton_mm_1949 0.5947 ms 92.9%
  triton_mm_1950 0.6185 ms 89.3%
  triton_mm_1943 0.7400 ms 74.6%
  triton_mm_1941 0.7468 ms 74.0%
  triton_mm_1945 0.7703 ms 71.7%
  triton_mm_1944 0.7996 ms 69.1%
  triton_mm_1942 0.8258 ms 66.9%
  triton_mm_1946 0.8316 ms 66.4%
SingleProcess AUTOTUNE benchmarking takes 2.7493 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1280)
  mm 0.5801 ms 100.0%
  triton_mm_1929 0.5891 ms 98.5%
  triton_mm_1930 0.5991 ms 96.8%
  triton_mm_1931 0.6174 ms 94.0%
  triton_mm_1924 0.7581 ms 76.5%
  triton_mm_1925 0.7779 ms 74.6%
  triton_mm_1922 0.7795 ms 74.4%
  triton_mm_1923 0.8189 ms 70.8%
  triton_mm_1926 0.8221 ms 70.6%
  triton_mm_1927 0.8310 ms 69.8%
SingleProcess AUTOTUNE benchmarking takes 2.7499 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE mm(24x1280, 1280x2560)
  triton_mm_1881 0.0144 ms 100.0%
  triton_mm_1885 0.0147 ms 98.3%
  triton_mm_1889 0.0169 ms 85.4%
  triton_mm_1893 0.0182 ms 79.3%
  triton_mm_1878 0.0191 ms 75.7%
  triton_mm_1880 0.0198 ms 72.7%
  triton_mm_1884 0.0204 ms 70.6%
  triton_mm_1879 0.0207 ms 69.8%
  triton_mm_1888 0.0213 ms 67.7%
  triton_mm_1891 0.0222 ms 65.1%
SingleProcess AUTOTUNE benchmarking takes 2.2343 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(6864x8192, 6864x1280, 1280x8192)
  triton_mm_1911 0.6527 ms 100.0%
  triton_mm_1910 0.6616 ms 98.7%
  triton_mm_1912 0.7305 ms 89.4%
  triton_mm_1905 0.7804 ms 83.6%
  addmm 0.7972 ms 81.9%
  bias_addmm 0.8160 ms 80.0%
  triton_mm_1907 0.8186 ms 79.7%
  triton_mm_1903 0.8508 ms 76.7%
  triton_mm_1908 0.9216 ms 70.8%
  triton_mm_1906 0.9296 ms 70.2%
SingleProcess AUTOTUNE benchmarking takes 2.8964 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1280)
  mm 0.5528 ms 100.0%
  triton_mm_1948 0.5820 ms 95.0%
  triton_mm_1949 0.5979 ms 92.5%
  triton_mm_1950 0.6243 ms 88.5%
  triton_mm_1943 0.7472 ms 74.0%
  triton_mm_1941 0.7661 ms 72.2%
  triton_mm_1945 0.7860 ms 70.3%
  triton_mm_1944 0.8137 ms 67.9%
  triton_mm_1942 0.8362 ms 66.1%
  triton_mm_1946 0.8386 ms 65.9%
SingleProcess AUTOTUNE benchmarking takes 2.7433 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2560x24, 24x1280)
  triton_mm_1974 0.0126 ms 100.0%
  triton_mm_1979 0.0131 ms 95.9%
  triton_mm_1973 0.0132 ms 95.0%
  triton_mm_1975 0.0133 ms 94.2%
  triton_mm_1977 0.0135 ms 93.3%
  triton_mm_1983 0.0136 ms 92.3%
  triton_mm_1976 0.0138 ms 91.2%
  triton_mm_1980 0.0139 ms 90.8%
  triton_mm_1970 0.0139 ms 90.3%
  triton_mm_1971 0.0140 ms 90.1%
SingleProcess AUTOTUNE benchmarking takes 5.3730 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2198: UserWarning: Overwriting vit_tiny_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2207: UserWarning: Overwriting vit_tiny_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_tiny_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_tiny_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2216: UserWarning: Overwriting vit_small_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2225: UserWarning: Overwriting vit_small_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2234: UserWarning: Overwriting vit_small_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2243: UserWarning: Overwriting vit_small_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2252: UserWarning: Overwriting vit_small_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2261: UserWarning: Overwriting vit_base_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2271: UserWarning: Overwriting vit_base_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2281: UserWarning: Overwriting vit_base_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2291: UserWarning: Overwriting vit_base_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2301: UserWarning: Overwriting vit_base_patch8_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch8_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch8_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2311: UserWarning: Overwriting vit_large_patch32_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2320: UserWarning: Overwriting vit_large_patch32_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch32_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch32_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2330: UserWarning: Overwriting vit_large_patch16_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2340: UserWarning: Overwriting vit_large_patch16_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2350: UserWarning: Overwriting vit_large_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2359: UserWarning: Overwriting vit_huge_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2368: UserWarning: Overwriting vit_giant_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2377: UserWarning: Overwriting vit_gigantic_patch14_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2387: UserWarning: Overwriting vit_base_patch16_224_miil in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_224_miil. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_224_miil(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2398: UserWarning: Overwriting vit_medium_patch16_gap_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2410: UserWarning: Overwriting vit_medium_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2422: UserWarning: Overwriting vit_medium_patch16_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2434: UserWarning: Overwriting vit_betwixt_patch16_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2446: UserWarning: Overwriting vit_base_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2457: UserWarning: Overwriting vit_huge_patch14_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2468: UserWarning: Overwriting vit_huge_patch16_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch16_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch16_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2479: UserWarning: Overwriting vit_giant_patch16_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch16_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch16_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2491: UserWarning: Overwriting vit_xsmall_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_xsmall_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_xsmall_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2500: UserWarning: Overwriting vit_medium_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2510: UserWarning: Overwriting vit_medium_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2519: UserWarning: Overwriting vit_betwixt_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2529: UserWarning: Overwriting vit_base_patch32_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2540: UserWarning: Overwriting vit_base_patch32_clip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2551: UserWarning: Overwriting vit_base_patch32_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2562: UserWarning: Overwriting vit_base_patch32_clip_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2573: UserWarning: Overwriting vit_base_patch16_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2583: UserWarning: Overwriting vit_base_patch16_clip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2593: UserWarning: Overwriting vit_large_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2603: UserWarning: Overwriting vit_large_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2613: UserWarning: Overwriting vit_huge_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2623: UserWarning: Overwriting vit_huge_patch14_clip_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2633: UserWarning: Overwriting vit_huge_patch14_clip_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2643: UserWarning: Overwriting vit_giant_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2656: UserWarning: Overwriting vit_gigantic_patch14_clip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_gigantic_patch14_clip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_gigantic_patch14_clip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2669: UserWarning: Overwriting vit_base_patch32_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2681: UserWarning: Overwriting vit_base_patch16_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2693: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2705: UserWarning: Overwriting vit_large_patch14_clip_quickgelu_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_clip_quickgelu_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_clip_quickgelu_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2717: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2729: UserWarning: Overwriting vit_huge_patch14_clip_quickgelu_378 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_clip_quickgelu_378. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_clip_quickgelu_378(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2743: UserWarning: Overwriting vit_base_patch32_plus_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch32_plus_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch32_plus_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2753: UserWarning: Overwriting vit_base_patch16_plus_240 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_plus_240. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_plus_240(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2763: UserWarning: Overwriting vit_base_patch16_rpn_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_rpn_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_rpn_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2775: UserWarning: Overwriting vit_small_patch16_36x1_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_36x1_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_36x1_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2787: UserWarning: Overwriting vit_small_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2800: UserWarning: Overwriting vit_base_patch16_18x2_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_18x2_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_18x2_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2812: UserWarning: Overwriting eva_large_patch14_196 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_196. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_196(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2821: UserWarning: Overwriting eva_large_patch14_336 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.eva_large_patch14_336. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def eva_large_patch14_336(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2829: UserWarning: Overwriting flexivit_small in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_small. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_small(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2838: UserWarning: Overwriting flexivit_base in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_base. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_base(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2847: UserWarning: Overwriting flexivit_large in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.flexivit_large. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def flexivit_large(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2856: UserWarning: Overwriting vit_base_patch16_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2869: UserWarning: Overwriting vit_large_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2882: UserWarning: Overwriting vit_huge_patch14_xp_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_huge_patch14_xp_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_huge_patch14_xp_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2895: UserWarning: Overwriting vit_small_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2905: UserWarning: Overwriting vit_base_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2915: UserWarning: Overwriting vit_large_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2925: UserWarning: Overwriting vit_giant_patch14_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2942: UserWarning: Overwriting vit_small_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_small_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_small_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2955: UserWarning: Overwriting vit_base_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2968: UserWarning: Overwriting vit_large_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2981: UserWarning: Overwriting vit_giant_patch14_reg4_dinov2 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_giant_patch14_reg4_dinov2. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_giant_patch14_reg4_dinov2(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:2998: UserWarning: Overwriting vit_base_patch16_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3008: UserWarning: Overwriting vit_base_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3018: UserWarning: Overwriting vit_base_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3028: UserWarning: Overwriting vit_base_patch16_siglip_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3038: UserWarning: Overwriting vit_large_patch16_siglip_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3048: UserWarning: Overwriting vit_large_patch16_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3058: UserWarning: Overwriting vit_so400m_patch14_siglip_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3068: UserWarning: Overwriting vit_so400m_patch14_siglip_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3078: UserWarning: Overwriting vit_base_patch16_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3089: UserWarning: Overwriting vit_base_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3100: UserWarning: Overwriting vit_base_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3111: UserWarning: Overwriting vit_base_patch16_siglip_gap_512 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_siglip_gap_512. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_siglip_gap_512(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3122: UserWarning: Overwriting vit_large_patch16_siglip_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3133: UserWarning: Overwriting vit_large_patch16_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_large_patch16_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_large_patch16_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3144: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_224 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_224. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_224(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3156: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_384 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_384. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_384(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3168: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_448 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_448. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_448(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3180: UserWarning: Overwriting vit_so400m_patch14_siglip_gap_896 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so400m_patch14_siglip_gap_896. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so400m_patch14_siglip_gap_896(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3192: UserWarning: Overwriting vit_wee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_wee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_wee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3203: UserWarning: Overwriting vit_pwee_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_pwee_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_pwee_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3214: UserWarning: Overwriting vit_little_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3225: UserWarning: Overwriting vit_little_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_little_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_little_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3236: UserWarning: Overwriting vit_medium_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3247: UserWarning: Overwriting vit_medium_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_medium_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_medium_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3258: UserWarning: Overwriting vit_mediumd_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_mediumd_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_mediumd_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3269: UserWarning: Overwriting vit_betwixt_patch16_reg1_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg1_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg1_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3280: UserWarning: Overwriting vit_betwixt_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_betwixt_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_betwixt_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3291: UserWarning: Overwriting vit_base_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_base_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_base_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3302: UserWarning: Overwriting vit_so150m_patch16_reg4_map_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_map_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_map_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/vision_transformer.py:3313: UserWarning: Overwriting vit_so150m_patch16_reg4_gap_256 in registry with tokenizer.tokenizer_image.dino_enc.vision_transformer.vit_so150m_patch16_reg4_gap_256. This is because the name being registered conflicts with an existing name. Please check if this is not expected.
  def vit_so150m_patch16_reg4_gap_256(pretrained: bool = False, **kwargs) -> VisionTransformer:
/home/user/VAR/train.py:99: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.
  checkpoint = torch.load(vae_ckpt, map_location="cpu")
/home/user/VAR/utils/amp_sc.py:27: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
  self.scaler = torch.cuda.amp.GradScaler(init_scale=2. ** 11, growth_interval=1000) if self.using_fp16_rather_bf16 else None # only fp16 needs a scaler
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
AUTOTUNE mm(6840x24, 24x1280)
  triton_mm_12 0.0292 ms 100.0%
  triton_mm_7 0.0292 ms 99.9%
  triton_mm_8 0.0293 ms 99.5%
  triton_mm_11 0.0297 ms 98.3%
  triton_mm_9 0.0298 ms 98.0%
  triton_mm_6 0.0302 ms 96.6%
  triton_mm_4 0.0309 ms 94.5%
  triton_mm_10 0.0312 ms 93.4%
  triton_mm_2 0.0316 ms 92.4%
  triton_mm_14 0.0317 ms 91.9%
SingleProcess AUTOTUNE benchmarking takes 2.2002 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(8192x6864, 6864x1280)
  mm 0.5426 ms 100.0%
  triton_mm_1948 0.5730 ms 94.7%
  triton_mm_1949 0.5909 ms 91.8%
  triton_mm_1950 0.6183 ms 87.8%
  triton_mm_1943 0.7348 ms 73.8%
  triton_mm_1941 0.7428 ms 73.0%
  triton_mm_1945 0.7670 ms 70.7%
  triton_mm_1944 0.7977 ms 68.0%
  triton_mm_1942 0.8107 ms 66.9%
  triton_mm_1946 0.8246 ms 65.8%
SingleProcess AUTOTUNE benchmarking takes 2.8051 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(2560x24, 24x1280)
  triton_mm_1977 0.0147 ms 100.0%
  triton_mm_1974 0.0147 ms 99.8%
  triton_mm_1978 0.0147 ms 99.6%
  triton_mm_1981 0.0147 ms 99.6%
  triton_mm_1984 0.0147 ms 99.6%
  triton_mm_1973 0.0148 ms 99.3%
  triton_mm_1975 0.0148 ms 99.3%
  triton_mm_1971 0.0148 ms 98.9%
  triton_mm_1979 0.0156 ms 94.2%
  triton_mm_1976 0.0158 ms 92.9%
SingleProcess AUTOTUNE benchmarking takes 2.2463 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(24x2560, 2560x1280)
  triton_mm_1955 0.0178 ms 100.0%
  triton_mm_1959 0.0186 ms 95.4%
  mm 0.0207 ms 85.6%
  triton_mm_1963 0.0235 ms 75.6%
  triton_mm_1954 0.0265 ms 67.0%
  triton_mm_1953 0.0272 ms 65.2%
  triton_mm_1967 0.0275 ms 64.5%
  triton_mm_1962 0.0297 ms 59.9%
  triton_mm_1952 0.0308 ms 57.6%
  triton_mm_1958 0.0309 ms 57.5%
SingleProcess AUTOTUNE benchmarking takes 2.2034 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(6864x8192, 8192x1280)
  mm 0.5742 ms 100.0%
  triton_mm_1929 0.5880 ms 97.6%
  triton_mm_1930 0.5956 ms 96.4%
  triton_mm_1931 0.6085 ms 94.4%
  triton_mm_1924 0.7511 ms 76.4%
  triton_mm_1925 0.7653 ms 75.0%
  triton_mm_1922 0.7905 ms 72.6%
  triton_mm_1923 0.8051 ms 71.3%
  triton_mm_1926 0.8259 ms 69.5%
  triton_mm_1927 0.8298 ms 69.2%
SingleProcess AUTOTUNE benchmarking takes 2.7363 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_5827 1.1494 ms 100.0%
  mm 1.2881 ms 89.2%
  triton_mm_5824 1.3998 ms 82.1%
  triton_mm_5820 1.4283 ms 80.5%
  triton_mm_5828 1.4624 ms 78.6%
  triton_mm_5825 1.5444 ms 74.4%
  triton_mm_5821 1.5481 ms 74.2%
  triton_mm_5822 1.5808 ms 72.7%
  triton_mm_5817 1.8750 ms 61.3%
  triton_mm_5826 1.9507 ms 58.9%
SingleProcess AUTOTUNE benchmarking takes 2.3263 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_7222 1.1594 ms 100.0%
  mm 1.2075 ms 96.0%
  triton_mm_7219 1.4106 ms 82.2%
  triton_mm_7215 1.4452 ms 80.2%
  triton_mm_7223 1.4674 ms 79.0%
  triton_mm_7220 1.5576 ms 74.4%
  triton_mm_7216 1.5662 ms 74.0%
  triton_mm_7217 1.6041 ms 72.3%
  triton_mm_7212 1.8931 ms 61.2%
  triton_mm_7221 1.9494 ms 59.5%
SingleProcess AUTOTUNE benchmarking takes 2.2155 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10260x24, 24x1280)
  triton_mm_5750 0.0398 ms 100.0%
  triton_mm_5745 0.0398 ms 100.0%
  triton_mm_5746 0.0405 ms 98.2%
  triton_mm_5747 0.0407 ms 97.8%
  triton_mm_5751 0.0410 ms 97.1%
  triton_mm_5748 0.0411 ms 96.9%
  triton_mm_5743 0.0414 ms 96.1%
  triton_mm_5754 0.0437 ms 91.1%
  triton_mm_5744 0.0442 ms 90.0%
  triton_mm_5741 0.0446 ms 89.1%
SingleProcess AUTOTUNE benchmarking takes 2.2268 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1280, 1280x8192)
  bias_addmm 1.8499 ms 100.0%
  triton_mm_7632 1.8544 ms 99.8%
  addmm 2.2099 ms 83.7%
  triton_mm_7629 2.2605 ms 81.8%
  triton_mm_7625 2.2929 ms 80.7%
  triton_mm_7633 2.3648 ms 78.2%
  triton_mm_7630 2.4747 ms 74.8%
  triton_mm_7626 2.4858 ms 74.4%
  triton_mm_7627 2.5779 ms 71.8%
  triton_mm_7622 3.0502 ms 60.6%
SingleProcess AUTOTUNE benchmarking takes 2.5485 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [01:36<1:08:49, 96.02s/it]AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_5827 1.1510 ms 100.0%
  mm 1.2898 ms 89.2%
  triton_mm_5824 1.3997 ms 82.2%
  triton_mm_5820 1.4180 ms 81.2%
  triton_mm_5828 1.4723 ms 78.2%
  triton_mm_5825 1.5293 ms 75.3%
  triton_mm_5821 1.5351 ms 75.0%
  triton_mm_5822 1.5698 ms 73.3%
  triton_mm_5817 1.8789 ms 61.3%
  triton_mm_5826 1.9453 ms 59.2%
SingleProcess AUTOTUNE benchmarking takes 2.3121 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_6385 1.1655 ms 100.0%
  mm 1.1949 ms 97.5%
  triton_mm_6382 1.4150 ms 82.4%
  triton_mm_6378 1.4285 ms 81.6%
  triton_mm_6386 1.4712 ms 79.2%
  triton_mm_6383 1.5478 ms 75.3%
  triton_mm_6379 1.5725 ms 74.1%
  triton_mm_6380 1.6023 ms 72.7%
  triton_mm_6375 1.8806 ms 62.0%
  triton_mm_6384 1.9492 ms 59.8%
SingleProcess AUTOTUNE benchmarking takes 2.2226 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_6943 1.1568 ms 100.0%
  mm 1.2039 ms 96.1%
  triton_mm_6940 1.4159 ms 81.7%
  triton_mm_6936 1.4329 ms 80.7%
  triton_mm_6944 1.4706 ms 78.7%
  triton_mm_6941 1.5411 ms 75.1%
  triton_mm_6937 1.5551 ms 74.4%
  triton_mm_6938 1.6028 ms 72.2%
  triton_mm_6933 1.8775 ms 61.6%
  triton_mm_6942 1.9431 ms 59.5%
SingleProcess AUTOTUNE benchmarking takes 2.2281 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_7036 1.1633 ms 100.0%
  mm 1.1786 ms 98.7%
  triton_mm_7033 1.4165 ms 82.1%
  triton_mm_7029 1.4340 ms 81.1%
  triton_mm_7037 1.4802 ms 78.6%
  triton_mm_7034 1.5484 ms 75.1%
  triton_mm_7030 1.5486 ms 75.1%
  triton_mm_7031 1.5985 ms 72.8%
  triton_mm_7026 1.8993 ms 61.2%
  triton_mm_7035 1.9440 ms 59.8%
SingleProcess AUTOTUNE benchmarking takes 2.2200 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_7315 1.1651 ms 100.0%
  mm 1.2112 ms 96.2%
  triton_mm_7312 1.3941 ms 83.6%
  triton_mm_7308 1.4355 ms 81.2%
  triton_mm_7316 1.4730 ms 79.1%
  triton_mm_7313 1.5403 ms 75.6%
  triton_mm_7309 1.5552 ms 74.9%
  triton_mm_7310 1.5970 ms 73.0%
  triton_mm_7305 1.8802 ms 62.0%
  triton_mm_7314 1.9494 ms 59.8%
SingleProcess AUTOTUNE benchmarking takes 2.2290 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10260x24, 24x1280)
  triton_mm_5748 0.0398 ms 100.0%
  triton_mm_5750 0.0398 ms 100.0%
  triton_mm_5746 0.0405 ms 98.4%
  triton_mm_5747 0.0408 ms 97.6%
  triton_mm_5745 0.0409 ms 97.3%
  triton_mm_5751 0.0412 ms 96.6%
  triton_mm_5743 0.0427 ms 93.3%
  triton_mm_5741 0.0436 ms 91.3%
  triton_mm_5754 0.0438 ms 90.9%
  triton_mm_5744 0.0443 ms 89.9%
SingleProcess AUTOTUNE benchmarking takes 2.2308 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [01:36<1:08:49, 96.03s/it]AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_5827 1.1173 ms 100.0%
  mm 1.2817 ms 87.2%
  triton_mm_5824 1.3629 ms 82.0%
  triton_mm_5820 1.3787 ms 81.0%
  triton_mm_5828 1.4313 ms 78.1%
  triton_mm_5825 1.4886 ms 75.1%
  triton_mm_5821 1.5096 ms 74.0%
  triton_mm_5822 1.5442 ms 72.4%
  triton_mm_5817 1.8322 ms 61.0%
  triton_mm_5818 1.9049 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.3099 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_6199 1.1180 ms 100.0%
  mm 1.1756 ms 95.1%
  triton_mm_6196 1.3772 ms 81.2%
  triton_mm_6192 1.4120 ms 79.2%
  triton_mm_6200 1.4323 ms 78.1%
  triton_mm_6197 1.5042 ms 74.3%
  triton_mm_6193 1.5429 ms 72.5%
  triton_mm_6194 1.5596 ms 71.7%
  triton_mm_6189 1.8288 ms 61.1%
  triton_mm_6190 1.9201 ms 58.2%
SingleProcess AUTOTUNE benchmarking takes 2.2151 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_6664 1.1296 ms 100.0%
  mm 1.1763 ms 96.0%
  triton_mm_6661 1.3771 ms 82.0%
  triton_mm_6657 1.4091 ms 80.2%
  triton_mm_6665 1.4279 ms 79.1%
  triton_mm_6662 1.5042 ms 75.1%
  triton_mm_6658 1.5436 ms 73.2%
  triton_mm_6659 1.5477 ms 73.0%
  triton_mm_6654 1.8295 ms 61.7%
  triton_mm_6655 1.9210 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.2230 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_6850 1.1174 ms 100.0%
  mm 1.1764 ms 95.0%
  triton_mm_6847 1.3768 ms 81.2%
  triton_mm_6843 1.3958 ms 80.1%
  triton_mm_6851 1.4297 ms 78.2%
  triton_mm_6844 1.5137 ms 73.8%
  triton_mm_6848 1.5226 ms 73.4%
  triton_mm_6845 1.5600 ms 71.6%
  triton_mm_6840 1.8492 ms 60.4%
  triton_mm_6841 1.9224 ms 58.1%
SingleProcess AUTOTUNE benchmarking takes 2.2201 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_7408 1.1168 ms 100.0%
  mm 1.1757 ms 95.0%
  triton_mm_7405 1.3832 ms 80.7%
  triton_mm_7401 1.3960 ms 80.0%
  triton_mm_7409 1.4299 ms 78.1%
  triton_mm_7406 1.5044 ms 74.2%
  triton_mm_7402 1.5290 ms 73.0%
  triton_mm_7403 1.5644 ms 71.4%
  triton_mm_7398 1.8489 ms 60.4%
  triton_mm_7399 1.9011 ms 58.7%
SingleProcess AUTOTUNE benchmarking takes 2.2256 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_7501 1.1290 ms 100.0%
  mm 1.1761 ms 96.0%
  triton_mm_7494 1.3696 ms 82.4%
  triton_mm_7498 1.3740 ms 82.2%
  triton_mm_7502 1.4397 ms 78.4%
  triton_mm_7499 1.5209 ms 74.2%
  triton_mm_7495 1.5452 ms 73.1%
  triton_mm_7496 1.5648 ms 72.1%
  triton_mm_7491 1.8479 ms 61.1%
  triton_mm_7492 1.9197 ms 58.8%
SingleProcess AUTOTUNE benchmarking takes 2.2279 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1280, 1280x7680)
  triton_mm_5732 0.0479 ms 100.0%
  triton_mm_5733 0.0479 ms 100.0%
  mm 0.0481 ms 99.7%
  triton_mm_5731 0.0497 ms 96.5%
  triton_mm_5735 0.0512 ms 93.6%
  triton_mm_5729 0.0516 ms 92.9%
  triton_mm_5736 0.0530 ms 90.5%
  triton_mm_5724 0.0568 ms 84.3%
  triton_mm_5728 0.0616 ms 77.9%
  triton_mm_5725 0.0618 ms 77.6%
SingleProcess AUTOTUNE benchmarking takes 1.7523 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10260x24, 24x1280)
  triton_mm_5747 0.0396 ms 100.0%
  triton_mm_5748 0.0396 ms 99.9%
  triton_mm_5746 0.0404 ms 98.1%
  triton_mm_5745 0.0407 ms 97.2%
  triton_mm_5750 0.0408 ms 96.9%
  triton_mm_5751 0.0408 ms 96.9%
  triton_mm_5743 0.0415 ms 95.4%
  triton_mm_5754 0.0435 ms 91.0%
  triton_mm_5741 0.0437 ms 90.6%
  triton_mm_5742 0.0439 ms 90.2%
SingleProcess AUTOTUNE benchmarking takes 2.2470 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x3840, 10296x1280, 1280x3840)
  triton_mm_5772 0.8604 ms 100.0%
  bias_addmm 0.8840 ms 97.3%
  triton_mm_5769 1.0288 ms 83.6%
  triton_mm_5765 1.0470 ms 82.2%
  addmm 1.0779 ms 79.8%
  triton_mm_5773 1.1034 ms 78.0%
  triton_mm_5770 1.1362 ms 75.7%
  triton_mm_5766 1.1500 ms 74.8%
  triton_mm_5767 1.1826 ms 72.8%
  triton_mm_5762 1.3878 ms 62.0%
SingleProcess AUTOTUNE benchmarking takes 2.3990 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x1280)
  triton_mm_5791 0.2972 ms 100.0%
  mm 0.3118 ms 95.3%
  triton_mm_5784 0.3489 ms 85.2%
  triton_mm_5788 0.3512 ms 84.6%
  triton_mm_5785 0.3754 ms 79.2%
  triton_mm_5792 0.3763 ms 79.0%
  triton_mm_5789 0.3832 ms 77.6%
  triton_mm_5786 0.3981 ms 74.7%
  triton_mm_5781 0.4641 ms 64.0%
  triton_mm_5782 0.4796 ms 62.0%
SingleProcess AUTOTUNE benchmarking takes 2.1532 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x5120, 5120x1280)
  mm 1.0977 ms 100.0%
  triton_mm_5846 1.1153 ms 98.4%
  triton_mm_5847 1.3268 ms 82.7%
  triton_mm_5839 1.3917 ms 78.9%
  triton_mm_5843 1.4025 ms 78.3%
  triton_mm_5840 1.4454 ms 75.9%
  triton_mm_5844 1.4641 ms 75.0%
  triton_mm_5841 1.4850 ms 73.9%
  triton_mm_5836 1.8523 ms 59.3%
  triton_mm_5837 1.8815 ms 58.3%
SingleProcess AUTOTUNE benchmarking takes 2.3018 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1280, 1280x2560)
  triton_mm_7564 0.0252 ms 100.0%
  triton_mm_7563 0.0255 ms 99.0%
  mm 0.0269 ms 93.7%
  triton_mm_7568 0.0273 ms 92.4%
  triton_mm_7562 0.0288 ms 87.7%
  triton_mm_7575 0.0290 ms 87.2%
  triton_mm_7572 0.0292 ms 86.5%
  triton_mm_7571 0.0326 ms 77.5%
  triton_mm_7574 0.0326 ms 77.5%
  triton_mm_7570 0.0364 ms 69.5%
SingleProcess AUTOTUNE benchmarking takes 1.7298 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1280, 1280x8192)
  triton_mm_7632 1.7790 ms 100.0%
  bias_addmm 1.8137 ms 98.1%
  addmm 2.1552 ms 82.5%
  triton_mm_7629 2.1722 ms 81.9%
  triton_mm_7625 2.2376 ms 79.5%
  triton_mm_7633 2.2960 ms 77.5%
  triton_mm_7630 2.4091 ms 73.8%
  triton_mm_7626 2.4470 ms 72.7%
  triton_mm_7627 2.5072 ms 71.0%
  triton_mm_7622 2.9749 ms 59.8%
SingleProcess AUTOTUNE benchmarking takes 2.5360 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [01:36<1:08:49, 96.03s/it]AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_5827 1.1352 ms 100.0%
  mm 1.2984 ms 87.4%
  triton_mm_5824 1.3993 ms 81.1%
  triton_mm_5820 1.4149 ms 80.2%
  triton_mm_5828 1.4496 ms 78.3%
  triton_mm_5825 1.5263 ms 74.4%
  triton_mm_5821 1.5328 ms 74.1%
  triton_mm_5822 1.5813 ms 71.8%
  triton_mm_5817 1.8698 ms 60.7%
  triton_mm_5826 1.9452 ms 58.4%
SingleProcess AUTOTUNE benchmarking takes 2.3321 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_6013 1.1507 ms 100.0%
  mm 1.2016 ms 95.8%
  triton_mm_6010 1.4092 ms 81.7%
  triton_mm_6006 1.4279 ms 80.6%
  triton_mm_6014 1.4526 ms 79.2%
  triton_mm_6011 1.5524 ms 74.1%
  triton_mm_6007 1.5616 ms 73.7%
  triton_mm_6008 1.5969 ms 72.1%
  triton_mm_6003 1.8854 ms 61.0%
  triton_mm_6012 1.9476 ms 59.1%
SingleProcess AUTOTUNE benchmarking takes 2.2269 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x5120)
  triton_mm_7129 1.1572 ms 100.0%
  mm 1.2034 ms 96.2%
  triton_mm_7126 1.4086 ms 82.2%
  triton_mm_7122 1.4327 ms 80.8%
  triton_mm_7130 1.4588 ms 79.3%
  triton_mm_7127 1.5532 ms 74.5%
  triton_mm_7123 1.5533 ms 74.5%
  triton_mm_7124 1.5973 ms 72.5%
  triton_mm_7119 1.8864 ms 61.3%
  triton_mm_7128 1.9526 ms 59.3%
SingleProcess AUTOTUNE benchmarking takes 2.2201 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10260x24, 24x1280)
  triton_mm_5746 0.0391 ms 100.0%
  triton_mm_5745 0.0392 ms 99.7%
  triton_mm_5747 0.0394 ms 99.3%
  triton_mm_5748 0.0396 ms 98.6%
  triton_mm_5750 0.0396 ms 98.6%
  triton_mm_5751 0.0404 ms 96.7%
  triton_mm_5743 0.0414 ms 94.4%
  triton_mm_5754 0.0423 ms 92.5%
  triton_mm_5741 0.0436 ms 89.7%
  triton_mm_5742 0.0439 ms 89.1%
SingleProcess AUTOTUNE benchmarking takes 2.2461 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x1280)
  triton_mm_5791 0.3010 ms 100.0%
  mm 0.3156 ms 95.4%
  triton_mm_5784 0.3521 ms 85.5%
  triton_mm_5788 0.3559 ms 84.6%
  triton_mm_5792 0.3788 ms 79.4%
  triton_mm_5785 0.3815 ms 78.9%
  triton_mm_5789 0.3902 ms 77.1%
  triton_mm_5786 0.4001 ms 75.2%
  triton_mm_5781 0.4718 ms 63.8%
  triton_mm_5782 0.4834 ms 62.3%
SingleProcess AUTOTUNE benchmarking takes 2.1501 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(10296x1280, 1280x1280)
  triton_mm_6721 0.3005 ms 100.0%
  mm 0.3150 ms 95.4%
  triton_mm_6714 0.3541 ms 84.9%
  triton_mm_6718 0.3580 ms 84.0%
  triton_mm_6722 0.3775 ms 79.6%
  triton_mm_6715 0.3818 ms 78.7%
  triton_mm_6719 0.3907 ms 76.9%
  triton_mm_6716 0.4006 ms 75.0%
  triton_mm_6711 0.4720 ms 63.7%
  triton_mm_6710 0.4881 ms 61.6%
SingleProcess AUTOTUNE benchmarking takes 2.0642 seconds and 0.0000 seconds precompiling
AUTOTUNE mm(36x1280, 1280x2560)
  triton_mm_7564 0.0253 ms 100.0%
  triton_mm_7563 0.0256 ms 98.9%
  mm 0.0259 ms 97.9%
  triton_mm_7568 0.0275 ms 92.0%
  triton_mm_7562 0.0288 ms 87.8%
  triton_mm_7575 0.0293 ms 86.4%
  triton_mm_7572 0.0303 ms 83.7%
  triton_mm_7571 0.0327 ms 77.4%
  triton_mm_7574 0.0328 ms 77.2%
  triton_mm_7570 0.0356 ms 71.1%
SingleProcess AUTOTUNE benchmarking takes 1.7234 seconds and 0.0000 seconds precompiling
AUTOTUNE addmm(10296x8192, 10296x1280, 1280x8192)
  triton_mm_7632 1.8264 ms 100.0%
  bias_addmm 1.8558 ms 98.4%
  addmm 2.1903 ms 83.4%
  triton_mm_7629 2.2389 ms 81.6%
  triton_mm_7625 2.2812 ms 80.1%
  triton_mm_7633 2.3308 ms 78.4%
  triton_mm_7630 2.4439 ms 74.7%
  triton_mm_7626 2.4843 ms 73.5%
  triton_mm_7627 2.5423 ms 71.8%
  triton_mm_7622 2.9981 ms 60.9%
SingleProcess AUTOTUNE benchmarking takes 2.5520 seconds and 0.0000 seconds precompiling
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   2%|2         | 1/44 [01:36<1:08:53, 96.12s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:38<28:52, 41.25s/it]  /home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:38<28:52, 41.26s/it]  /home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:38<28:52, 41.26s/it]  /home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):
/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   5%|4         | 2/44 [01:39<28:54, 41.30s/it]  /home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [01:40<15:39, 22.92s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [01:40<15:39, 22.92s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [01:40<15:39, 22.93s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress:   7%|6         | 3/44 [01:40<15:40, 22.95s/it]
Validation Progress:   9%|9         | 4/44 [01:41<09:32, 14.32s/it]
Validation Progress:   9%|9         | 4/44 [01:41<09:32, 14.32s/it]
Validation Progress:   9%|9         | 4/44 [01:41<09:32, 14.32s/it]
Validation Progress:   9%|9         | 4/44 [01:41<09:33, 14.34s/it]
Validation Progress:  11%|#1        | 5/44 [01:42<06:15,  9.62s/it]
Validation Progress:  11%|#1        | 5/44 [01:42<06:15,  9.62s/it]
Validation Progress:  11%|#1        | 5/44 [01:42<06:15,  9.62s/it]
Validation Progress:  11%|#1        | 5/44 [01:42<06:15,  9.63s/it]
Validation Progress:  14%|#3        | 6/44 [01:43<04:15,  6.72s/it]
Validation Progress:  14%|#3        | 6/44 [01:43<04:15,  6.72s/it]
Validation Progress:  14%|#3        | 6/44 [01:43<04:15,  6.72s/it]
Validation Progress:  14%|#3        | 6/44 [01:43<04:15,  6.73s/it]
Validation Progress:  16%|#5        | 7/44 [01:44<03:01,  4.89s/it]
Validation Progress:  16%|#5        | 7/44 [01:44<03:01,  4.89s/it]
Validation Progress:  16%|#5        | 7/44 [01:44<03:01,  4.89s/it]
Validation Progress:  16%|#5        | 7/44 [01:44<03:01,  4.90s/it]
Validation Progress:  18%|#8        | 8/44 [01:45<02:12,  3.68s/it]
Validation Progress:  18%|#8        | 8/44 [01:45<02:12,  3.68s/it]
Validation Progress:  18%|#8        | 8/44 [01:45<02:12,  3.68s/it]
Validation Progress:  18%|#8        | 8/44 [01:45<02:12,  3.69s/it]
Validation Progress:  20%|##        | 9/44 [01:46<01:40,  2.88s/it]
Validation Progress:  20%|##        | 9/44 [01:46<01:40,  2.88s/it]
Validation Progress:  20%|##        | 9/44 [01:46<01:40,  2.88s/it]
Validation Progress:  20%|##        | 9/44 [01:46<01:40,  2.88s/it]
Validation Progress:  23%|##2       | 10/44 [01:47<01:18,  2.32s/it]
Validation Progress:  23%|##2       | 10/44 [01:48<01:20,  2.36s/it]
Validation Progress:  23%|##2       | 10/44 [01:48<01:19,  2.33s/it]
Validation Progress:  23%|##2       | 10/44 [01:48<01:20,  2.36s/it]
Validation Progress:  25%|##5       | 11/44 [01:49<01:05,  1.97s/it]
Validation Progress:  25%|##5       | 11/44 [01:49<01:05,  1.99s/it]
Validation Progress:  25%|##5       | 11/44 [01:49<01:06,  2.00s/it]
Validation Progress:  25%|##5       | 11/44 [01:49<01:05,  1.99s/it]
Validation Progress:  27%|##7       | 12/44 [01:50<00:56,  1.76s/it]
Validation Progress:  27%|##7       | 12/44 [01:50<00:55,  1.74s/it]
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Validation Progress: 100%|##########| 44/44 [02:30<00:00,  1.22s/it]
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 12%|#2        | 96/781 [00:05<00:37, 18.03it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.07it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.01it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.93it/s]
 13%|#3        | 104/781 [00:05<00:38, 17.75it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.84it/s]
 14%|#3        | 108/781 [00:05<00:37, 17.95it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.92it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.92it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.90it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.76it/s]
 15%|#5        | 118/781 [00:06<00:36, 17.92it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.06it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.18it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.94it/s]
 16%|#6        | 126/781 [00:06<00:36, 17.97it/s]
 16%|#6        | 128/781 [00:07<00:36, 18.08it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.18it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.18it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.20it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.26it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.32it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.36it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.37it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.39it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.41it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.42it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.42it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.41it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.41it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.36it/s]
 20%|##        | 158/781 [00:08<00:33, 18.33it/s]
 20%|##        | 160/781 [00:08<00:34, 18.19it/s]
 21%|##        | 162/781 [00:08<00:33, 18.22it/s]
 21%|##        | 164/781 [00:09<00:33, 18.26it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.20it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.08it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.00it/s]
 22%|##2       | 172/781 [00:09<00:33, 17.94it/s]
 22%|##2       | 174/781 [00:09<00:33, 17.95it/s]
 23%|##2       | 176/781 [00:09<00:33, 17.90it/s]
 23%|##2       | 178/781 [00:09<00:33, 17.87it/s]
 23%|##3       | 180/781 [00:09<00:33, 17.87it/s]
 23%|##3       | 182/781 [00:10<00:33, 18.01it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.12it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.18it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.20it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.27it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.30it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.30it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.31it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.31it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.28it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.32it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.35it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.41it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.38it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.36it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.32it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.36it/s]
 28%|##7       | 216/781 [00:11<00:31, 18.22it/s]
 28%|##7       | 218/781 [00:11<00:31, 18.03it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.92it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.99it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.06it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.15it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.18it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.20it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.23it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.25it/s]
 30%|###       | 236/781 [00:12<00:29, 18.28it/s]
 30%|###       | 238/781 [00:13<00:29, 18.29it/s]
 31%|###       | 240/781 [00:13<00:29, 18.30it/s]
 31%|###       | 242/781 [00:13<00:29, 18.13it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.18it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.18it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.22it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.26it/s]
 32%|###2      | 252/781 [00:13<00:29, 18.21it/s]
 33%|###2      | 254/781 [00:13<00:29, 18.11it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.71it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.77it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.78it/s]
 34%|###3      | 262/781 [00:14<00:39, 13.08it/s]
 34%|###3      | 264/781 [00:14<00:36, 14.14it/s]
 34%|###4      | 266/781 [00:14<00:33, 15.18it/s]
 34%|###4      | 268/781 [00:14<00:32, 16.03it/s]
 35%|###4      | 270/781 [00:14<00:30, 16.62it/s]
 35%|###4      | 272/781 [00:15<00:29, 16.98it/s]
 35%|###5      | 274/781 [00:15<00:29, 17.21it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.51it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.74it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.88it/s]
 36%|###6      | 282/781 [00:15<00:27, 17.99it/s]
 36%|###6      | 284/781 [00:15<00:27, 17.98it/s]
 37%|###6      | 286/781 [00:15<00:27, 18.07it/s]
 37%|###6      | 288/781 [00:15<00:27, 18.14it/s]
 37%|###7      | 290/781 [00:16<00:26, 18.21it/s]
 37%|###7      | 292/781 [00:16<00:26, 18.22it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.26it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.07it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.14it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.19it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.05it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.94it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.75it/s]
 39%|###9      | 308/781 [00:17<00:26, 17.90it/s]
 40%|###9      | 310/781 [00:17<00:26, 18.01it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.10it/s]
 40%|####      | 314/781 [00:17<00:25, 18.15it/s]
 40%|####      | 316/781 [00:17<00:25, 18.22it/s]
 41%|####      | 318/781 [00:17<00:25, 18.21it/s]
 41%|####      | 320/781 [00:17<00:25, 18.23it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.26it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.31it/s]
 42%|####1     | 326/781 [00:18<00:24, 18.30it/s]
 42%|####1     | 328/781 [00:18<00:24, 18.28it/s]
 42%|####2     | 330/781 [00:18<00:24, 18.31it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.32it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.02it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.08it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.10it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.10it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.11it/s]
 44%|####4     | 344/781 [00:19<00:24, 18.08it/s]
 44%|####4     | 346/781 [00:19<00:24, 17.99it/s]
 45%|####4     | 348/781 [00:19<00:24, 17.91it/s]
 45%|####4     | 350/781 [00:19<00:24, 17.89it/s]
 45%|####5     | 352/781 [00:19<00:23, 17.98it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.03it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.09it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.13it/s]
 46%|####6     | 360/781 [00:19<00:23, 18.16it/s]
 46%|####6     | 362/781 [00:20<00:23, 18.16it/s]
 47%|####6     | 364/781 [00:20<00:22, 18.16it/s]
 47%|####6     | 366/781 [00:20<00:22, 18.15it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.15it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.15it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.13it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.03it/s]
 48%|####8     | 376/781 [00:20<00:22, 17.95it/s]
 48%|####8     | 378/781 [00:20<00:22, 17.95it/s]
 49%|####8     | 380/781 [00:21<00:22, 18.01it/s]
 49%|####8     | 382/781 [00:21<00:22, 18.11it/s]
 49%|####9     | 384/781 [00:21<00:21, 18.20it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.19it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.22it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.20it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.20it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.19it/s]
 51%|#####     | 396/781 [00:21<00:21, 18.19it/s]
 51%|#####     | 398/781 [00:22<00:21, 18.13it/s]
 51%|#####1    | 400/781 [00:22<00:21, 18.03it/s]
 51%|#####1    | 402/781 [00:22<00:21, 17.99it/s]
 52%|#####1    | 404/781 [00:22<00:21, 17.91it/s]
 52%|#####1    | 406/781 [00:22<00:20, 17.91it/s]
 52%|#####2    | 408/781 [00:22<00:20, 17.88it/s]
 52%|#####2    | 410/781 [00:22<00:20, 17.91it/s]
 53%|#####2    | 412/781 [00:22<00:20, 17.90it/s]
 53%|#####3    | 414/781 [00:22<00:20, 17.90it/s]
 53%|#####3    | 416/781 [00:23<00:20, 17.89it/s]
 54%|#####3    | 418/781 [00:23<00:20, 17.86it/s]
 54%|#####3    | 420/781 [00:23<00:20, 17.82it/s]
 54%|#####4    | 422/781 [00:23<00:20, 17.93it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.05it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.10it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.12it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.14it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.19it/s]
 56%|#####5    | 434/781 [00:24<00:19, 18.19it/s]
 56%|#####5    | 436/781 [00:24<00:18, 18.16it/s]
 56%|#####6    | 438/781 [00:24<00:18, 18.27it/s]
 56%|#####6    | 440/781 [00:24<00:18, 18.37it/s]
 57%|#####6    | 442/781 [00:24<00:18, 18.46it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.59it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.53it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.66it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.76it/s]
 58%|#####7    | 452/781 [00:25<00:17, 18.83it/s]
 58%|#####8    | 454/781 [00:25<00:17, 18.89it/s]
 58%|#####8    | 456/781 [00:25<00:17, 18.65it/s]
 59%|#####8    | 458/781 [00:25<00:17, 18.87it/s]
 59%|#####8    | 460/781 [00:25<00:17, 18.70it/s]
 59%|#####9    | 462/781 [00:25<00:16, 18.80it/s]
 59%|#####9    | 464/781 [00:25<00:16, 18.68it/s]
 60%|#####9    | 466/781 [00:25<00:17, 18.47it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.49it/s]
 60%|######    | 470/781 [00:25<00:16, 18.65it/s]
 60%|######    | 472/781 [00:26<00:16, 18.71it/s]
 61%|######    | 474/781 [00:26<00:16, 18.66it/s]
 61%|######    | 476/781 [00:26<00:16, 18.83it/s]
 61%|######1   | 478/781 [00:26<00:16, 18.63it/s]
 61%|######1   | 480/781 [00:26<00:15, 18.88it/s]
 62%|######1   | 482/781 [00:26<00:15, 18.76it/s]
 62%|######1   | 484/781 [00:26<00:15, 18.85it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.95it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.99it/s]
 63%|######2   | 490/781 [00:27<00:15, 18.78it/s]
 63%|######2   | 492/781 [00:27<00:15, 18.88it/s]
 63%|######3   | 494/781 [00:27<00:15, 19.00it/s]
 64%|######3   | 496/781 [00:27<00:14, 19.03it/s]
 64%|######3   | 498/781 [00:27<00:14, 19.07it/s]
 64%|######4   | 500/781 [00:27<00:14, 19.11it/s]
 64%|######4   | 502/781 [00:27<00:14, 19.12it/s]
 65%|######4   | 504/781 [00:27<00:14, 19.16it/s]
 65%|######4   | 506/781 [00:27<00:14, 19.17it/s]
 65%|######5   | 508/781 [00:27<00:14, 19.15it/s]
 65%|######5   | 510/781 [00:28<00:14, 19.15it/s]
 66%|######5   | 512/781 [00:28<00:14, 19.18it/s]
 66%|######5   | 514/781 [00:28<00:13, 19.18it/s]
 66%|######6   | 516/781 [00:28<00:13, 19.20it/s]
 66%|######6   | 518/781 [00:28<00:13, 19.15it/s]
 67%|######6   | 520/781 [00:28<00:24, 10.76it/s]
 67%|######6   | 522/781 [00:28<00:21, 12.30it/s]
 67%|######7   | 524/781 [00:29<00:18, 13.74it/s]
 67%|######7   | 526/781 [00:29<00:17, 14.97it/s]
 68%|######7   | 528/781 [00:29<00:15, 15.99it/s]
 68%|######7   | 530/781 [00:29<00:14, 16.82it/s]
 68%|######8   | 532/781 [00:29<00:14, 17.44it/s]
 68%|######8   | 534/781 [00:29<00:13, 17.92it/s]
 69%|######8   | 536/781 [00:29<00:13, 18.25it/s]
 69%|######8   | 538/781 [00:29<00:13, 18.52it/s]
 69%|######9   | 540/781 [00:29<00:12, 18.73it/s]
 69%|######9   | 542/781 [00:30<00:12, 18.85it/s]
 70%|######9   | 544/781 [00:30<00:12, 18.96it/s]
 70%|######9   | 546/781 [00:30<00:12, 19.04it/s]
 70%|#######   | 548/781 [00:30<00:12, 19.08it/s]
 70%|#######   | 550/781 [00:30<00:12, 19.09it/s]
 71%|#######   | 552/781 [00:30<00:11, 19.09it/s]
 71%|#######   | 554/781 [00:30<00:11, 19.14it/s]
 71%|#######1  | 556/781 [00:30<00:11, 19.15it/s]
 71%|#######1  | 558/781 [00:30<00:11, 19.11it/s]
 72%|#######1  | 560/781 [00:30<00:11, 19.13it/s]
 72%|#######1  | 562/781 [00:31<00:11, 19.17it/s]
 72%|#######2  | 564/781 [00:31<00:11, 19.19it/s]
 72%|#######2  | 566/781 [00:31<00:11, 19.23it/s]
 73%|#######2  | 568/781 [00:31<00:11, 19.20it/s]
 73%|#######2  | 570/781 [00:31<00:11, 19.16it/s]
 73%|#######3  | 572/781 [00:31<00:10, 19.22it/s]
 73%|#######3  | 574/781 [00:31<00:10, 19.24it/s]
 74%|#######3  | 576/781 [00:31<00:10, 19.23it/s]
 74%|#######4  | 578/781 [00:31<00:10, 19.07it/s]
 74%|#######4  | 580/781 [00:32<00:10, 18.96it/s]
 75%|#######4  | 582/781 [00:32<00:10, 18.92it/s]
 75%|#######4  | 584/781 [00:32<00:10, 18.87it/s]
 75%|#######5  | 586/781 [00:32<00:10, 18.84it/s]
 75%|#######5  | 588/781 [00:32<00:10, 18.80it/s]
 76%|#######5  | 590/781 [00:32<00:10, 18.78it/s]
 76%|#######5  | 592/781 [00:32<00:10, 18.83it/s]
 76%|#######6  | 594/781 [00:32<00:09, 18.95it/s]
 76%|#######6  | 596/781 [00:32<00:09, 19.06it/s]
 77%|#######6  | 598/781 [00:32<00:09, 19.16it/s]
 77%|#######6  | 600/781 [00:33<00:09, 19.02it/s]
 77%|#######7  | 602/781 [00:33<00:09, 18.93it/s]
 77%|#######7  | 604/781 [00:33<00:09, 18.85it/s]
 78%|#######7  | 606/781 [00:33<00:09, 18.82it/s]
 78%|#######7  | 608/781 [00:33<00:09, 18.77it/s]
 78%|#######8  | 610/781 [00:33<00:09, 18.75it/s]
 78%|#######8  | 612/781 [00:33<00:09, 18.77it/s]
 79%|#######8  | 614/781 [00:33<00:08, 18.82it/s]
 79%|#######8  | 616/781 [00:33<00:08, 18.90it/s]
 79%|#######9  | 618/781 [00:34<00:08, 18.98it/s]
 79%|#######9  | 620/781 [00:34<00:08, 18.87it/s]
 80%|#######9  | 622/781 [00:34<00:08, 18.96it/s]
 80%|#######9  | 624/781 [00:34<00:08, 19.01it/s]
 80%|########  | 626/781 [00:34<00:08, 19.06it/s]
 80%|########  | 628/781 [00:34<00:08, 19.08it/s]
 81%|########  | 630/781 [00:34<00:07, 18.98it/s]
 81%|########  | 632/781 [00:34<00:07, 18.96it/s]
 81%|########1 | 634/781 [00:34<00:07, 19.01it/s]
 81%|########1 | 636/781 [00:34<00:07, 19.02it/s]
 82%|########1 | 638/781 [00:35<00:07, 19.03it/s]
 82%|########1 | 640/781 [00:35<00:07, 19.02it/s]
 82%|########2 | 642/781 [00:35<00:07, 18.86it/s]
 82%|########2 | 644/781 [00:35<00:07, 18.81it/s]
 83%|########2 | 646/781 [00:35<00:07, 18.74it/s]
 83%|########2 | 648/781 [00:35<00:07, 18.68it/s]
 83%|########3 | 650/781 [00:35<00:06, 18.73it/s]
 83%|########3 | 652/781 [00:35<00:06, 18.53it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.71it/s]
 84%|########3 | 656/781 [00:36<00:06, 18.71it/s]
 84%|########4 | 658/781 [00:36<00:06, 18.66it/s]
 85%|########4 | 660/781 [00:36<00:06, 18.69it/s]
 85%|########4 | 662/781 [00:36<00:06, 18.66it/s]
 85%|########5 | 664/781 [00:36<00:06, 18.56it/s]
 85%|########5 | 666/781 [00:36<00:06, 18.66it/s]
 86%|########5 | 668/781 [00:36<00:06, 18.74it/s]
 86%|########5 | 670/781 [00:36<00:05, 18.80it/s]
 86%|########6 | 672/781 [00:36<00:05, 18.84it/s]
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Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

Validation Progress: 100%|##########| 44/44 [00:56<00:00,  1.71s/it]/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:273: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

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  with torch.cuda.amp.autocast(enabled=False):

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  with torch.cuda.amp.autocast(enabled=False):

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  9%|8         | 14/157 [00:00<00:08, 16.61it/s]
 10%|#         | 16/157 [00:00<00:08, 16.67it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.70it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.72it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.75it/s]
 15%|#5        | 24/157 [00:01<00:07, 16.73it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.75it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.79it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.80it/s]
 20%|##        | 32/157 [00:01<00:07, 16.80it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.82it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.74it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.61it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.52it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.51it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.48it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.33it/s]
 31%|###       | 48/157 [00:02<00:06, 16.44it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.58it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.65it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.68it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.75it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.79it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.82it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.82it/s]
 41%|####      | 64/157 [00:03<00:05, 16.83it/s]
 42%|####2     | 66/157 [00:03<00:05, 16.79it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.80it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.80it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.80it/s]
 47%|####7     | 74/157 [00:04<00:04, 16.81it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.84it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.83it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.85it/s]
 52%|#####2    | 82/157 [00:04<00:04, 16.88it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.91it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.91it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.89it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.70it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.61it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.52it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.56it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.51it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.47it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.22it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.27it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.29it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.38it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.26it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.38it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.47it/s]
 74%|#######3  | 116/157 [00:06<00:02, 16.50it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.70it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.38it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.51it/s]
 79%|#######8  | 124/157 [00:07<00:01, 16.53it/s]
 80%|########  | 126/157 [00:07<00:01, 16.59it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.63it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.48it/s]
 84%|########4 | 132/157 [00:07<00:01, 16.60it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.47it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.71it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.35it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.44it/s]
 90%|######### | 142/157 [00:08<00:00, 16.54it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.59it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.45it/s]
 94%|#########4| 148/157 [00:08<00:00, 16.69it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.75it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.64it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.80it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.83it/s]
100%|##########| 157/157 [00:09<00:00, 16.65it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:42, 18.40it/s]
  1%|          | 4/781 [00:00<00:41, 18.65it/s]
  1%|          | 6/781 [00:00<00:40, 19.01it/s]
  1%|1         | 8/781 [00:00<00:41, 18.83it/s]
  1%|1         | 10/781 [00:00<00:40, 19.08it/s]
  2%|1         | 12/781 [00:00<00:40, 19.03it/s]
  2%|1         | 14/781 [00:00<00:40, 18.85it/s]
  2%|2         | 16/781 [00:00<00:40, 18.92it/s]
  2%|2         | 18/781 [00:00<00:40, 18.93it/s]
  3%|2         | 20/781 [00:01<00:40, 18.92it/s]
  3%|2         | 22/781 [00:01<00:40, 18.94it/s]
  3%|3         | 24/781 [00:01<00:40, 18.80it/s]
  3%|3         | 26/781 [00:01<00:39, 18.98it/s]
  4%|3         | 28/781 [00:01<00:39, 18.98it/s]
  4%|3         | 30/781 [00:01<00:39, 18.83it/s]
  4%|4         | 32/781 [00:01<00:39, 19.04it/s]
  4%|4         | 34/781 [00:01<00:39, 18.83it/s]
  5%|4         | 36/781 [00:01<00:39, 18.96it/s]
  5%|4         | 38/781 [00:02<00:39, 18.75it/s]
  5%|5         | 40/781 [00:02<00:39, 18.58it/s]
  5%|5         | 42/781 [00:02<00:39, 18.66it/s]
  6%|5         | 44/781 [00:02<00:39, 18.74it/s]
  6%|5         | 46/781 [00:02<00:39, 18.61it/s]
  6%|6         | 48/781 [00:02<00:38, 18.83it/s]
  6%|6         | 50/781 [00:02<00:38, 18.85it/s]
  7%|6         | 52/781 [00:02<00:38, 18.89it/s]
  7%|6         | 54/781 [00:02<00:38, 18.72it/s]
  7%|7         | 56/781 [00:02<00:38, 18.91it/s]
  7%|7         | 58/781 [00:03<00:38, 18.95it/s]
  8%|7         | 60/781 [00:03<00:38, 18.91it/s]
  8%|7         | 62/781 [00:03<00:38, 18.75it/s]
  8%|8         | 64/781 [00:03<00:38, 18.63it/s]
  8%|8         | 66/781 [00:03<00:38, 18.65it/s]
  9%|8         | 68/781 [00:03<00:38, 18.58it/s]
  9%|8         | 70/781 [00:03<00:38, 18.68it/s]
  9%|9         | 72/781 [00:03<00:37, 18.77it/s]
  9%|9         | 74/781 [00:03<00:37, 18.82it/s]
 10%|9         | 76/781 [00:04<00:37, 18.86it/s]
 10%|9         | 78/781 [00:04<00:37, 18.87it/s]
 10%|#         | 80/781 [00:04<00:37, 18.88it/s]
 10%|#         | 82/781 [00:04<00:37, 18.87it/s]
 11%|#         | 84/781 [00:04<00:37, 18.79it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.65it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.58it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.67it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.72it/s]
 12%|#2        | 94/781 [00:04<00:36, 18.69it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.68it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.61it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.62it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.65it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.60it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.48it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.58it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.72it/s]
 14%|#4        | 112/781 [00:05<00:36, 18.53it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.64it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.73it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.80it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.83it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.56it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.42it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.48it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.47it/s]
 17%|#6        | 130/781 [00:06<00:35, 18.39it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.37it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.25it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.45it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.58it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.68it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.72it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.77it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.76it/s]
 19%|#8        | 148/781 [00:07<00:34, 18.61it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.68it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.70it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.64it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.43it/s]
 20%|##        | 158/781 [00:08<00:33, 18.72it/s]
 20%|##        | 160/781 [00:08<00:33, 18.58it/s]
 21%|##        | 162/781 [00:08<00:33, 18.52it/s]
 21%|##        | 164/781 [00:08<00:33, 18.56it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.63it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.70it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.76it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.50it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.78it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.71it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.93it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.93it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.78it/s]
 24%|##3       | 184/781 [00:09<00:31, 18.86it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.90it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.93it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.08it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.94it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.82it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.80it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.66it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.90it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.94it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.95it/s]
 26%|##6       | 206/781 [00:10<00:30, 18.92it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.95it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.82it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.03it/s]
 27%|##7       | 214/781 [00:11<00:29, 18.99it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.00it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.83it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.98it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.66it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.75it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.67it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.62it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.72it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.65it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.90it/s]
 30%|###       | 236/781 [00:12<00:28, 18.94it/s]
 30%|###       | 238/781 [00:12<00:28, 18.82it/s]
 31%|###       | 240/781 [00:12<00:28, 18.96it/s]
 31%|###       | 242/781 [00:12<00:28, 18.97it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.97it/s]
 31%|###1      | 246/781 [00:13<00:28, 19.03it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.04it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.03it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.02it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.01it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.01it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.99it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.93it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.94it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.94it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.97it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.64it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.70it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.76it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.67it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.85it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.83it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.85it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.85it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.71it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.73it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.77it/s]
 37%|###7      | 290/781 [00:15<00:25, 18.93it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.91it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.86it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.67it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.68it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.85it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.65it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.65it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.46it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.72it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.73it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.26it/s]
 40%|####      | 314/781 [00:16<00:25, 18.39it/s]
 40%|####      | 316/781 [00:16<00:25, 18.19it/s]
 41%|####      | 318/781 [00:16<00:25, 18.35it/s]
 41%|####      | 320/781 [00:17<00:24, 18.46it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.57it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.58it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.34it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.37it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.31it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.64it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.73it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.64it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.49it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.51it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.63it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.60it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.87it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.76it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.79it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.83it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.73it/s]
 46%|####5     | 356/781 [00:18<00:22, 18.93it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.84it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.84it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.67it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.87it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.85it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.67it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.39it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.47it/s]
 48%|####7     | 374/781 [00:19<00:21, 18.63it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.88it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.76it/s]
 49%|####8     | 380/781 [00:20<00:21, 19.00it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.00it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.88it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.06it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.91it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.10it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.90it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.74it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.64it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.72it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.93it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.79it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.69it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.64it/s]
 52%|#####2    | 408/781 [00:21<00:20, 18.58it/s]
 52%|#####2    | 410/781 [00:21<00:20, 18.42it/s]
 53%|#####2    | 412/781 [00:21<00:19, 18.59it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.43it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.54it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.80it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.73it/s]
 54%|#####4    | 422/781 [00:22<00:18, 18.95it/s]
 54%|#####4    | 424/781 [00:22<00:18, 18.94it/s]
 55%|#####4    | 426/781 [00:22<00:18, 18.84it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.04it/s]
 55%|#####5    | 430/781 [00:22<00:18, 19.03it/s]
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/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

/home/user/VAR/tokenizer/tokenizer_image/dino_enc/dinov2.py:122: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=False):

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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.23s/it]
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Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
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Validation Progress:  64%|######3   | 28/44 [00:34<00:19,  1.25s/it]
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Validation Progress:  66%|######5   | 29/44 [00:35<00:18,  1.26s/it]
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Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.24s/it]
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Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.24s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:38<00:14,  1.22s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.21s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.29s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:42<00:11,  1.28s/it]
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Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
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Validation Progress:  86%|########6 | 38/44 [00:46<00:08,  1.34s/it]
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Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
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Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
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Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.33s/it]
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Validation Progress:  95%|#########5| 42/44 [00:51<00:02,  1.28s/it]
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Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
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Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]
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Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.06s/it]
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Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]
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Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.07s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.22s/it]

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100%|##########| 157/157 [00:09<00:00, 17.02it/s]

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 24%|##3       | 186/781 [00:09<00:30, 19.59it/s]
 24%|##4       | 188/781 [00:09<00:30, 19.63it/s]
 24%|##4       | 190/781 [00:09<00:30, 19.67it/s]
 25%|##4       | 192/781 [00:09<00:29, 19.70it/s]
 25%|##4       | 194/781 [00:10<00:29, 19.72it/s]
 25%|##5       | 196/781 [00:10<00:29, 19.73it/s]
 25%|##5       | 198/781 [00:10<00:29, 19.73it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.76it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.74it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.76it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.78it/s]
 27%|##6       | 208/781 [00:10<00:28, 19.77it/s]
 27%|##6       | 210/781 [00:10<00:28, 19.77it/s]
 27%|##7       | 212/781 [00:10<00:28, 19.79it/s]
 27%|##7       | 214/781 [00:11<00:28, 19.81it/s]
 28%|##7       | 216/781 [00:11<00:28, 19.79it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.79it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.79it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.82it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.83it/s]
 29%|##8       | 226/781 [00:11<00:27, 19.82it/s]
 29%|##9       | 228/781 [00:11<00:27, 19.80it/s]
 29%|##9       | 230/781 [00:11<00:27, 19.80it/s]
 30%|##9       | 232/781 [00:11<00:27, 19.82it/s]
 30%|##9       | 234/781 [00:12<00:27, 19.83it/s]
 30%|###       | 236/781 [00:12<00:27, 19.84it/s]
 30%|###       | 238/781 [00:12<00:27, 19.84it/s]
 31%|###       | 240/781 [00:12<00:27, 19.87it/s]
 31%|###       | 242/781 [00:12<00:27, 19.85it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.85it/s]
 31%|###1      | 246/781 [00:12<00:26, 19.84it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.67it/s]
 32%|###2      | 250/781 [00:12<00:27, 19.59it/s]
 32%|###2      | 252/781 [00:12<00:26, 19.66it/s]
 33%|###2      | 254/781 [00:13<00:26, 19.72it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.71it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.73it/s]
 33%|###3      | 260/781 [00:13<00:26, 19.78it/s]
 34%|###3      | 262/781 [00:13<00:30, 17.29it/s]
 34%|###3      | 264/781 [00:13<00:28, 17.93it/s]
 34%|###4      | 266/781 [00:13<00:28, 18.35it/s]
 34%|###4      | 268/781 [00:13<00:27, 18.76it/s]
 35%|###4      | 270/781 [00:13<00:26, 19.06it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.28it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.40it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.46it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.41it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.34it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.32it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.29it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.26it/s]
 37%|###6      | 288/781 [00:14<00:25, 19.21it/s]
 37%|###7      | 290/781 [00:14<00:25, 19.21it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.00it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.23it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.36it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.47it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.54it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.45it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.54it/s]
 39%|###9      | 306/781 [00:15<00:24, 19.61it/s]
 39%|###9      | 308/781 [00:15<00:24, 19.68it/s]
 40%|###9      | 310/781 [00:15<00:23, 19.71it/s]
 40%|###9      | 312/781 [00:16<00:23, 19.75it/s]
 40%|####      | 314/781 [00:16<00:23, 19.58it/s]
 40%|####      | 316/781 [00:16<00:23, 19.63it/s]
 41%|####      | 318/781 [00:16<00:23, 19.50it/s]
 41%|####      | 320/781 [00:16<00:23, 19.42it/s]
 41%|####1     | 322/781 [00:16<00:23, 19.39it/s]
 41%|####1     | 324/781 [00:16<00:23, 19.33it/s]
 42%|####1     | 326/781 [00:16<00:23, 19.11it/s]
 42%|####1     | 328/781 [00:16<00:23, 19.24it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.35it/s]
 43%|####2     | 332/781 [00:17<00:23, 19.42it/s]
 43%|####2     | 334/781 [00:17<00:22, 19.51it/s]
 43%|####3     | 336/781 [00:17<00:23, 19.29it/s]
 43%|####3     | 338/781 [00:17<00:22, 19.27it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.32it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.45it/s]
 44%|####4     | 344/781 [00:17<00:22, 19.52it/s]
 44%|####4     | 346/781 [00:17<00:22, 19.48it/s]
 45%|####4     | 348/781 [00:17<00:22, 19.37it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.45it/s]
 45%|####5     | 352/781 [00:18<00:21, 19.57it/s]
 45%|####5     | 354/781 [00:18<00:21, 19.67it/s]
 46%|####5     | 356/781 [00:18<00:21, 19.71it/s]
 46%|####5     | 358/781 [00:18<00:21, 19.76it/s]
 46%|####6     | 360/781 [00:18<00:21, 19.75it/s]
 46%|####6     | 362/781 [00:18<00:21, 19.76it/s]
 47%|####6     | 364/781 [00:18<00:21, 19.77it/s]
 47%|####6     | 366/781 [00:18<00:20, 19.77it/s]
 47%|####7     | 368/781 [00:18<00:20, 19.80it/s]
 47%|####7     | 370/781 [00:19<00:20, 19.80it/s]
 48%|####7     | 372/781 [00:19<00:20, 19.80it/s]
 48%|####7     | 374/781 [00:19<00:20, 19.84it/s]
 48%|####8     | 376/781 [00:19<00:20, 19.84it/s]
 48%|####8     | 378/781 [00:19<00:20, 19.83it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.82it/s]
 49%|####8     | 382/781 [00:19<00:20, 19.85it/s]
 49%|####9     | 384/781 [00:19<00:20, 19.81it/s]
 49%|####9     | 386/781 [00:19<00:19, 19.81it/s]
 50%|####9     | 388/781 [00:19<00:19, 19.82it/s]
 50%|####9     | 390/781 [00:20<00:19, 19.82it/s]
 50%|#####     | 392/781 [00:20<00:19, 19.85it/s]
 50%|#####     | 394/781 [00:20<00:19, 19.82it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.82it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.83it/s]
 51%|#####1    | 400/781 [00:20<00:19, 19.83it/s]
 51%|#####1    | 402/781 [00:20<00:19, 19.82it/s]
 52%|#####1    | 404/781 [00:20<00:19, 19.82it/s]
 52%|#####1    | 406/781 [00:20<00:18, 19.83it/s]
 52%|#####2    | 408/781 [00:20<00:18, 19.74it/s]
 52%|#####2    | 410/781 [00:21<00:18, 19.60it/s]
 53%|#####2    | 412/781 [00:21<00:18, 19.50it/s]
 53%|#####3    | 414/781 [00:21<00:18, 19.47it/s]
 53%|#####3    | 416/781 [00:21<00:18, 19.42it/s]
 54%|#####3    | 418/781 [00:21<00:18, 19.36it/s]
 54%|#####3    | 420/781 [00:21<00:18, 19.33it/s]
 54%|#####4    | 422/781 [00:21<00:18, 19.37it/s]
 54%|#####4    | 424/781 [00:21<00:18, 19.37it/s]
 55%|#####4    | 426/781 [00:21<00:18, 19.49it/s]
 55%|#####4    | 428/781 [00:22<00:18, 19.61it/s]
 55%|#####5    | 431/781 [00:22<00:17, 19.74it/s]
 55%|#####5    | 433/781 [00:22<00:17, 19.73it/s]
 56%|#####5    | 435/781 [00:22<00:17, 19.58it/s]
 56%|#####5    | 437/781 [00:22<00:17, 19.63it/s]
 56%|#####6    | 439/781 [00:22<00:17, 19.72it/s]
 56%|#####6    | 441/781 [00:22<00:17, 19.72it/s]
 57%|#####6    | 443/781 [00:22<00:17, 19.75it/s]
 57%|#####6    | 445/781 [00:22<00:17, 19.76it/s]
 57%|#####7    | 447/781 [00:22<00:16, 19.79it/s]
 57%|#####7    | 449/781 [00:23<00:16, 19.79it/s]
 58%|#####7    | 451/781 [00:23<00:16, 19.80it/s]
 58%|#####8    | 453/781 [00:23<00:16, 19.79it/s]
 58%|#####8    | 455/781 [00:23<00:16, 19.81it/s]
 59%|#####8    | 457/781 [00:23<00:16, 19.58it/s]
 59%|#####8    | 459/781 [00:23<00:16, 19.61it/s]
 59%|#####9    | 461/781 [00:23<00:16, 19.69it/s]
 59%|#####9    | 463/781 [00:23<00:16, 19.73it/s]
 60%|#####9    | 465/781 [00:23<00:16, 19.74it/s]
 60%|#####9    | 467/781 [00:23<00:15, 19.76it/s]
 60%|######    | 469/781 [00:24<00:15, 19.77it/s]
 60%|######    | 471/781 [00:24<00:15, 19.78it/s]
 61%|######    | 473/781 [00:24<00:15, 19.73it/s]
 61%|######    | 475/781 [00:24<00:15, 19.55it/s]
 61%|######1   | 477/781 [00:24<00:15, 19.46it/s]
 61%|######1   | 479/781 [00:24<00:15, 19.41it/s]
 62%|######1   | 481/781 [00:24<00:15, 19.49it/s]
 62%|######1   | 483/781 [00:24<00:15, 19.58it/s]
 62%|######2   | 485/781 [00:24<00:15, 19.64it/s]
 62%|######2   | 487/781 [00:24<00:14, 19.67it/s]
 63%|######2   | 489/781 [00:25<00:15, 19.46it/s]
 63%|######2   | 491/781 [00:25<00:14, 19.51it/s]
 63%|######3   | 493/781 [00:25<00:14, 19.58it/s]
 63%|######3   | 495/781 [00:25<00:14, 19.65it/s]
 64%|######3   | 497/781 [00:25<00:14, 19.68it/s]
 64%|######3   | 499/781 [00:25<00:14, 19.72it/s]
 64%|######4   | 501/781 [00:25<00:14, 19.43it/s]
 64%|######4   | 503/781 [00:25<00:14, 19.36it/s]
 65%|######4   | 505/781 [00:25<00:14, 19.33it/s]
 65%|######4   | 507/781 [00:26<00:14, 19.27it/s]
 65%|######5   | 509/781 [00:26<00:14, 19.25it/s]
 65%|######5   | 511/781 [00:26<00:14, 19.09it/s]
 66%|######5   | 513/781 [00:26<00:13, 19.26it/s]
 66%|######5   | 515/781 [00:26<00:13, 19.40it/s]
 66%|######6   | 517/781 [00:26<00:13, 19.50it/s]
 66%|######6   | 519/781 [00:26<00:13, 19.54it/s]
 67%|######6   | 521/781 [00:26<00:13, 19.49it/s]
 67%|######6   | 523/781 [00:26<00:13, 19.23it/s]
 67%|######7   | 525/781 [00:26<00:13, 19.36it/s]
 67%|######7   | 527/781 [00:27<00:13, 19.46it/s]
 68%|######7   | 529/781 [00:27<00:12, 19.47it/s]
 68%|######7   | 531/781 [00:27<00:12, 19.39it/s]
 68%|######8   | 533/781 [00:27<00:13, 19.06it/s]
 69%|######8   | 536/781 [00:27<00:12, 19.53it/s]
 69%|######9   | 539/781 [00:27<00:12, 19.88it/s]
 69%|######9   | 542/781 [00:27<00:11, 20.13it/s]
 70%|######9   | 545/781 [00:27<00:11, 20.18it/s]
 70%|#######   | 548/781 [00:28<00:11, 20.25it/s]
 71%|#######   | 551/781 [00:28<00:11, 20.38it/s]
 71%|#######   | 554/781 [00:28<00:11, 20.50it/s]
 71%|#######1  | 557/781 [00:28<00:10, 20.53it/s]
 72%|#######1  | 560/781 [00:28<00:10, 20.58it/s]
 72%|#######2  | 563/781 [00:28<00:10, 20.63it/s]
 72%|#######2  | 566/781 [00:28<00:10, 20.65it/s]
 73%|#######2  | 569/781 [00:29<00:10, 20.69it/s]
 73%|#######3  | 572/781 [00:29<00:10, 20.72it/s]
 74%|#######3  | 575/781 [00:29<00:09, 20.75it/s]
 74%|#######4  | 578/781 [00:29<00:09, 20.78it/s]
 74%|#######4  | 581/781 [00:29<00:09, 20.75it/s]
 75%|#######4  | 584/781 [00:29<00:09, 20.49it/s]
 75%|#######5  | 587/781 [00:30<00:09, 20.40it/s]
 76%|#######5  | 590/781 [00:30<00:09, 19.98it/s]
 76%|#######5  | 593/781 [00:30<00:09, 20.07it/s]
 76%|#######6  | 596/781 [00:30<00:09, 20.23it/s]
 77%|#######6  | 599/781 [00:30<00:08, 20.37it/s]
 77%|#######7  | 602/781 [00:30<00:08, 20.15it/s]
 77%|#######7  | 605/781 [00:30<00:08, 20.20it/s]
 78%|#######7  | 608/781 [00:31<00:08, 20.15it/s]
 78%|#######8  | 611/781 [00:31<00:08, 19.40it/s]
 78%|#######8  | 613/781 [00:31<00:08, 19.22it/s]
 79%|#######8  | 615/781 [00:31<00:08, 18.94it/s]
 79%|#######9  | 617/781 [00:31<00:08, 18.99it/s]
 79%|#######9  | 619/781 [00:31<00:08, 18.54it/s]
 80%|#######9  | 621/781 [00:31<00:08, 18.71it/s]
 80%|#######9  | 623/781 [00:31<00:08, 18.47it/s]
 80%|########  | 626/781 [00:32<00:08, 19.09it/s]
 80%|########  | 628/781 [00:32<00:08, 19.05it/s]
 81%|########  | 631/781 [00:32<00:07, 19.41it/s]
 81%|########1 | 633/781 [00:32<00:07, 19.08it/s]
 81%|########1 | 636/781 [00:32<00:07, 19.26it/s]
 82%|########1 | 638/781 [00:32<00:07, 18.56it/s]
 82%|########1 | 640/781 [00:32<00:07, 18.36it/s]
 82%|########2 | 642/781 [00:32<00:07, 18.41it/s]
 83%|########2 | 645/781 [00:33<00:07, 19.18it/s]
 83%|########2 | 647/781 [00:33<00:07, 18.94it/s]
 83%|########3 | 649/781 [00:33<00:06, 19.21it/s]
 83%|########3 | 652/781 [00:33<00:06, 19.73it/s]
 84%|########3 | 654/781 [00:33<00:06, 19.30it/s]
 84%|########3 | 656/781 [00:33<00:06, 19.23it/s]
 84%|########4 | 658/781 [00:33<00:06, 18.75it/s]
 85%|########4 | 660/781 [00:33<00:06, 18.72it/s]
 85%|########4 | 662/781 [00:33<00:06, 18.65it/s]
 85%|########5 | 664/781 [00:34<00:06, 18.79it/s]
 85%|########5 | 666/781 [00:34<00:06, 18.48it/s]
 86%|########5 | 668/781 [00:34<00:06, 18.26it/s]
 86%|########5 | 670/781 [00:34<00:06, 18.49it/s]
 86%|########6 | 672/781 [00:34<00:05, 18.67it/s]
 86%|########6 | 674/781 [00:34<00:05, 18.61it/s]
 87%|########6 | 677/781 [00:34<00:05, 18.85it/s]
 87%|########7 | 680/781 [00:34<00:05, 19.34it/s]
 87%|########7 | 682/781 [00:34<00:05, 19.20it/s]
 88%|########7 | 685/781 [00:35<00:04, 19.50it/s]
 88%|########7 | 687/781 [00:35<00:04, 19.29it/s]
 88%|########8 | 689/781 [00:35<00:04, 18.70it/s]
 88%|########8 | 691/781 [00:35<00:04, 18.39it/s]
 89%|########8 | 693/781 [00:35<00:04, 18.50it/s]
 89%|########8 | 695/781 [00:35<00:04, 18.74it/s]
 89%|########9 | 697/781 [00:35<00:04, 18.87it/s]
 90%|########9 | 699/781 [00:35<00:04, 18.94it/s]
 90%|########9 | 701/781 [00:35<00:04, 19.15it/s]
 90%|######### | 704/781 [00:36<00:03, 19.33it/s]
 91%|######### | 707/781 [00:36<00:03, 19.49it/s]
 91%|######### | 709/781 [00:36<00:03, 18.97it/s]
 91%|#########1| 711/781 [00:36<00:03, 19.02it/s]
 91%|#########1| 713/781 [00:36<00:03, 19.06it/s]
 92%|#########1| 715/781 [00:36<00:03, 18.76it/s]
 92%|#########1| 718/781 [00:36<00:03, 19.01it/s]
 92%|#########2| 720/781 [00:36<00:03, 18.92it/s]
 92%|#########2| 722/781 [00:37<00:03, 18.61it/s]
 93%|#########2| 724/781 [00:37<00:03, 18.77it/s]
 93%|#########2| 726/781 [00:37<00:02, 18.59it/s]
 93%|#########3| 728/781 [00:37<00:02, 18.61it/s]
 93%|#########3| 730/781 [00:37<00:02, 18.75it/s]
 94%|#########3| 732/781 [00:37<00:02, 18.60it/s]
 94%|#########3| 734/781 [00:37<00:02, 18.91it/s]
 94%|#########4| 736/781 [00:37<00:02, 18.80it/s]
 94%|#########4| 738/781 [00:37<00:02, 19.03it/s]
 95%|#########4| 741/781 [00:38<00:02, 19.60it/s]
 95%|#########5| 744/781 [00:38<00:01, 19.80it/s]
 96%|#########5| 746/781 [00:38<00:01, 19.50it/s]
 96%|#########5| 749/781 [00:38<00:01, 19.92it/s]
 96%|#########6| 752/781 [00:38<00:01, 20.05it/s]
 97%|#########6| 754/781 [00:38<00:01, 19.72it/s]
 97%|#########6| 757/781 [00:38<00:01, 19.93it/s]
 97%|#########7| 760/781 [00:39<00:01, 20.00it/s]
 98%|#########7| 762/781 [00:39<00:00, 19.67it/s]
 98%|#########7| 765/781 [00:39<00:00, 19.78it/s]
 98%|#########8| 768/781 [00:39<00:00, 19.97it/s]
 99%|#########8| 771/781 [00:39<00:00, 20.19it/s]
 99%|#########9| 774/781 [00:39<00:00, 20.36it/s]
 99%|#########9| 777/781 [00:39<00:00, 20.16it/s]
100%|#########9| 780/781 [00:40<00:00, 20.02it/s]
100%|##########| 781/781 [00:40<00:00, 19.48it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.17s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.17s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.18s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:55,  1.28s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.12s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.12s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.12s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:48,  1.17s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:46,  1.14s/it]
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  2%|2         | 19/781 [00:01<00:40, 19.05it/s]
  3%|2         | 21/781 [00:01<00:39, 19.24it/s]
  3%|2         | 23/781 [00:01<00:39, 19.25it/s]
  3%|3         | 25/781 [00:01<00:40, 18.85it/s]
  3%|3         | 27/781 [00:01<00:40, 18.60it/s]
  4%|3         | 29/781 [00:01<00:40, 18.64it/s]
  4%|4         | 32/781 [00:01<00:39, 19.12it/s]
  4%|4         | 34/781 [00:01<00:39, 19.14it/s]
  5%|4         | 36/781 [00:01<00:38, 19.18it/s]
  5%|4         | 38/781 [00:02<00:38, 19.17it/s]
  5%|5         | 40/781 [00:02<00:38, 19.16it/s]
  6%|5         | 43/781 [00:02<00:37, 19.58it/s]
  6%|5         | 45/781 [00:02<00:37, 19.61it/s]
  6%|6         | 47/781 [00:02<00:38, 19.08it/s]
  6%|6         | 50/781 [00:02<00:37, 19.28it/s]
  7%|6         | 52/781 [00:02<00:38, 18.90it/s]
  7%|7         | 55/781 [00:02<00:37, 19.35it/s]
  7%|7         | 57/781 [00:03<00:37, 19.30it/s]
  8%|7         | 59/781 [00:03<00:37, 19.42it/s]
  8%|7         | 61/781 [00:03<00:37, 18.98it/s]
  8%|8         | 63/781 [00:03<00:37, 18.91it/s]
  8%|8         | 66/781 [00:03<00:36, 19.52it/s]
  9%|8         | 68/781 [00:03<00:36, 19.31it/s]
  9%|9         | 71/781 [00:03<00:36, 19.38it/s]
  9%|9         | 73/781 [00:03<00:36, 19.33it/s]
 10%|9         | 75/781 [00:03<00:37, 18.94it/s]
 10%|9         | 77/781 [00:04<00:37, 18.99it/s]
 10%|#         | 79/781 [00:04<00:36, 18.99it/s]
 10%|#         | 81/781 [00:04<00:37, 18.90it/s]
 11%|#         | 84/781 [00:04<00:36, 19.34it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.94it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.05it/s]
 12%|#1        | 90/781 [00:04<00:35, 19.21it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.91it/s]
 12%|#2        | 94/781 [00:04<00:36, 19.05it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.90it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.96it/s]
 13%|#2        | 100/781 [00:05<00:35, 19.01it/s]
 13%|#3        | 103/781 [00:05<00:34, 19.38it/s]
 13%|#3        | 105/781 [00:05<00:35, 19.18it/s]
 14%|#3        | 107/781 [00:05<00:35, 18.94it/s]
 14%|#3        | 109/781 [00:05<00:35, 19.19it/s]
 14%|#4        | 111/781 [00:05<00:35, 18.90it/s]
 14%|#4        | 113/781 [00:05<00:35, 18.59it/s]
 15%|#4        | 116/781 [00:06<00:34, 19.22it/s]
 15%|#5        | 118/781 [00:06<00:34, 19.18it/s]
 15%|#5        | 121/781 [00:06<00:33, 19.73it/s]
 16%|#5        | 123/781 [00:06<00:33, 19.73it/s]
 16%|#6        | 125/781 [00:06<00:34, 19.23it/s]
 16%|#6        | 127/781 [00:06<00:34, 18.82it/s]
 17%|#6        | 129/781 [00:06<00:34, 19.13it/s]
 17%|#6        | 131/781 [00:06<00:33, 19.12it/s]
 17%|#7        | 133/781 [00:06<00:33, 19.15it/s]
 17%|#7        | 136/781 [00:07<00:33, 19.47it/s]
 18%|#7        | 138/781 [00:07<00:33, 19.36it/s]
 18%|#7        | 140/781 [00:07<00:33, 19.03it/s]
 18%|#8        | 143/781 [00:07<00:32, 19.34it/s]
 19%|#8        | 145/781 [00:07<00:32, 19.46it/s]
 19%|#8        | 147/781 [00:07<00:32, 19.50it/s]
 19%|#9        | 149/781 [00:07<00:32, 19.42it/s]
 19%|#9        | 151/781 [00:07<00:33, 18.96it/s]
 20%|#9        | 154/781 [00:08<00:32, 19.47it/s]
 20%|#9        | 156/781 [00:08<00:32, 19.34it/s]
 20%|##        | 158/781 [00:08<00:32, 19.01it/s]
 20%|##        | 160/781 [00:08<00:33, 18.59it/s]
 21%|##        | 162/781 [00:08<00:33, 18.40it/s]
 21%|##        | 164/781 [00:08<00:33, 18.21it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.42it/s]
 22%|##1       | 169/781 [00:08<00:32, 19.08it/s]
 22%|##1       | 171/781 [00:08<00:32, 18.89it/s]
 22%|##2       | 174/781 [00:09<00:31, 19.46it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.37it/s]
 23%|##2       | 179/781 [00:09<00:30, 19.75it/s]
 23%|##3       | 181/781 [00:09<00:30, 19.50it/s]
 23%|##3       | 183/781 [00:09<00:31, 18.93it/s]
 24%|##3       | 185/781 [00:09<00:31, 18.86it/s]
 24%|##3       | 187/781 [00:09<00:31, 18.96it/s]
 24%|##4       | 189/781 [00:09<00:31, 18.63it/s]
 24%|##4       | 191/781 [00:10<00:31, 18.87it/s]
 25%|##4       | 193/781 [00:10<00:31, 18.95it/s]
 25%|##4       | 195/781 [00:10<00:31, 18.52it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.05it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.93it/s]
 26%|##5       | 203/781 [00:10<00:29, 19.54it/s]
 26%|##6       | 206/781 [00:10<00:28, 19.84it/s]
 27%|##6       | 208/781 [00:10<00:29, 19.65it/s]
 27%|##6       | 210/781 [00:10<00:29, 19.37it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.19it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.87it/s]
 28%|##7       | 217/781 [00:11<00:29, 19.33it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.85it/s]
 29%|##8       | 223/781 [00:11<00:27, 20.13it/s]
 29%|##8       | 226/781 [00:11<00:27, 20.33it/s]
 29%|##9       | 229/781 [00:11<00:27, 19.90it/s]
 30%|##9       | 232/781 [00:12<00:27, 20.05it/s]
 30%|###       | 235/781 [00:12<00:27, 19.60it/s]
 30%|###       | 238/781 [00:12<00:27, 19.90it/s]
 31%|###       | 241/781 [00:12<00:26, 20.12it/s]
 31%|###1      | 244/781 [00:12<00:26, 20.29it/s]
 32%|###1      | 247/781 [00:12<00:26, 20.42it/s]
 32%|###2      | 250/781 [00:12<00:26, 20.31it/s]
 32%|###2      | 253/781 [00:13<00:26, 19.83it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.97it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.80it/s]
 33%|###3      | 261/781 [00:13<00:25, 20.16it/s]
 34%|###3      | 264/781 [00:13<00:25, 20.12it/s]
 34%|###4      | 267/781 [00:13<00:26, 19.58it/s]
 35%|###4      | 270/781 [00:14<00:25, 19.90it/s]
 35%|###4      | 273/781 [00:14<00:25, 20.12it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.79it/s]
 36%|###5      | 279/781 [00:14<00:25, 19.91it/s]
 36%|###6      | 282/781 [00:14<00:24, 20.11it/s]
 36%|###6      | 285/781 [00:14<00:24, 20.11it/s]
 37%|###6      | 288/781 [00:14<00:24, 20.12it/s]
 37%|###7      | 291/781 [00:15<00:24, 20.31it/s]
 38%|###7      | 294/781 [00:15<00:23, 20.46it/s]
 38%|###8      | 297/781 [00:15<00:24, 20.01it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.50it/s]
 39%|###8      | 303/781 [00:15<00:24, 19.63it/s]
 39%|###9      | 306/781 [00:15<00:23, 19.83it/s]
 39%|###9      | 308/781 [00:15<00:24, 19.49it/s]
 40%|###9      | 311/781 [00:16<00:23, 19.75it/s]
 40%|####      | 314/781 [00:16<00:23, 20.05it/s]
 41%|####      | 317/781 [00:16<00:22, 20.24it/s]
 41%|####      | 320/781 [00:16<00:22, 20.38it/s]
 41%|####1     | 323/781 [00:16<00:22, 20.51it/s]
 42%|####1     | 326/781 [00:16<00:22, 20.59it/s]
 42%|####2     | 329/781 [00:16<00:21, 20.61it/s]
 43%|####2     | 332/781 [00:17<00:22, 20.37it/s]
 43%|####2     | 335/781 [00:17<00:21, 20.51it/s]
 43%|####3     | 338/781 [00:17<00:21, 20.33it/s]
 44%|####3     | 341/781 [00:17<00:21, 20.49it/s]
 44%|####4     | 344/781 [00:17<00:21, 20.53it/s]
 44%|####4     | 347/781 [00:17<00:21, 20.56it/s]
 45%|####4     | 350/781 [00:17<00:21, 20.39it/s]
 45%|####5     | 353/781 [00:18<00:20, 20.54it/s]
 46%|####5     | 356/781 [00:18<00:20, 20.57it/s]
 46%|####5     | 359/781 [00:18<00:20, 20.65it/s]
 46%|####6     | 362/781 [00:18<00:20, 20.37it/s]
 47%|####6     | 365/781 [00:18<00:20, 20.47it/s]
 47%|####7     | 368/781 [00:18<00:20, 20.57it/s]
 48%|####7     | 371/781 [00:18<00:20, 20.46it/s]
 48%|####7     | 374/781 [00:19<00:19, 20.55it/s]
 48%|####8     | 377/781 [00:19<00:19, 20.63it/s]
 49%|####8     | 380/781 [00:19<00:19, 20.67it/s]
 49%|####9     | 383/781 [00:19<00:19, 20.76it/s]
 49%|####9     | 386/781 [00:19<00:19, 20.35it/s]
 50%|####9     | 389/781 [00:19<00:19, 20.27it/s]
 50%|#####     | 392/781 [00:20<00:19, 20.29it/s]
 51%|#####     | 395/781 [00:20<00:19, 20.17it/s]
 51%|#####     | 398/781 [00:20<00:18, 20.34it/s]
 51%|#####1    | 401/781 [00:20<00:18, 20.49it/s]
 52%|#####1    | 404/781 [00:20<00:18, 20.57it/s]
 52%|#####2    | 407/781 [00:20<00:18, 20.68it/s]
 52%|#####2    | 410/781 [00:20<00:17, 20.78it/s]
 53%|#####2    | 413/781 [00:21<00:17, 20.79it/s]
 53%|#####3    | 416/781 [00:21<00:17, 20.83it/s]
 54%|#####3    | 419/781 [00:21<00:17, 20.86it/s]
 54%|#####4    | 422/781 [00:21<00:17, 20.86it/s]
 54%|#####4    | 425/781 [00:21<00:17, 20.86it/s]
 55%|#####4    | 428/781 [00:21<00:16, 20.81it/s]
 55%|#####5    | 431/781 [00:21<00:16, 20.85it/s]
 56%|#####5    | 434/781 [00:22<00:16, 20.87it/s]
 56%|#####5    | 437/781 [00:22<00:16, 20.73it/s]
 56%|#####6    | 440/781 [00:22<00:16, 20.63it/s]
 57%|#####6    | 443/781 [00:22<00:16, 20.51it/s]
 57%|#####7    | 446/781 [00:22<00:16, 20.56it/s]
 57%|#####7    | 449/781 [00:22<00:16, 20.63it/s]
 58%|#####7    | 452/781 [00:22<00:15, 20.69it/s]
 58%|#####8    | 455/781 [00:23<00:15, 20.75it/s]
 59%|#####8    | 458/781 [00:23<00:15, 20.80it/s]
 59%|#####9    | 461/781 [00:23<00:15, 20.77it/s]
 59%|#####9    | 464/781 [00:23<00:15, 20.81it/s]
 60%|#####9    | 467/781 [00:23<00:15, 20.85it/s]
 60%|######    | 470/781 [00:23<00:14, 20.84it/s]
 61%|######    | 473/781 [00:23<00:14, 20.86it/s]
 61%|######    | 476/781 [00:24<00:14, 20.91it/s]
 61%|######1   | 479/781 [00:24<00:14, 20.90it/s]
 62%|######1   | 482/781 [00:24<00:14, 20.92it/s]
 62%|######2   | 485/781 [00:24<00:14, 20.95it/s]
 62%|######2   | 488/781 [00:24<00:14, 20.90it/s]
 63%|######2   | 491/781 [00:24<00:13, 20.99it/s]
 63%|######3   | 494/781 [00:24<00:13, 20.99it/s]
 64%|######3   | 497/781 [00:25<00:13, 20.95it/s]
 64%|######4   | 500/781 [00:25<00:13, 20.95it/s]
 64%|######4   | 503/781 [00:25<00:13, 20.89it/s]
 65%|######4   | 506/781 [00:25<00:13, 20.92it/s]
 65%|######5   | 509/781 [00:25<00:12, 20.96it/s]
 66%|######5   | 512/781 [00:25<00:12, 20.89it/s]
 66%|######5   | 515/781 [00:25<00:12, 20.91it/s]
 66%|######6   | 518/781 [00:26<00:12, 20.95it/s]
 67%|######6   | 521/781 [00:26<00:12, 20.93it/s]
 67%|######7   | 524/781 [00:26<00:12, 20.93it/s]
 67%|######7   | 527/781 [00:26<00:12, 20.94it/s]
 68%|######7   | 530/781 [00:26<00:12, 20.91it/s]
 68%|######8   | 533/781 [00:26<00:11, 20.92it/s]
 69%|######8   | 536/781 [00:26<00:11, 20.91it/s]
 69%|######9   | 539/781 [00:27<00:11, 20.91it/s]
 69%|######9   | 542/781 [00:27<00:11, 20.78it/s]
 70%|######9   | 545/781 [00:27<00:11, 20.29it/s]
 70%|#######   | 548/781 [00:27<00:11, 20.33it/s]
 71%|#######   | 551/781 [00:27<00:11, 20.40it/s]
 71%|#######   | 554/781 [00:27<00:11, 20.49it/s]
 71%|#######1  | 557/781 [00:27<00:10, 20.37it/s]
 72%|#######1  | 560/781 [00:28<00:10, 20.50it/s]
 72%|#######2  | 563/781 [00:28<00:10, 20.60it/s]
 72%|#######2  | 566/781 [00:28<00:10, 20.67it/s]
 73%|#######2  | 569/781 [00:28<00:10, 20.54it/s]
 73%|#######3  | 572/781 [00:28<00:10, 20.60it/s]
 74%|#######3  | 575/781 [00:28<00:09, 20.66it/s]
 74%|#######4  | 578/781 [00:28<00:09, 20.71it/s]
 74%|#######4  | 581/781 [00:29<00:09, 20.34it/s]
 75%|#######4  | 584/781 [00:29<00:09, 20.35it/s]
 75%|#######5  | 587/781 [00:29<00:09, 20.49it/s]
 76%|#######5  | 590/781 [00:29<00:09, 20.42it/s]
 76%|#######5  | 593/781 [00:29<00:09, 20.44it/s]
 76%|#######6  | 596/781 [00:29<00:09, 20.53it/s]
 77%|#######6  | 599/781 [00:29<00:08, 20.65it/s]
 77%|#######7  | 602/781 [00:30<00:08, 20.50it/s]
 77%|#######7  | 605/781 [00:30<00:08, 20.62it/s]
 78%|#######7  | 608/781 [00:30<00:08, 20.71it/s]
 78%|#######8  | 611/781 [00:30<00:08, 20.79it/s]
 79%|#######8  | 614/781 [00:30<00:08, 20.67it/s]
 79%|#######9  | 617/781 [00:30<00:07, 20.71it/s]
 79%|#######9  | 620/781 [00:31<00:07, 20.70it/s]
 80%|#######9  | 623/781 [00:31<00:07, 20.77it/s]
 80%|########  | 626/781 [00:31<00:07, 20.79it/s]
 81%|########  | 629/781 [00:31<00:07, 20.81it/s]
 81%|########  | 632/781 [00:31<00:07, 20.84it/s]
 81%|########1 | 635/781 [00:31<00:06, 20.88it/s]
 82%|########1 | 638/781 [00:31<00:06, 20.89it/s]
 82%|########2 | 641/781 [00:32<00:06, 20.92it/s]
 82%|########2 | 644/781 [00:32<00:06, 20.93it/s]
 83%|########2 | 647/781 [00:32<00:06, 20.94it/s]
 83%|########3 | 650/781 [00:32<00:06, 20.88it/s]
 84%|########3 | 653/781 [00:32<00:06, 20.83it/s]
 84%|########3 | 656/781 [00:32<00:06, 20.83it/s]
 84%|########4 | 659/781 [00:32<00:05, 20.72it/s]
 85%|########4 | 662/781 [00:33<00:05, 20.59it/s]
 85%|########5 | 665/781 [00:33<00:05, 20.47it/s]
 86%|########5 | 668/781 [00:33<00:05, 20.56it/s]
 86%|########5 | 671/781 [00:33<00:05, 20.63it/s]
 86%|########6 | 674/781 [00:33<00:05, 20.71it/s]
 87%|########6 | 677/781 [00:33<00:05, 20.76it/s]
 87%|########7 | 680/781 [00:33<00:04, 20.77it/s]
 87%|########7 | 683/781 [00:34<00:04, 20.79it/s]
 88%|########7 | 686/781 [00:34<00:04, 20.80it/s]
 88%|########8 | 689/781 [00:34<00:04, 20.86it/s]
 89%|########8 | 692/781 [00:34<00:04, 20.86it/s]
 89%|########8 | 695/781 [00:34<00:04, 20.87it/s]
 89%|########9 | 698/781 [00:34<00:03, 20.94it/s]
 90%|########9 | 701/781 [00:34<00:03, 20.92it/s]
 90%|######### | 704/781 [00:35<00:03, 20.87it/s]
 91%|######### | 707/781 [00:35<00:03, 20.89it/s]
 91%|######### | 710/781 [00:35<00:03, 20.90it/s]
 91%|#########1| 713/781 [00:35<00:03, 20.89it/s]
 92%|#########1| 716/781 [00:35<00:03, 20.90it/s]
 92%|#########2| 719/781 [00:35<00:02, 20.91it/s]
 92%|#########2| 722/781 [00:35<00:02, 20.87it/s]
 93%|#########2| 725/781 [00:36<00:02, 20.91it/s]
 93%|#########3| 728/781 [00:36<00:02, 20.91it/s]
 94%|#########3| 731/781 [00:36<00:02, 20.90it/s]
 94%|#########3| 734/781 [00:36<00:02, 20.87it/s]
 94%|#########4| 737/781 [00:36<00:02, 20.91it/s]
 95%|#########4| 740/781 [00:36<00:01, 20.87it/s]
 95%|#########5| 743/781 [00:36<00:01, 20.89it/s]
 96%|#########5| 746/781 [00:37<00:01, 20.88it/s]
 96%|#########5| 749/781 [00:37<00:01, 20.91it/s]
 96%|#########6| 752/781 [00:37<00:01, 20.66it/s]
 97%|#########6| 755/781 [00:37<00:01, 20.71it/s]
 97%|#########7| 758/781 [00:37<00:01, 20.75it/s]
 97%|#########7| 761/781 [00:37<00:00, 20.78it/s]
 98%|#########7| 764/781 [00:37<00:00, 20.65it/s]
 98%|#########8| 767/781 [00:38<00:00, 20.16it/s]
 99%|#########8| 770/781 [00:38<00:00, 19.60it/s]
 99%|#########8| 772/781 [00:38<00:00, 19.51it/s]
 99%|#########9| 774/781 [00:38<00:00, 18.88it/s]
 99%|#########9| 776/781 [00:38<00:00, 18.55it/s]
100%|#########9| 778/781 [00:38<00:00, 18.45it/s]
100%|#########9| 780/781 [00:38<00:00, 18.64it/s]
100%|##########| 781/781 [00:38<00:00, 20.10it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.17s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.18s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.18s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:55,  1.29s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.12s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.12s/it]
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  1%|          | 4/781 [00:00<00:47, 16.49it/s]
  1%|          | 6/781 [00:00<00:45, 17.08it/s]
  1%|1         | 8/781 [00:00<00:44, 17.33it/s]
  1%|1         | 10/781 [00:00<00:44, 17.50it/s]
  2%|1         | 12/781 [00:00<00:44, 17.28it/s]
  2%|1         | 14/781 [00:00<00:44, 17.35it/s]
  2%|2         | 16/781 [00:00<00:43, 17.50it/s]
  2%|2         | 18/781 [00:01<00:43, 17.60it/s]
  3%|2         | 20/781 [00:01<00:42, 17.74it/s]
  3%|2         | 22/781 [00:01<00:43, 17.54it/s]
  3%|3         | 24/781 [00:01<00:42, 17.71it/s]
  3%|3         | 26/781 [00:01<00:42, 17.90it/s]
  4%|3         | 28/781 [00:01<00:41, 18.03it/s]
  4%|3         | 30/781 [00:01<00:41, 17.99it/s]
  4%|4         | 32/781 [00:01<00:41, 18.08it/s]
  4%|4         | 34/781 [00:01<00:41, 18.17it/s]
  5%|4         | 36/781 [00:02<00:40, 18.17it/s]
  5%|4         | 38/781 [00:02<00:40, 18.16it/s]
  5%|5         | 40/781 [00:02<00:40, 18.15it/s]
  5%|5         | 42/781 [00:02<00:40, 18.17it/s]
  6%|5         | 44/781 [00:02<00:40, 18.19it/s]
  6%|5         | 46/781 [00:02<00:40, 18.02it/s]
  6%|6         | 48/781 [00:02<00:40, 18.07it/s]
  6%|6         | 50/781 [00:02<00:40, 18.11it/s]
  7%|6         | 52/781 [00:02<00:40, 17.88it/s]
  7%|6         | 54/781 [00:03<00:41, 17.60it/s]
  7%|7         | 56/781 [00:03<00:40, 17.80it/s]
  7%|7         | 58/781 [00:03<00:40, 18.06it/s]
  8%|7         | 60/781 [00:03<00:39, 18.14it/s]
  8%|8         | 63/781 [00:03<00:38, 18.83it/s]
  8%|8         | 65/781 [00:03<00:38, 18.63it/s]
  9%|8         | 68/781 [00:03<00:37, 19.19it/s]
  9%|9         | 71/781 [00:03<00:36, 19.57it/s]
  9%|9         | 73/781 [00:04<00:36, 19.58it/s]
 10%|9         | 76/781 [00:04<00:35, 19.81it/s]
 10%|#         | 79/781 [00:04<00:35, 20.04it/s]
 10%|#         | 82/781 [00:04<00:34, 20.17it/s]
 11%|#         | 85/781 [00:04<00:34, 20.22it/s]
 11%|#1        | 88/781 [00:04<00:34, 20.37it/s]
 12%|#1        | 91/781 [00:04<00:33, 20.39it/s]
 12%|#2        | 94/781 [00:05<00:33, 20.48it/s]
 12%|#2        | 97/781 [00:05<00:33, 20.26it/s]
 13%|#2        | 100/781 [00:05<00:33, 20.05it/s]
 13%|#3        | 103/781 [00:05<00:33, 19.98it/s]
 13%|#3        | 105/781 [00:05<00:34, 19.85it/s]
 14%|#3        | 107/781 [00:05<00:34, 19.74it/s]
 14%|#4        | 110/781 [00:05<00:33, 19.86it/s]
 14%|#4        | 113/781 [00:06<00:33, 19.97it/s]
 15%|#4        | 116/781 [00:06<00:33, 20.12it/s]
 15%|#5        | 119/781 [00:06<00:33, 19.99it/s]
 16%|#5        | 122/781 [00:06<00:32, 20.04it/s]
 16%|#6        | 125/781 [00:06<00:32, 20.14it/s]
 16%|#6        | 128/781 [00:06<00:32, 20.11it/s]
 17%|#6        | 131/781 [00:06<00:32, 19.84it/s]
 17%|#7        | 133/781 [00:07<00:34, 18.92it/s]
 17%|#7        | 135/781 [00:07<00:34, 18.78it/s]
 18%|#7        | 137/781 [00:07<00:34, 18.50it/s]
 18%|#7        | 139/781 [00:07<00:34, 18.62it/s]
 18%|#8        | 141/781 [00:07<00:35, 18.06it/s]
 18%|#8        | 143/781 [00:07<00:35, 18.05it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.71it/s]
 19%|#8        | 148/781 [00:07<00:34, 18.30it/s]
 19%|#9        | 150/781 [00:07<00:34, 18.11it/s]
 19%|#9        | 152/781 [00:08<00:34, 17.98it/s]
 20%|#9        | 154/781 [00:08<00:34, 17.93it/s]
 20%|#9        | 156/781 [00:08<00:34, 17.87it/s]
 20%|##        | 158/781 [00:08<00:34, 17.86it/s]
 20%|##        | 160/781 [00:08<00:34, 17.79it/s]
 21%|##        | 162/781 [00:08<00:34, 17.76it/s]
 21%|##        | 164/781 [00:08<00:34, 17.75it/s]
 21%|##1       | 166/781 [00:08<00:34, 17.74it/s]
 22%|##1       | 168/781 [00:08<00:34, 17.71it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.51it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.45it/s]
 22%|##2       | 174/781 [00:09<00:34, 17.37it/s]
 23%|##2       | 176/781 [00:09<00:34, 17.34it/s]
 23%|##2       | 178/781 [00:09<00:34, 17.32it/s]
 23%|##3       | 180/781 [00:09<00:34, 17.58it/s]
 23%|##3       | 182/781 [00:09<00:33, 17.63it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.19it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.57it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.36it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.09it/s]
 25%|##4       | 192/781 [00:10<00:32, 17.93it/s]
 25%|##4       | 194/781 [00:10<00:32, 17.90it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.75it/s]
 25%|##5       | 198/781 [00:10<00:32, 18.10it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.22it/s]
 26%|##5       | 202/781 [00:10<00:31, 18.10it/s]
 26%|##6       | 204/781 [00:10<00:31, 18.36it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.20it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.10it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.06it/s]
 27%|##7       | 212/781 [00:11<00:31, 17.98it/s]
 27%|##7       | 214/781 [00:11<00:31, 17.88it/s]
 28%|##7       | 216/781 [00:11<00:31, 17.87it/s]
 28%|##7       | 218/781 [00:11<00:31, 17.83it/s]
 28%|##8       | 220/781 [00:11<00:31, 18.06it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.12it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.71it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.74it/s]
 29%|##9       | 228/781 [00:12<00:31, 17.70it/s]
 29%|##9       | 230/781 [00:12<00:30, 17.81it/s]
 30%|##9       | 232/781 [00:12<00:30, 17.76it/s]
 30%|##9       | 234/781 [00:12<00:30, 17.80it/s]
 30%|###       | 236/781 [00:12<00:30, 17.82it/s]
 30%|###       | 238/781 [00:12<00:30, 17.95it/s]
 31%|###       | 240/781 [00:13<00:30, 17.96it/s]
 31%|###       | 242/781 [00:13<00:30, 17.92it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.02it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.13it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.09it/s]
 32%|###2      | 250/781 [00:13<00:29, 17.95it/s]
 32%|###2      | 252/781 [00:13<00:29, 17.86it/s]
 33%|###2      | 254/781 [00:13<00:29, 17.98it/s]
 33%|###2      | 256/781 [00:13<00:29, 18.02it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.99it/s]
 33%|###3      | 260/781 [00:14<00:28, 17.97it/s]
 34%|###3      | 262/781 [00:14<00:28, 17.99it/s]
 34%|###3      | 264/781 [00:14<00:28, 17.88it/s]
 34%|###4      | 266/781 [00:14<00:29, 17.66it/s]
 34%|###4      | 268/781 [00:14<00:28, 18.04it/s]
 35%|###4      | 270/781 [00:14<00:28, 17.87it/s]
 35%|###4      | 272/781 [00:14<00:28, 17.77it/s]
 35%|###5      | 274/781 [00:14<00:28, 17.63it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.52it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.57it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.45it/s]
 36%|###6      | 282/781 [00:15<00:28, 17.39it/s]
 36%|###6      | 284/781 [00:15<00:28, 17.49it/s]
 37%|###6      | 286/781 [00:15<00:28, 17.36it/s]
 37%|###6      | 288/781 [00:15<00:28, 17.39it/s]
 37%|###7      | 290/781 [00:15<00:28, 17.46it/s]
 37%|###7      | 292/781 [00:15<00:27, 17.52it/s]
 38%|###7      | 294/781 [00:16<00:28, 17.32it/s]
 38%|###7      | 296/781 [00:16<00:28, 17.26it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.48it/s]
 38%|###8      | 300/781 [00:16<00:27, 17.64it/s]
 39%|###8      | 302/781 [00:16<00:26, 17.86it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.95it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.99it/s]
 39%|###9      | 308/781 [00:16<00:27, 17.51it/s]
 40%|###9      | 310/781 [00:16<00:26, 17.74it/s]
 40%|###9      | 312/781 [00:17<00:26, 17.87it/s]
 40%|####      | 314/781 [00:17<00:25, 17.96it/s]
 40%|####      | 316/781 [00:17<00:26, 17.29it/s]
 41%|####      | 318/781 [00:17<00:26, 17.26it/s]
 41%|####      | 320/781 [00:17<00:26, 17.45it/s]
 41%|####1     | 322/781 [00:17<00:26, 17.53it/s]
 41%|####1     | 324/781 [00:17<00:25, 17.67it/s]
 42%|####1     | 326/781 [00:17<00:25, 17.80it/s]
 42%|####1     | 328/781 [00:17<00:25, 17.90it/s]
 42%|####2     | 330/781 [00:18<00:25, 17.84it/s]
 43%|####2     | 332/781 [00:18<00:25, 17.91it/s]
 43%|####2     | 334/781 [00:18<00:24, 17.90it/s]
 43%|####3     | 336/781 [00:18<00:24, 17.86it/s]
 43%|####3     | 338/781 [00:18<00:24, 17.96it/s]
 44%|####3     | 340/781 [00:18<00:24, 17.99it/s]
 44%|####3     | 342/781 [00:18<00:24, 18.07it/s]
 44%|####4     | 344/781 [00:18<00:24, 18.09it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.15it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.10it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.00it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.01it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.10it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.03it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.02it/s]
 46%|####6     | 360/781 [00:19<00:23, 18.02it/s]
 46%|####6     | 362/781 [00:19<00:23, 17.92it/s]
 47%|####6     | 364/781 [00:19<00:23, 17.78it/s]
 47%|####6     | 366/781 [00:20<00:23, 17.92it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.04it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.12it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.21it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.14it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.19it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.09it/s]
 49%|####8     | 380/781 [00:20<00:22, 17.77it/s]
 49%|####8     | 382/781 [00:20<00:22, 17.63it/s]
 49%|####9     | 384/781 [00:21<00:22, 17.70it/s]
 49%|####9     | 386/781 [00:21<00:22, 17.78it/s]
 50%|####9     | 388/781 [00:21<00:21, 17.87it/s]
 50%|####9     | 390/781 [00:21<00:22, 17.33it/s]
 50%|#####     | 392/781 [00:21<00:22, 17.47it/s]
 50%|#####     | 394/781 [00:21<00:21, 17.91it/s]
 51%|#####     | 396/781 [00:21<00:21, 18.32it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.67it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.97it/s]
 51%|#####1    | 402/781 [00:22<00:19, 19.04it/s]
 52%|#####1    | 404/781 [00:22<00:19, 19.21it/s]
 52%|#####1    | 406/781 [00:22<00:19, 19.33it/s]
 52%|#####2    | 408/781 [00:22<00:19, 19.27it/s]
 52%|#####2    | 410/781 [00:22<00:19, 19.38it/s]
 53%|#####2    | 412/781 [00:22<00:18, 19.54it/s]
 53%|#####3    | 415/781 [00:22<00:18, 19.86it/s]
 53%|#####3    | 417/781 [00:22<00:18, 19.59it/s]
 54%|#####3    | 420/781 [00:22<00:18, 19.90it/s]
 54%|#####4    | 423/781 [00:23<00:17, 20.16it/s]
 55%|#####4    | 426/781 [00:23<00:17, 20.31it/s]
 55%|#####4    | 429/781 [00:23<00:17, 20.43it/s]
 55%|#####5    | 432/781 [00:23<00:17, 20.42it/s]
 56%|#####5    | 435/781 [00:23<00:17, 20.32it/s]
 56%|#####6    | 438/781 [00:23<00:16, 20.37it/s]
 56%|#####6    | 441/781 [00:24<00:16, 20.44it/s]
 57%|#####6    | 444/781 [00:24<00:16, 20.44it/s]
 57%|#####7    | 447/781 [00:24<00:16, 20.46it/s]
 58%|#####7    | 450/781 [00:24<00:16, 20.40it/s]
 58%|#####8    | 453/781 [00:24<00:16, 20.07it/s]
 58%|#####8    | 456/781 [00:24<00:16, 19.89it/s]
 59%|#####8    | 458/781 [00:24<00:16, 19.77it/s]
 59%|#####8    | 460/781 [00:24<00:16, 19.71it/s]
 59%|#####9    | 462/781 [00:25<00:16, 19.71it/s]
 59%|#####9    | 464/781 [00:25<00:16, 19.62it/s]
 60%|#####9    | 467/781 [00:25<00:15, 19.79it/s]
 60%|######    | 470/781 [00:25<00:15, 20.05it/s]
 61%|######    | 473/781 [00:25<00:15, 20.08it/s]
 61%|######    | 476/781 [00:25<00:15, 20.08it/s]
 61%|######1   | 479/781 [00:25<00:14, 20.20it/s]
 62%|######1   | 482/781 [00:26<00:14, 20.18it/s]
 62%|######2   | 485/781 [00:26<00:14, 20.10it/s]
 62%|######2   | 488/781 [00:26<00:14, 19.73it/s]
 63%|######2   | 490/781 [00:26<00:14, 19.48it/s]
 63%|######2   | 492/781 [00:26<00:14, 19.56it/s]
 63%|######3   | 495/781 [00:26<00:14, 19.69it/s]
 64%|######3   | 497/781 [00:26<00:14, 19.60it/s]
 64%|######4   | 500/781 [00:26<00:14, 19.70it/s]
 64%|######4   | 502/781 [00:27<00:14, 19.57it/s]
 65%|######4   | 504/781 [00:27<00:14, 19.06it/s]
 65%|######4   | 506/781 [00:27<00:14, 19.07it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.72it/s]
 65%|######5   | 510/781 [00:27<00:15, 17.91it/s]
 66%|######5   | 512/781 [00:27<00:15, 17.86it/s]
 66%|######5   | 514/781 [00:27<00:15, 17.49it/s]
 66%|######6   | 516/781 [00:27<00:15, 17.47it/s]
 66%|######6   | 518/781 [00:27<00:14, 17.61it/s]
 67%|######6   | 520/781 [00:28<00:14, 17.72it/s]
 67%|######6   | 522/781 [00:28<00:14, 17.76it/s]
 67%|######7   | 524/781 [00:28<00:14, 17.89it/s]
 67%|######7   | 526/781 [00:28<00:14, 17.88it/s]
 68%|######7   | 528/781 [00:28<00:14, 17.97it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.09it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.08it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.15it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.10it/s]
 69%|######8   | 538/781 [00:29<00:13, 18.10it/s]
 69%|######9   | 540/781 [00:29<00:13, 18.08it/s]
 69%|######9   | 542/781 [00:29<00:13, 17.94it/s]
 70%|######9   | 544/781 [00:29<00:13, 17.92it/s]
 70%|######9   | 546/781 [00:29<00:13, 17.99it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.00it/s]
 70%|#######   | 550/781 [00:29<00:12, 17.99it/s]
 71%|#######   | 552/781 [00:29<00:12, 17.98it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.03it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.09it/s]
 71%|#######1  | 558/781 [00:30<00:12, 17.97it/s]
 72%|#######1  | 560/781 [00:30<00:12, 17.96it/s]
 72%|#######1  | 562/781 [00:30<00:12, 18.06it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.14it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.20it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.24it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.32it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.30it/s]
 73%|#######3  | 574/781 [00:31<00:11, 18.35it/s]
 74%|#######3  | 576/781 [00:31<00:11, 18.33it/s]
 74%|#######4  | 578/781 [00:31<00:11, 18.30it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.33it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.36it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.39it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.39it/s]
 75%|#######5  | 588/781 [00:31<00:10, 18.39it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.43it/s]
 76%|#######5  | 592/781 [00:32<00:10, 18.17it/s]
 76%|#######6  | 594/781 [00:32<00:10, 18.11it/s]
 76%|#######6  | 596/781 [00:32<00:10, 18.04it/s]
 77%|#######6  | 598/781 [00:32<00:10, 18.11it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.23it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.27it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.32it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.36it/s]
 78%|#######7  | 608/781 [00:32<00:09, 18.33it/s]
 78%|#######8  | 610/781 [00:33<00:09, 18.13it/s]
 78%|#######8  | 612/781 [00:33<00:09, 18.20it/s]
 79%|#######8  | 614/781 [00:33<00:09, 18.18it/s]
 79%|#######8  | 616/781 [00:33<00:09, 18.25it/s]
 79%|#######9  | 618/781 [00:33<00:08, 18.21it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.01it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.03it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.05it/s]
 80%|########  | 626/781 [00:33<00:08, 18.09it/s]
 80%|########  | 628/781 [00:34<00:08, 18.06it/s]
 81%|########  | 630/781 [00:34<00:08, 18.12it/s]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:05<00:00,  5.12s/it]
100%|##########| 1/1 [00:05<00:00,  5.12s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:12, 12.73it/s]
  3%|2         | 4/157 [00:00<00:10, 14.24it/s]
  4%|3         | 6/157 [00:00<00:10, 15.03it/s]
  5%|5         | 8/157 [00:00<00:09, 15.59it/s]
  6%|6         | 10/157 [00:00<00:09, 15.78it/s]
  8%|7         | 12/157 [00:00<00:09, 15.90it/s]
  9%|8         | 14/157 [00:00<00:09, 15.74it/s]
 10%|#         | 16/157 [00:01<00:08, 15.98it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.21it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.18it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.33it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.40it/s]
 17%|#6        | 26/157 [00:01<00:07, 16.54it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.50it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.51it/s]
 20%|##        | 32/157 [00:01<00:07, 16.51it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.52it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.50it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.35it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.58it/s]
 27%|##6       | 42/157 [00:02<00:07, 16.22it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.19it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.19it/s]
 31%|###       | 48/157 [00:02<00:06, 16.29it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.44it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.58it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.67it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.69it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.66it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.55it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.50it/s]
 41%|####      | 64/157 [00:03<00:05, 16.50it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.60it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.48it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.49it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.42it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.39it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.37it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.53it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.63it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.57it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.25it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.14it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.14it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.23it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.31it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.46it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.55it/s]
 62%|######2   | 98/157 [00:06<00:03, 16.64it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.60it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.48it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.58it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.64it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.64it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.34it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.22it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.39it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.34it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.43it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.29it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.41it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.44it/s]
 80%|########  | 126/157 [00:07<00:01, 16.33it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.42it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.41it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.30it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.48it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.53it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.46it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.42it/s]
 90%|######### | 142/157 [00:08<00:00, 16.47it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.59it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.53it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.67it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.70it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.63it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.59it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.63it/s]
100%|##########| 157/157 [00:09<00:00, 16.43it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:48, 16.02it/s]
  1%|          | 4/781 [00:00<00:44, 17.59it/s]
  1%|          | 6/781 [00:00<00:44, 17.54it/s]
  1%|1         | 8/781 [00:00<00:42, 18.06it/s]
  1%|1         | 10/781 [00:00<00:41, 18.36it/s]
  2%|1         | 12/781 [00:00<00:41, 18.40it/s]
  2%|1         | 14/781 [00:00<00:42, 18.21it/s]
  2%|2         | 16/781 [00:00<00:42, 18.00it/s]
  2%|2         | 18/781 [00:01<00:42, 17.92it/s]
  3%|2         | 20/781 [00:01<00:42, 17.78it/s]
  3%|2         | 22/781 [00:01<00:42, 17.85it/s]
  3%|3         | 24/781 [00:01<00:42, 17.82it/s]
  3%|3         | 26/781 [00:01<00:42, 17.80it/s]
  4%|3         | 28/781 [00:01<00:42, 17.92it/s]
  4%|3         | 30/781 [00:01<00:41, 18.01it/s]
  4%|4         | 32/781 [00:01<00:41, 18.06it/s]
  4%|4         | 34/781 [00:01<00:41, 18.11it/s]
  5%|4         | 36/781 [00:02<00:40, 18.20it/s]
  5%|4         | 38/781 [00:02<00:40, 18.39it/s]
  5%|5         | 40/781 [00:02<00:39, 18.60it/s]
  5%|5         | 42/781 [00:02<00:39, 18.66it/s]
  6%|5         | 44/781 [00:02<00:39, 18.79it/s]
  6%|5         | 46/781 [00:02<00:38, 18.92it/s]
  6%|6         | 48/781 [00:02<00:39, 18.71it/s]
  6%|6         | 50/781 [00:02<00:39, 18.65it/s]
  7%|6         | 52/781 [00:02<00:39, 18.69it/s]
  7%|6         | 54/781 [00:02<00:38, 18.75it/s]
  7%|7         | 56/781 [00:03<00:38, 18.68it/s]
  7%|7         | 58/781 [00:03<00:38, 18.72it/s]
  8%|7         | 60/781 [00:03<00:38, 18.83it/s]
  8%|7         | 62/781 [00:03<00:38, 18.77it/s]
  8%|8         | 64/781 [00:03<00:38, 18.65it/s]
  8%|8         | 66/781 [00:03<00:38, 18.61it/s]
  9%|8         | 68/781 [00:03<00:37, 18.82it/s]
  9%|8         | 70/781 [00:03<00:37, 18.72it/s]
  9%|9         | 72/781 [00:03<00:37, 18.67it/s]
  9%|9         | 74/781 [00:04<00:37, 18.74it/s]
 10%|9         | 76/781 [00:04<00:37, 18.78it/s]
 10%|9         | 78/781 [00:04<00:37, 18.82it/s]
 10%|#         | 80/781 [00:04<00:37, 18.92it/s]
 10%|#         | 82/781 [00:04<00:36, 18.99it/s]
 11%|#         | 84/781 [00:04<00:36, 18.89it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.44it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.66it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.82it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.87it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.82it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.84it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.89it/s]
 13%|#2        | 100/781 [00:05<00:35, 18.93it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.97it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.01it/s]
 14%|#3        | 106/781 [00:05<00:35, 19.10it/s]
 14%|#3        | 108/781 [00:05<00:35, 19.11it/s]
 14%|#4        | 110/781 [00:05<00:35, 19.06it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.97it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.92it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.68it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.74it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.80it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.77it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.71it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.69it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.73it/s]
 17%|#6        | 130/781 [00:07<00:34, 18.64it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.49it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.43it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.25it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.33it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.51it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.50it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.42it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.30it/s]
 19%|#8        | 148/781 [00:07<00:34, 18.50it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.69it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.23it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.26it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.18it/s]
 20%|##        | 158/781 [00:08<00:34, 17.91it/s]
 20%|##        | 160/781 [00:08<00:34, 17.93it/s]
 21%|##        | 162/781 [00:08<00:34, 17.83it/s]
 21%|##        | 164/781 [00:08<00:34, 18.03it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.20it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.98it/s]
 22%|##1       | 170/781 [00:09<00:33, 17.97it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.89it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.13it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.23it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.26it/s]
 23%|##3       | 180/781 [00:09<00:33, 18.17it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.19it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.12it/s]
 24%|##3       | 186/781 [00:10<00:33, 17.98it/s]
 24%|##4       | 188/781 [00:10<00:33, 17.91it/s]
 24%|##4       | 190/781 [00:10<00:33, 17.77it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.68it/s]
 25%|##4       | 194/781 [00:10<00:33, 17.62it/s]
 25%|##5       | 196/781 [00:10<00:33, 17.69it/s]
 25%|##5       | 198/781 [00:10<00:32, 17.67it/s]
 26%|##5       | 200/781 [00:10<00:32, 17.82it/s]
 26%|##5       | 202/781 [00:10<00:32, 18.08it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.31it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.30it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.29it/s]
 27%|##6       | 210/781 [00:11<00:31, 17.90it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.02it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.02it/s]
 28%|##7       | 216/781 [00:11<00:31, 18.22it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.53it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.60it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.51it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.79it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.92it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.91it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.11it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.19it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.92it/s]
 30%|###       | 236/781 [00:12<00:28, 19.12it/s]
 30%|###       | 238/781 [00:12<00:28, 19.24it/s]
 31%|###       | 240/781 [00:13<00:28, 19.14it/s]
 31%|###       | 242/781 [00:13<00:28, 19.10it/s]
 31%|###1      | 244/781 [00:13<00:27, 19.18it/s]
 31%|###1      | 246/781 [00:13<00:27, 19.32it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.99it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.11it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.26it/s]
 33%|###2      | 254/781 [00:13<00:27, 19.24it/s]
 33%|###2      | 256/781 [00:13<00:27, 19.13it/s]
 33%|###3      | 258/781 [00:13<00:27, 19.29it/s]
 33%|###3      | 260/781 [00:14<00:26, 19.34it/s]
 34%|###3      | 262/781 [00:14<00:26, 19.37it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.43it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.49it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.52it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.43it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.40it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.44it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.23it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.03it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.96it/s]
 36%|###6      | 282/781 [00:15<00:26, 19.15it/s]
 36%|###6      | 284/781 [00:15<00:25, 19.30it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.37it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.41it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.49it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.49it/s]
 38%|###7      | 294/781 [00:15<00:24, 19.55it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.59it/s]
 38%|###8      | 298/781 [00:16<00:24, 19.53it/s]
 38%|###8      | 300/781 [00:16<00:25, 19.19it/s]
 39%|###8      | 302/781 [00:16<00:24, 19.27it/s]
 39%|###8      | 304/781 [00:16<00:24, 19.16it/s]
 39%|###9      | 306/781 [00:16<00:24, 19.01it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.65it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.54it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.62it/s]
 40%|####      | 314/781 [00:16<00:24, 18.70it/s]
 40%|####      | 316/781 [00:16<00:24, 18.67it/s]
 41%|####      | 318/781 [00:17<00:24, 18.79it/s]
 41%|####      | 320/781 [00:17<00:24, 19.05it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.69it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.90it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.03it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.72it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.68it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.78it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.69it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.56it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.65it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.83it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.89it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.05it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.90it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.03it/s]
 45%|####4     | 350/781 [00:18<00:22, 19.12it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.18it/s]
 45%|####5     | 354/781 [00:18<00:22, 19.25it/s]
 46%|####5     | 356/781 [00:19<00:22, 19.23it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.93it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.96it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.06it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.70it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.53it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.50it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.82it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.73it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.98it/s]
 48%|####8     | 376/781 [00:20<00:21, 19.08it/s]
 48%|####8     | 378/781 [00:20<00:20, 19.22it/s]
 49%|####8     | 380/781 [00:20<00:20, 19.19it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.07it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.13it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.28it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.24it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.17it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.09it/s]
 50%|#####     | 394/781 [00:21<00:20, 19.05it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.85it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.99it/s]
 51%|#####1    | 400/781 [00:21<00:19, 19.12it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.10it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.08it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.17it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.16it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.24it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.64it/s]
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100%|#########9| 780/781 [00:41<00:00, 18.05it/s]
100%|##########| 781/781 [00:41<00:00, 18.72it/s]




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Validation Progress:  50%|#####     | 22/44 [00:26<00:28,  1.32s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.24s/it]
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Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
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Validation Progress:  64%|######3   | 28/44 [00:34<00:19,  1.24s/it]
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Validation Progress:  66%|######5   | 29/44 [00:35<00:18,  1.25s/it]
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Validation Progress:  66%|######5   | 29/44 [00:35<00:18,  1.26s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.25s/it]
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Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.25s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.25s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:39<00:14,  1.24s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.30s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
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Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
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Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.34s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.34s/it]
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Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.34s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]

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100%|##########| 157/157 [00:09<00:00, 16.24it/s]

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 32%|###2      | 250/781 [00:12<00:26, 20.12it/s]
 32%|###2      | 253/781 [00:12<00:26, 20.26it/s]
 33%|###2      | 256/781 [00:13<00:25, 20.30it/s]
 33%|###3      | 259/781 [00:13<00:25, 20.37it/s]
 34%|###3      | 262/781 [00:13<00:25, 20.43it/s]
 34%|###3      | 265/781 [00:13<00:25, 20.45it/s]
 34%|###4      | 268/781 [00:13<00:25, 20.46it/s]
 35%|###4      | 271/781 [00:13<00:25, 20.23it/s]
 35%|###5      | 274/781 [00:13<00:25, 20.24it/s]
 35%|###5      | 277/781 [00:14<00:25, 20.00it/s]
 36%|###5      | 280/781 [00:14<00:24, 20.06it/s]
 36%|###6      | 283/781 [00:14<00:24, 20.04it/s]
 37%|###6      | 286/781 [00:14<00:24, 20.15it/s]
 37%|###7      | 289/781 [00:14<00:24, 20.24it/s]
 37%|###7      | 292/781 [00:14<00:24, 20.23it/s]
 38%|###7      | 295/781 [00:15<00:24, 19.91it/s]
 38%|###8      | 298/781 [00:15<00:24, 19.91it/s]
 38%|###8      | 300/781 [00:15<00:24, 19.75it/s]
 39%|###8      | 302/781 [00:15<00:24, 19.43it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.53it/s]
 39%|###9      | 307/781 [00:15<00:24, 19.43it/s]
 40%|###9      | 310/781 [00:15<00:23, 19.75it/s]
 40%|###9      | 312/781 [00:15<00:23, 19.56it/s]
 40%|####      | 314/781 [00:15<00:24, 19.28it/s]
 40%|####      | 316/781 [00:16<00:24, 19.03it/s]
 41%|####      | 318/781 [00:16<00:24, 19.15it/s]
 41%|####      | 320/781 [00:16<00:23, 19.26it/s]
 41%|####1     | 322/781 [00:16<00:24, 19.07it/s]
 41%|####1     | 324/781 [00:16<00:24, 18.33it/s]
 42%|####1     | 326/781 [00:16<00:24, 18.66it/s]
 42%|####1     | 328/781 [00:16<00:24, 18.73it/s]
 42%|####2     | 330/781 [00:16<00:23, 18.99it/s]
 43%|####2     | 333/781 [00:16<00:22, 19.57it/s]
 43%|####3     | 336/781 [00:17<00:22, 19.82it/s]
 43%|####3     | 339/781 [00:17<00:22, 20.00it/s]
 44%|####3     | 341/781 [00:17<00:22, 19.92it/s]
 44%|####4     | 344/781 [00:17<00:21, 20.11it/s]
 44%|####4     | 347/781 [00:17<00:22, 19.64it/s]
 45%|####4     | 350/781 [00:17<00:21, 19.86it/s]
 45%|####5     | 353/781 [00:17<00:21, 20.06it/s]
 46%|####5     | 356/781 [00:18<00:21, 20.07it/s]
 46%|####5     | 359/781 [00:18<00:21, 20.04it/s]
 46%|####6     | 362/781 [00:18<00:20, 20.16it/s]
 47%|####6     | 365/781 [00:18<00:20, 20.25it/s]
 47%|####7     | 368/781 [00:18<00:20, 20.15it/s]
 48%|####7     | 371/781 [00:18<00:20, 20.10it/s]
 48%|####7     | 374/781 [00:19<00:20, 19.96it/s]
 48%|####8     | 377/781 [00:19<00:20, 20.14it/s]
 49%|####8     | 380/781 [00:19<00:19, 20.24it/s]
 49%|####9     | 383/781 [00:19<00:19, 20.31it/s]
 49%|####9     | 386/781 [00:19<00:19, 20.34it/s]
 50%|####9     | 389/781 [00:19<00:19, 20.38it/s]
 50%|#####     | 392/781 [00:19<00:19, 20.37it/s]
 51%|#####     | 395/781 [00:20<00:19, 20.31it/s]
 51%|#####     | 398/781 [00:20<00:18, 20.24it/s]
 51%|#####1    | 401/781 [00:20<00:18, 20.19it/s]
 52%|#####1    | 404/781 [00:20<00:18, 20.17it/s]
 52%|#####2    | 407/781 [00:20<00:18, 20.23it/s]
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 53%|#####2    | 413/781 [00:20<00:18, 20.31it/s]
 53%|#####3    | 416/781 [00:21<00:17, 20.38it/s]
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 55%|#####4    | 428/781 [00:21<00:17, 19.71it/s]
 55%|#####5    | 430/781 [00:21<00:17, 19.69it/s]
 55%|#####5    | 432/781 [00:21<00:17, 19.67it/s]
 56%|#####5    | 435/781 [00:22<00:17, 19.88it/s]
 56%|#####6    | 438/781 [00:22<00:17, 20.02it/s]
 56%|#####6    | 440/781 [00:22<00:17, 19.92it/s]
 57%|#####6    | 443/781 [00:22<00:16, 19.90it/s]
 57%|#####7    | 446/781 [00:22<00:16, 20.10it/s]
 57%|#####7    | 449/781 [00:22<00:16, 20.14it/s]
 58%|#####7    | 452/781 [00:22<00:16, 20.30it/s]
 58%|#####8    | 455/781 [00:23<00:16, 20.37it/s]
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 60%|######    | 470/781 [00:23<00:15, 20.45it/s]
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 61%|######1   | 479/781 [00:24<00:15, 19.92it/s]
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 64%|######3   | 497/781 [00:25<00:14, 20.14it/s]
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 68%|######7   | 529/781 [00:26<00:13, 18.48it/s]
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 68%|######8   | 533/781 [00:27<00:13, 18.25it/s]
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 70%|######9   | 545/781 [00:27<00:13, 17.67it/s]
 70%|#######   | 547/781 [00:27<00:13, 17.14it/s]
 70%|#######   | 549/781 [00:28<00:13, 17.37it/s]
 71%|#######   | 551/781 [00:28<00:13, 17.48it/s]
 71%|#######   | 553/781 [00:28<00:12, 17.63it/s]
 71%|#######1  | 555/781 [00:28<00:12, 17.72it/s]
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 72%|#######1  | 559/781 [00:28<00:12, 17.83it/s]
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 72%|#######2  | 565/781 [00:28<00:12, 17.71it/s]
 73%|#######2  | 567/781 [00:29<00:11, 17.86it/s]
 73%|#######2  | 570/781 [00:29<00:11, 18.71it/s]
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 76%|#######5  | 590/781 [00:30<00:10, 18.90it/s]
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 76%|#######6  | 594/781 [00:30<00:09, 19.35it/s]
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 77%|#######6  | 600/781 [00:30<00:09, 18.42it/s]
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 78%|#######7  | 606/781 [00:31<00:09, 17.92it/s]
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 78%|#######8  | 610/781 [00:31<00:09, 18.41it/s]
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 79%|#######8  | 614/781 [00:31<00:09, 18.12it/s]
 79%|#######8  | 616/781 [00:31<00:09, 18.09it/s]
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 80%|#######9  | 622/781 [00:31<00:08, 18.02it/s]
 80%|#######9  | 624/781 [00:32<00:08, 18.08it/s]
 80%|########  | 626/781 [00:32<00:08, 18.15it/s]
 80%|########  | 628/781 [00:32<00:08, 18.17it/s]
 81%|########  | 630/781 [00:32<00:08, 18.18it/s]
 81%|########  | 632/781 [00:32<00:08, 17.71it/s]
 81%|########1 | 634/781 [00:32<00:08, 17.78it/s]
 81%|########1 | 636/781 [00:32<00:08, 17.88it/s]
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 82%|########1 | 640/781 [00:32<00:07, 18.05it/s]
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 83%|########3 | 650/781 [00:33<00:07, 18.13it/s]
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 85%|########4 | 660/781 [00:34<00:06, 17.92it/s]
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 91%|######### | 710/781 [00:36<00:03, 17.94it/s]
 91%|#########1| 712/781 [00:37<00:03, 17.39it/s]
 91%|#########1| 714/781 [00:37<00:03, 17.49it/s]
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100%|#########9| 779/781 [00:40<00:00, 18.03it/s]
100%|##########| 781/781 [00:40<00:00, 18.11it/s]
100%|##########| 781/781 [00:40<00:00, 19.13it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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Validation Progress:   2%|2         | 1/44 [00:01<00:48,  1.14s/it]
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Validation Progress:   2%|2         | 1/44 [00:01<00:53,  1.25s/it]
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Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:44,  1.10s/it]
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Validation Progress:   7%|6         | 3/44 [00:03<00:44,  1.09s/it]
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Validation Progress:   9%|9         | 4/44 [00:04<00:44,  1.11s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:45,  1.17s/it]
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Validation Progress:  11%|#1        | 5/44 [00:05<00:46,  1.20s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:44,  1.16s/it]
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Validation Progress:  14%|#3        | 6/44 [00:06<00:44,  1.18s/it]
Validation Progress:  16%|#5        | 7/44 [00:07<00:42,  1.14s/it]
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Validation Progress:  18%|#8        | 8/44 [00:09<00:41,  1.17s/it]
Validation Progress:  20%|##        | 9/44 [00:10<00:39,  1.14s/it]
Validation Progress:  20%|##        | 9/44 [00:10<00:41,  1.18s/it]
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Validation Progress:  23%|##2       | 10/44 [00:11<00:39,  1.17s/it]
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Validation Progress:  23%|##2       | 10/44 [00:11<00:40,  1.20s/it]
Validation Progress:  25%|##5       | 11/44 [00:12<00:38,  1.17s/it]
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Validation Progress:  27%|##7       | 12/44 [00:13<00:38,  1.20s/it]
Validation Progress:  27%|##7       | 12/44 [00:13<00:38,  1.19s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.11s/it]
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 19%|#9        | 152/781 [00:07<00:31, 20.14it/s]
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 20%|##        | 158/781 [00:07<00:30, 20.14it/s]
 21%|##        | 161/781 [00:08<00:30, 20.02it/s]
 21%|##        | 164/781 [00:08<00:30, 20.14it/s]
 21%|##1       | 167/781 [00:08<00:30, 20.15it/s]
 22%|##1       | 170/781 [00:08<00:30, 20.27it/s]
 22%|##2       | 173/781 [00:08<00:30, 20.12it/s]
 23%|##2       | 176/781 [00:08<00:29, 20.23it/s]
 23%|##2       | 179/781 [00:08<00:29, 20.24it/s]
 23%|##3       | 182/781 [00:09<00:29, 20.18it/s]
 24%|##3       | 185/781 [00:09<00:29, 19.99it/s]
 24%|##3       | 187/781 [00:09<00:29, 19.96it/s]
 24%|##4       | 190/781 [00:09<00:29, 20.09it/s]
 25%|##4       | 193/781 [00:09<00:29, 20.01it/s]
 25%|##5       | 196/781 [00:09<00:29, 20.13it/s]
 25%|##5       | 199/781 [00:09<00:29, 19.82it/s]
 26%|##5       | 201/781 [00:10<00:29, 19.84it/s]
 26%|##5       | 203/781 [00:10<00:29, 19.68it/s]
 26%|##6       | 205/781 [00:10<00:29, 19.71it/s]
 27%|##6       | 207/781 [00:10<00:29, 19.53it/s]
 27%|##6       | 209/781 [00:10<00:29, 19.43it/s]
 27%|##7       | 211/781 [00:10<00:29, 19.38it/s]
 27%|##7       | 214/781 [00:10<00:29, 19.41it/s]
 28%|##7       | 216/781 [00:10<00:29, 19.39it/s]
 28%|##7       | 218/781 [00:10<00:29, 18.89it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.39it/s]
 28%|##8       | 222/781 [00:11<00:31, 17.92it/s]
 29%|##8       | 224/781 [00:11<00:31, 17.77it/s]
 29%|##8       | 226/781 [00:11<00:31, 17.74it/s]
 29%|##9       | 228/781 [00:11<00:31, 17.62it/s]
 29%|##9       | 230/781 [00:11<00:31, 17.54it/s]
 30%|##9       | 232/781 [00:11<00:31, 17.50it/s]
 30%|##9       | 234/781 [00:11<00:31, 17.60it/s]
 30%|###       | 236/781 [00:11<00:30, 17.62it/s]
 30%|###       | 238/781 [00:12<00:30, 17.66it/s]
 31%|###       | 240/781 [00:12<00:30, 17.70it/s]
 31%|###       | 242/781 [00:12<00:30, 17.63it/s]
 31%|###1      | 244/781 [00:12<00:30, 17.62it/s]
 31%|###1      | 246/781 [00:12<00:30, 17.64it/s]
 32%|###1      | 248/781 [00:12<00:30, 17.68it/s]
 32%|###2      | 250/781 [00:12<00:29, 17.78it/s]
 32%|###2      | 252/781 [00:12<00:29, 17.86it/s]
 33%|###2      | 254/781 [00:12<00:29, 17.97it/s]
 33%|###2      | 256/781 [00:13<00:29, 18.03it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.13it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.07it/s]
 34%|###3      | 262/781 [00:13<00:28, 18.15it/s]
 34%|###3      | 264/781 [00:13<00:28, 18.10it/s]
 34%|###4      | 266/781 [00:13<00:28, 18.05it/s]
 34%|###4      | 268/781 [00:13<00:28, 18.11it/s]
 35%|###4      | 270/781 [00:13<00:28, 18.19it/s]
 35%|###4      | 272/781 [00:13<00:27, 18.19it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.19it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.06it/s]
 36%|###5      | 278/781 [00:14<00:27, 18.13it/s]
 36%|###5      | 280/781 [00:14<00:27, 18.16it/s]
 36%|###6      | 282/781 [00:14<00:27, 18.17it/s]
 36%|###6      | 284/781 [00:14<00:27, 18.22it/s]
 37%|###6      | 286/781 [00:14<00:27, 18.19it/s]
 37%|###6      | 288/781 [00:14<00:27, 18.17it/s]
 37%|###7      | 290/781 [00:14<00:27, 18.12it/s]
 37%|###7      | 292/781 [00:15<00:27, 18.05it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.06it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.05it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.01it/s]
 38%|###8      | 300/781 [00:15<00:26, 17.82it/s]
 39%|###8      | 302/781 [00:15<00:27, 17.58it/s]
 39%|###8      | 304/781 [00:15<00:26, 17.70it/s]
 39%|###9      | 306/781 [00:15<00:26, 17.71it/s]
 39%|###9      | 308/781 [00:15<00:26, 17.83it/s]
 40%|###9      | 310/781 [00:16<00:26, 17.71it/s]
 40%|###9      | 312/781 [00:16<00:26, 17.69it/s]
 40%|####      | 314/781 [00:16<00:26, 17.67it/s]
 40%|####      | 316/781 [00:16<00:26, 17.76it/s]
 41%|####      | 318/781 [00:16<00:26, 17.76it/s]
 41%|####      | 320/781 [00:16<00:25, 17.92it/s]
 41%|####1     | 322/781 [00:16<00:25, 17.98it/s]
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 42%|####1     | 326/781 [00:16<00:25, 18.12it/s]
 42%|####1     | 328/781 [00:17<00:25, 17.97it/s]
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 44%|####4     | 344/781 [00:17<00:24, 17.69it/s]
 44%|####4     | 346/781 [00:18<00:33, 13.00it/s]
 45%|####4     | 348/781 [00:18<00:31, 13.93it/s]
 45%|####4     | 350/781 [00:18<00:28, 14.93it/s]
 45%|####5     | 352/781 [00:18<00:27, 15.49it/s]
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 47%|####6     | 366/781 [00:19<00:23, 17.72it/s]
 47%|####7     | 368/781 [00:19<00:23, 17.93it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.30it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.46it/s]
 48%|####7     | 374/781 [00:19<00:22, 17.93it/s]
 48%|####8     | 376/781 [00:19<00:22, 17.65it/s]
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 49%|####9     | 384/781 [00:20<00:22, 17.76it/s]
 49%|####9     | 386/781 [00:20<00:22, 17.77it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.38it/s]
 50%|#####     | 391/781 [00:20<00:20, 19.10it/s]
 50%|#####     | 393/781 [00:20<00:20, 19.16it/s]
 51%|#####     | 395/781 [00:20<00:20, 18.88it/s]
 51%|#####     | 397/781 [00:21<00:20, 18.71it/s]
 51%|#####1    | 399/781 [00:21<00:20, 18.45it/s]
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 60%|######    | 471/781 [00:25<00:17, 18.22it/s]
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 62%|######2   | 487/781 [00:26<00:16, 17.89it/s]
 63%|######2   | 489/781 [00:26<00:16, 17.88it/s]
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 69%|######9   | 542/781 [00:28<00:11, 20.00it/s]
 70%|######9   | 545/781 [00:29<00:11, 20.05it/s]
 70%|#######   | 548/781 [00:29<00:11, 19.87it/s]
 71%|#######   | 551/781 [00:29<00:11, 20.06it/s]
 71%|#######   | 554/781 [00:29<00:11, 19.98it/s]
 71%|#######1  | 556/781 [00:29<00:11, 19.88it/s]
 72%|#######1  | 559/781 [00:29<00:11, 20.06it/s]
 72%|#######1  | 562/781 [00:29<00:11, 19.87it/s]
 72%|#######2  | 564/781 [00:30<00:11, 19.65it/s]
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 73%|#######2  | 568/781 [00:30<00:11, 19.13it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.71it/s]
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100%|##########| 781/781 [00:42<00:00, 18.58it/s]




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 80%|########  | 126/157 [00:08<00:02, 15.38it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.23it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.29it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.41it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.52it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.50it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.57it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.60it/s]
 90%|######### | 142/157 [00:09<00:00, 15.53it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.58it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.56it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.51it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.48it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.23it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.25it/s]
 99%|#########9| 156/157 [00:10<00:00, 15.33it/s]
100%|##########| 157/157 [00:10<00:00, 15.60it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:44, 17.56it/s]
  1%|          | 4/781 [00:00<00:43, 17.79it/s]
  1%|          | 6/781 [00:00<00:43, 17.90it/s]
  1%|1         | 8/781 [00:00<00:43, 17.78it/s]
  1%|1         | 10/781 [00:00<00:43, 17.75it/s]
  2%|1         | 12/781 [00:00<00:43, 17.55it/s]
  2%|1         | 14/781 [00:00<00:43, 17.76it/s]
  2%|2         | 16/781 [00:00<00:42, 17.84it/s]
  2%|2         | 18/781 [00:01<00:42, 17.89it/s]
  3%|2         | 20/781 [00:01<00:42, 18.00it/s]
  3%|2         | 22/781 [00:01<00:41, 18.07it/s]
  3%|3         | 24/781 [00:01<00:42, 17.89it/s]
  3%|3         | 26/781 [00:01<00:42, 17.93it/s]
  4%|3         | 28/781 [00:01<00:42, 17.92it/s]
  4%|3         | 30/781 [00:01<00:42, 17.85it/s]
  4%|4         | 32/781 [00:01<00:42, 17.82it/s]
  4%|4         | 34/781 [00:01<00:42, 17.65it/s]
  5%|4         | 36/781 [00:02<00:42, 17.60it/s]
  5%|4         | 38/781 [00:02<00:42, 17.59it/s]
  5%|5         | 40/781 [00:02<00:41, 17.64it/s]
  5%|5         | 42/781 [00:02<00:41, 17.66it/s]
  6%|5         | 44/781 [00:02<00:41, 17.62it/s]
  6%|5         | 46/781 [00:02<00:41, 17.79it/s]
  6%|6         | 48/781 [00:02<00:40, 17.91it/s]
  6%|6         | 50/781 [00:02<00:40, 18.04it/s]
  7%|6         | 52/781 [00:02<00:40, 17.93it/s]
  7%|6         | 54/781 [00:03<00:40, 17.91it/s]
  7%|7         | 56/781 [00:03<00:40, 17.91it/s]
  7%|7         | 58/781 [00:03<00:40, 17.83it/s]
  8%|7         | 60/781 [00:03<00:40, 17.94it/s]
  8%|7         | 62/781 [00:03<00:39, 18.00it/s]
  8%|8         | 64/781 [00:03<00:39, 18.10it/s]
  8%|8         | 66/781 [00:03<00:39, 18.15it/s]
  9%|8         | 68/781 [00:03<00:39, 18.15it/s]
  9%|8         | 70/781 [00:03<00:39, 18.18it/s]
  9%|9         | 72/781 [00:04<00:38, 18.18it/s]
  9%|9         | 74/781 [00:04<00:38, 18.21it/s]
 10%|9         | 76/781 [00:04<00:38, 18.13it/s]
 10%|9         | 78/781 [00:04<00:39, 17.95it/s]
 10%|#         | 80/781 [00:04<00:39, 17.84it/s]
 10%|#         | 82/781 [00:04<00:39, 17.75it/s]
 11%|#         | 84/781 [00:04<00:39, 17.73it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.64it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.80it/s]
 12%|#1        | 90/781 [00:05<00:38, 17.93it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.98it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.91it/s]
 12%|#2        | 96/781 [00:05<00:38, 18.01it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.94it/s]
 13%|#2        | 100/781 [00:05<00:54, 12.56it/s]
 13%|#3        | 102/781 [00:05<00:49, 13.81it/s]
 13%|#3        | 104/781 [00:05<00:45, 14.88it/s]
 14%|#3        | 106/781 [00:06<00:43, 15.42it/s]
 14%|#3        | 108/781 [00:06<00:41, 16.09it/s]
 14%|#4        | 110/781 [00:06<00:40, 16.67it/s]
 14%|#4        | 112/781 [00:06<00:39, 17.09it/s]
 15%|#4        | 114/781 [00:06<00:38, 17.43it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.64it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.52it/s]
 15%|#5        | 120/781 [00:06<00:37, 17.54it/s]
 16%|#5        | 122/781 [00:06<00:37, 17.55it/s]
 16%|#5        | 124/781 [00:07<00:37, 17.39it/s]
 16%|#6        | 126/781 [00:07<00:38, 17.22it/s]
 16%|#6        | 128/781 [00:07<00:37, 17.45it/s]
 17%|#6        | 130/781 [00:07<00:37, 17.52it/s]
 17%|#6        | 132/781 [00:07<00:37, 17.49it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.63it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.66it/s]
 18%|#7        | 138/781 [00:07<00:36, 17.79it/s]
 18%|#7        | 140/781 [00:08<00:35, 17.87it/s]
 18%|#8        | 142/781 [00:08<00:35, 17.92it/s]
 18%|#8        | 144/781 [00:08<00:35, 18.01it/s]
 19%|#8        | 146/781 [00:08<00:35, 18.07it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.09it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.12it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.13it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.15it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.19it/s]
 20%|##        | 158/781 [00:08<00:34, 18.08it/s]
 20%|##        | 160/781 [00:09<00:34, 18.12it/s]
 21%|##        | 162/781 [00:09<00:34, 18.14it/s]
 21%|##        | 164/781 [00:09<00:34, 18.14it/s]
 21%|##1       | 166/781 [00:09<00:34, 18.01it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.77it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.77it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.85it/s]
 22%|##2       | 174/781 [00:09<00:33, 17.94it/s]
 23%|##2       | 176/781 [00:10<00:33, 17.82it/s]
 23%|##2       | 178/781 [00:10<00:33, 17.85it/s]
 23%|##3       | 180/781 [00:10<00:33, 18.00it/s]
 23%|##3       | 182/781 [00:10<00:33, 18.08it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.15it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.15it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.17it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.20it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.20it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.20it/s]
 25%|##5       | 196/781 [00:11<00:32, 18.20it/s]
 25%|##5       | 198/781 [00:11<00:32, 18.14it/s]
 26%|##5       | 200/781 [00:11<00:31, 18.16it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.11it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.03it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.01it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.01it/s]
 27%|##6       | 210/781 [00:11<00:31, 17.97it/s]
 27%|##7       | 212/781 [00:11<00:31, 17.98it/s]
 27%|##7       | 214/781 [00:12<00:31, 18.04it/s]
 28%|##7       | 216/781 [00:12<00:31, 17.83it/s]
 28%|##7       | 218/781 [00:12<00:31, 17.96it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.96it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.91it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.94it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.10it/s]
 29%|##9       | 228/781 [00:12<00:30, 17.88it/s]
 29%|##9       | 230/781 [00:13<00:31, 17.70it/s]
 30%|##9       | 232/781 [00:13<00:31, 17.64it/s]
 30%|##9       | 234/781 [00:13<00:30, 17.82it/s]
 30%|###       | 236/781 [00:13<00:30, 17.82it/s]
 30%|###       | 238/781 [00:13<00:30, 17.65it/s]
 31%|###       | 240/781 [00:13<00:30, 17.55it/s]
 31%|###       | 242/781 [00:13<00:30, 17.42it/s]
 31%|###1      | 244/781 [00:13<00:30, 17.47it/s]
 31%|###1      | 246/781 [00:13<00:30, 17.51it/s]
 32%|###1      | 248/781 [00:14<00:30, 17.69it/s]
 32%|###2      | 250/781 [00:14<00:29, 17.77it/s]
 32%|###2      | 252/781 [00:14<00:29, 17.76it/s]
 33%|###2      | 254/781 [00:14<00:29, 17.57it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.72it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.78it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.95it/s]
 34%|###3      | 262/781 [00:14<00:29, 17.84it/s]
 34%|###3      | 264/781 [00:14<00:28, 17.90it/s]
 34%|###4      | 266/781 [00:15<00:28, 17.79it/s]
 34%|###4      | 268/781 [00:15<00:28, 17.76it/s]
 35%|###4      | 270/781 [00:15<00:28, 17.68it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.90it/s]
 35%|###5      | 274/781 [00:15<00:28, 18.00it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.83it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.81it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.70it/s]
 36%|###6      | 282/781 [00:15<00:28, 17.81it/s]
 36%|###6      | 284/781 [00:16<00:27, 17.84it/s]
 37%|###6      | 286/781 [00:16<00:28, 17.60it/s]
 37%|###6      | 288/781 [00:16<00:27, 17.71it/s]
 37%|###7      | 290/781 [00:16<00:27, 17.74it/s]
 37%|###7      | 292/781 [00:16<00:27, 17.84it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.82it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.88it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.71it/s]
 38%|###8      | 300/781 [00:16<00:27, 17.80it/s]
 39%|###8      | 302/781 [00:17<00:26, 17.89it/s]
 39%|###8      | 304/781 [00:17<00:26, 17.96it/s]
 39%|###9      | 306/781 [00:17<00:26, 17.91it/s]
 39%|###9      | 308/781 [00:17<00:27, 17.49it/s]
 40%|###9      | 310/781 [00:17<00:26, 17.60it/s]
 40%|###9      | 312/781 [00:17<00:26, 17.77it/s]
 40%|####      | 314/781 [00:17<00:26, 17.83it/s]
 40%|####      | 316/781 [00:17<00:26, 17.85it/s]
 41%|####      | 318/781 [00:17<00:26, 17.65it/s]
 41%|####      | 320/781 [00:18<00:26, 17.69it/s]
 41%|####1     | 322/781 [00:18<00:25, 17.83it/s]
 41%|####1     | 324/781 [00:18<00:25, 17.94it/s]
 42%|####1     | 326/781 [00:18<00:25, 17.90it/s]
 42%|####1     | 328/781 [00:18<00:25, 18.04it/s]
 42%|####2     | 330/781 [00:18<00:25, 17.68it/s]
 43%|####2     | 332/781 [00:18<00:25, 17.86it/s]
 43%|####2     | 334/781 [00:18<00:24, 17.96it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.04it/s]
 43%|####3     | 338/781 [00:19<00:24, 17.72it/s]
 44%|####3     | 340/781 [00:19<00:24, 17.80it/s]
 44%|####3     | 342/781 [00:19<00:24, 17.91it/s]
 44%|####4     | 344/781 [00:19<00:24, 17.99it/s]
 44%|####4     | 346/781 [00:19<00:24, 17.92it/s]
 45%|####4     | 348/781 [00:19<00:24, 17.99it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.02it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.01it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.04it/s]
 46%|####5     | 356/781 [00:20<00:23, 18.11it/s]
 46%|####5     | 358/781 [00:20<00:23, 18.02it/s]
 46%|####6     | 360/781 [00:20<00:23, 18.10it/s]
 46%|####6     | 362/781 [00:20<00:23, 18.11it/s]
 47%|####6     | 364/781 [00:20<00:22, 18.14it/s]
 47%|####6     | 366/781 [00:20<00:22, 18.20it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.20it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.13it/s]
 48%|####7     | 372/781 [00:20<00:22, 17.94it/s]
 48%|####7     | 374/781 [00:21<00:22, 17.75it/s]
 48%|####8     | 376/781 [00:21<00:22, 17.76it/s]
 48%|####8     | 378/781 [00:21<00:22, 17.76it/s]
 49%|####8     | 380/781 [00:21<00:22, 17.79it/s]
 49%|####8     | 382/781 [00:21<00:22, 17.58it/s]
 49%|####9     | 384/781 [00:21<00:22, 17.62it/s]
 49%|####9     | 386/781 [00:21<00:22, 17.62it/s]
 50%|####9     | 388/781 [00:21<00:22, 17.79it/s]
 50%|####9     | 390/781 [00:21<00:21, 17.81it/s]
 50%|#####     | 392/781 [00:22<00:21, 17.92it/s]
 50%|#####     | 394/781 [00:22<00:21, 17.96it/s]
 51%|#####     | 396/781 [00:22<00:21, 18.02it/s]
 51%|#####     | 398/781 [00:22<00:21, 18.12it/s]
 51%|#####1    | 400/781 [00:22<00:21, 18.13it/s]
 51%|#####1    | 402/781 [00:22<00:21, 18.04it/s]
 52%|#####1    | 404/781 [00:22<00:20, 18.10it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.10it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.01it/s]
 52%|#####2    | 410/781 [00:23<00:20, 17.90it/s]
 53%|#####2    | 412/781 [00:23<00:20, 17.87it/s]
 53%|#####3    | 414/781 [00:23<00:20, 17.98it/s]
 53%|#####3    | 416/781 [00:23<00:20, 18.04it/s]
 54%|#####3    | 418/781 [00:23<00:20, 17.99it/s]
 54%|#####3    | 420/781 [00:23<00:20, 17.99it/s]
 54%|#####4    | 422/781 [00:23<00:20, 17.93it/s]
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 55%|#####4    | 426/781 [00:23<00:19, 17.94it/s]
 55%|#####4    | 428/781 [00:24<00:19, 17.91it/s]
 55%|#####5    | 430/781 [00:24<00:19, 17.94it/s]
 55%|#####5    | 432/781 [00:24<00:19, 17.97it/s]
 56%|#####5    | 434/781 [00:24<00:19, 17.82it/s]
 56%|#####5    | 436/781 [00:24<00:19, 17.84it/s]
 56%|#####6    | 438/781 [00:24<00:19, 17.90it/s]
 56%|#####6    | 440/781 [00:24<00:19, 17.92it/s]
 57%|#####6    | 442/781 [00:24<00:18, 17.91it/s]
 57%|#####6    | 444/781 [00:24<00:19, 17.73it/s]
 57%|#####7    | 446/781 [00:25<00:18, 17.76it/s]
 57%|#####7    | 448/781 [00:25<00:18, 17.75it/s]
 58%|#####7    | 450/781 [00:25<00:18, 17.73it/s]
 58%|#####7    | 452/781 [00:25<00:18, 17.76it/s]
 58%|#####8    | 454/781 [00:25<00:18, 17.91it/s]
 58%|#####8    | 456/781 [00:25<00:18, 17.46it/s]
 59%|#####8    | 458/781 [00:25<00:18, 17.57it/s]
 59%|#####8    | 460/781 [00:25<00:18, 17.62it/s]
 59%|#####9    | 462/781 [00:26<00:18, 17.53it/s]
 59%|#####9    | 464/781 [00:26<00:17, 17.63it/s]
 60%|#####9    | 466/781 [00:26<00:17, 17.65it/s]
 60%|#####9    | 468/781 [00:26<00:17, 17.91it/s]
 60%|######    | 470/781 [00:26<00:17, 18.13it/s]
 60%|######    | 472/781 [00:26<00:16, 18.19it/s]
 61%|######    | 474/781 [00:26<00:16, 18.33it/s]
 61%|######    | 476/781 [00:26<00:16, 18.64it/s]
 61%|######1   | 478/781 [00:26<00:16, 18.09it/s]
 61%|######1   | 480/781 [00:26<00:16, 18.55it/s]
 62%|######1   | 482/781 [00:27<00:15, 18.86it/s]
 62%|######1   | 484/781 [00:27<00:15, 19.04it/s]
 62%|######2   | 486/781 [00:27<00:15, 18.68it/s]
 62%|######2   | 488/781 [00:27<00:15, 18.33it/s]
 63%|######2   | 490/781 [00:27<00:16, 17.84it/s]
 63%|######2   | 492/781 [00:27<00:16, 17.77it/s]
 63%|######3   | 494/781 [00:27<00:16, 17.79it/s]
 64%|######3   | 496/781 [00:27<00:16, 17.76it/s]
 64%|######3   | 498/781 [00:27<00:15, 17.77it/s]
 64%|######4   | 500/781 [00:28<00:15, 17.76it/s]
 64%|######4   | 502/781 [00:28<00:15, 17.85it/s]
 65%|######4   | 504/781 [00:28<00:15, 17.86it/s]
 65%|######4   | 506/781 [00:28<00:15, 17.90it/s]
 65%|######5   | 508/781 [00:28<00:15, 17.93it/s]
 65%|######5   | 510/781 [00:28<00:15, 18.00it/s]
 66%|######5   | 512/781 [00:28<00:14, 18.07it/s]
 66%|######5   | 514/781 [00:28<00:14, 18.14it/s]
 66%|######6   | 516/781 [00:28<00:14, 18.08it/s]
 66%|######6   | 518/781 [00:29<00:14, 18.01it/s]
 67%|######6   | 520/781 [00:29<00:14, 18.11it/s]
 67%|######6   | 522/781 [00:29<00:14, 18.16it/s]
 67%|######7   | 524/781 [00:29<00:14, 18.08it/s]
 67%|######7   | 526/781 [00:29<00:14, 18.01it/s]
 68%|######7   | 528/781 [00:29<00:13, 18.09it/s]
 68%|######7   | 530/781 [00:29<00:13, 17.99it/s]
 68%|######8   | 532/781 [00:29<00:14, 17.51it/s]
 68%|######8   | 534/781 [00:29<00:13, 17.65it/s]
 69%|######8   | 536/781 [00:30<00:13, 17.74it/s]
 69%|######8   | 538/781 [00:30<00:13, 17.80it/s]
 69%|######9   | 540/781 [00:30<00:13, 17.91it/s]
 69%|######9   | 542/781 [00:30<00:13, 17.89it/s]
 70%|######9   | 544/781 [00:30<00:13, 17.98it/s]
 70%|######9   | 546/781 [00:30<00:13, 18.00it/s]
 70%|#######   | 548/781 [00:30<00:12, 17.98it/s]
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100%|##########| 781/781 [00:43<00:00, 17.86it/s]




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Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.36s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.36s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.36s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.36s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.36s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.35s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.35s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.35s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.35s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.30s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.31s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:07<00:00,  7.25s/it]
100%|##########| 1/1 [00:07<00:00,  7.25s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:12, 12.76it/s]
  3%|2         | 4/157 [00:00<00:11, 13.10it/s]
  4%|3         | 6/157 [00:00<00:11, 13.37it/s]
  5%|5         | 8/157 [00:00<00:11, 13.51it/s]
  6%|6         | 10/157 [00:00<00:10, 13.51it/s]
  8%|7         | 12/157 [00:00<00:10, 13.75it/s]
  9%|8         | 14/157 [00:01<00:10, 13.54it/s]
 10%|#         | 16/157 [00:01<00:10, 13.67it/s]
 11%|#1        | 18/157 [00:01<00:10, 13.64it/s]
 13%|#2        | 20/157 [00:01<00:10, 13.68it/s]
 14%|#4        | 22/157 [00:01<00:09, 13.64it/s]
 15%|#5        | 24/157 [00:01<00:09, 13.77it/s]
 17%|#6        | 26/157 [00:01<00:09, 13.87it/s]
 18%|#7        | 28/157 [00:02<00:09, 13.96it/s]
 19%|#9        | 30/157 [00:02<00:09, 14.02it/s]
 20%|##        | 32/157 [00:02<00:08, 14.02it/s]
 22%|##1       | 34/157 [00:02<00:08, 13.87it/s]
 23%|##2       | 36/157 [00:02<00:08, 13.89it/s]
 24%|##4       | 38/157 [00:02<00:08, 13.91it/s]
 25%|##5       | 40/157 [00:02<00:08, 13.77it/s]
 27%|##6       | 42/157 [00:03<00:08, 13.49it/s]
 28%|##8       | 44/157 [00:03<00:08, 13.54it/s]
 29%|##9       | 46/157 [00:03<00:08, 13.47it/s]
 31%|###       | 48/157 [00:03<00:07, 13.63it/s]
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 33%|###3      | 52/157 [00:03<00:07, 13.67it/s]
 34%|###4      | 54/157 [00:03<00:07, 13.77it/s]
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 38%|###8      | 60/157 [00:04<00:07, 13.75it/s]
 39%|###9      | 62/157 [00:04<00:06, 13.64it/s]
 41%|####      | 64/157 [00:04<00:06, 13.70it/s]
 42%|####2     | 66/157 [00:04<00:06, 13.77it/s]
 43%|####3     | 68/157 [00:04<00:06, 13.74it/s]
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 48%|####8     | 76/157 [00:05<00:05, 13.74it/s]
 50%|####9     | 78/157 [00:05<00:05, 13.91it/s]
 51%|#####     | 80/157 [00:05<00:05, 13.95it/s]
 52%|#####2    | 82/157 [00:05<00:05, 13.91it/s]
 54%|#####3    | 84/157 [00:06<00:05, 13.88it/s]
 55%|#####4    | 86/157 [00:06<00:05, 13.84it/s]
 56%|#####6    | 88/157 [00:06<00:04, 13.92it/s]
 57%|#####7    | 90/157 [00:06<00:04, 13.96it/s]
 59%|#####8    | 92/157 [00:06<00:04, 13.91it/s]
 60%|#####9    | 94/157 [00:06<00:04, 13.97it/s]
 61%|######1   | 96/157 [00:06<00:04, 13.97it/s]
 62%|######2   | 98/157 [00:07<00:04, 13.93it/s]
 64%|######3   | 100/157 [00:07<00:04, 13.97it/s]
 65%|######4   | 102/157 [00:07<00:03, 14.02it/s]
 66%|######6   | 104/157 [00:07<00:03, 13.97it/s]
 68%|######7   | 106/157 [00:07<00:03, 13.89it/s]
 69%|######8   | 108/157 [00:07<00:03, 13.85it/s]
 70%|#######   | 110/157 [00:07<00:03, 13.84it/s]
 71%|#######1  | 112/157 [00:08<00:03, 13.72it/s]
 73%|#######2  | 114/157 [00:08<00:03, 13.71it/s]
 74%|#######3  | 116/157 [00:08<00:02, 13.79it/s]
 75%|#######5  | 118/157 [00:08<00:02, 13.87it/s]
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 78%|#######7  | 122/157 [00:08<00:02, 13.97it/s]
 79%|#######8  | 124/157 [00:08<00:02, 13.96it/s]
 80%|########  | 126/157 [00:09<00:02, 14.01it/s]
 82%|########1 | 128/157 [00:09<00:02, 13.92it/s]
 83%|########2 | 130/157 [00:09<00:01, 13.89it/s]
 84%|########4 | 132/157 [00:09<00:01, 13.87it/s]
 85%|########5 | 134/157 [00:09<00:01, 13.87it/s]
 87%|########6 | 136/157 [00:09<00:01, 13.85it/s]
 88%|########7 | 138/157 [00:10<00:01, 13.84it/s]
 89%|########9 | 140/157 [00:10<00:01, 13.93it/s]
 90%|######### | 142/157 [00:10<00:01, 13.94it/s]
 92%|#########1| 144/157 [00:10<00:00, 13.86it/s]
 93%|#########2| 146/157 [00:10<00:00, 13.97it/s]
 94%|#########4| 148/157 [00:10<00:00, 13.95it/s]
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 99%|#########9| 156/157 [00:11<00:00, 13.78it/s]
100%|##########| 157/157 [00:11<00:00, 13.86it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:43, 17.81it/s]
  1%|          | 4/781 [00:00<00:43, 17.87it/s]
  1%|          | 6/781 [00:00<00:43, 17.96it/s]
  1%|1         | 8/781 [00:00<00:42, 18.04it/s]
  1%|1         | 10/781 [00:00<00:42, 18.05it/s]
  2%|1         | 12/781 [00:00<00:43, 17.86it/s]
  2%|1         | 14/781 [00:00<00:42, 18.00it/s]
  2%|2         | 16/781 [00:00<00:42, 18.07it/s]
  2%|2         | 18/781 [00:01<00:42, 17.80it/s]
  3%|2         | 20/781 [00:01<00:42, 17.71it/s]
  3%|2         | 22/781 [00:01<00:43, 17.32it/s]
  3%|3         | 24/781 [00:01<00:43, 17.30it/s]
  3%|3         | 26/781 [00:01<00:43, 17.46it/s]
  4%|3         | 28/781 [00:01<00:42, 17.71it/s]
  4%|3         | 30/781 [00:01<00:41, 18.16it/s]
  4%|4         | 32/781 [00:01<00:40, 18.50it/s]
  4%|4         | 34/781 [00:01<00:40, 18.40it/s]
  5%|4         | 36/781 [00:01<00:39, 18.65it/s]
  5%|4         | 38/781 [00:02<00:40, 18.16it/s]
  5%|5         | 40/781 [00:02<00:41, 17.67it/s]
  5%|5         | 42/781 [00:02<00:41, 17.66it/s]
  6%|5         | 44/781 [00:02<00:41, 17.68it/s]
  6%|5         | 46/781 [00:02<00:41, 17.78it/s]
  6%|6         | 48/781 [00:02<00:40, 17.88it/s]
  6%|6         | 50/781 [00:02<00:40, 18.24it/s]
  7%|6         | 52/781 [00:02<00:40, 18.09it/s]
  7%|6         | 54/781 [00:03<00:39, 18.33it/s]
  7%|7         | 56/781 [00:03<00:40, 17.98it/s]
  7%|7         | 58/781 [00:03<00:40, 17.79it/s]
  8%|7         | 60/781 [00:03<00:40, 17.75it/s]
  8%|7         | 62/781 [00:03<00:41, 17.37it/s]
  8%|8         | 64/781 [00:03<00:41, 17.34it/s]
  8%|8         | 66/781 [00:03<00:39, 17.94it/s]
  9%|8         | 69/781 [00:03<00:37, 18.75it/s]
  9%|9         | 71/781 [00:03<00:38, 18.46it/s]
  9%|9         | 73/781 [00:04<00:38, 18.52it/s]
 10%|9         | 75/781 [00:04<00:38, 18.13it/s]
 10%|9         | 77/781 [00:04<00:38, 18.29it/s]
 10%|#         | 79/781 [00:04<00:38, 18.32it/s]
 10%|#         | 81/781 [00:04<00:38, 18.13it/s]
 11%|#         | 83/781 [00:04<00:38, 17.97it/s]
 11%|#         | 85/781 [00:04<00:38, 18.12it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.65it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.85it/s]
 12%|#1        | 92/781 [00:05<00:36, 19.13it/s]
 12%|#2        | 95/781 [00:05<00:35, 19.53it/s]
 13%|#2        | 98/781 [00:05<00:34, 19.83it/s]
 13%|#2        | 101/781 [00:05<00:34, 19.99it/s]
 13%|#3        | 104/781 [00:05<00:33, 20.22it/s]
 14%|#3        | 107/781 [00:05<00:33, 20.12it/s]
 14%|#4        | 110/781 [00:05<00:33, 20.09it/s]
 14%|#4        | 113/781 [00:06<00:33, 20.13it/s]
 15%|#4        | 116/781 [00:06<00:32, 20.23it/s]
 15%|#5        | 119/781 [00:06<00:32, 20.25it/s]
 16%|#5        | 122/781 [00:06<00:32, 20.24it/s]
 16%|#6        | 125/781 [00:06<00:32, 20.13it/s]
 16%|#6        | 128/781 [00:06<00:32, 20.27it/s]
 17%|#6        | 131/781 [00:07<00:32, 20.26it/s]
 17%|#7        | 134/781 [00:07<00:32, 20.05it/s]
 18%|#7        | 137/781 [00:07<00:31, 20.21it/s]
 18%|#7        | 140/781 [00:07<00:31, 20.30it/s]
 18%|#8        | 143/781 [00:07<00:31, 20.41it/s]
 19%|#8        | 146/781 [00:07<00:30, 20.49it/s]
 19%|#9        | 149/781 [00:07<00:30, 20.40it/s]
 19%|#9        | 152/781 [00:08<00:30, 20.45it/s]
 20%|#9        | 155/781 [00:08<00:30, 20.26it/s]
 20%|##        | 158/781 [00:08<00:31, 19.94it/s]
 20%|##        | 160/781 [00:08<00:31, 19.65it/s]
 21%|##        | 162/781 [00:08<00:31, 19.39it/s]
 21%|##        | 164/781 [00:08<00:31, 19.37it/s]
 21%|##1       | 167/781 [00:08<00:31, 19.47it/s]
 22%|##1       | 169/781 [00:08<00:32, 18.91it/s]
 22%|##1       | 171/781 [00:09<00:31, 19.16it/s]
 22%|##2       | 173/781 [00:09<00:32, 18.64it/s]
 22%|##2       | 175/781 [00:09<00:32, 18.43it/s]
 23%|##2       | 177/781 [00:09<00:34, 17.45it/s]
 23%|##2       | 179/781 [00:09<00:34, 17.48it/s]
 23%|##3       | 181/781 [00:09<00:33, 17.70it/s]
 23%|##3       | 183/781 [00:09<00:33, 17.68it/s]
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 24%|##3       | 187/781 [00:09<00:33, 17.95it/s]
 24%|##4       | 189/781 [00:10<00:32, 18.42it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.09it/s]
 25%|##4       | 195/781 [00:10<00:30, 19.50it/s]
 25%|##5       | 197/781 [00:10<00:30, 19.35it/s]
 25%|##5       | 199/781 [00:10<00:30, 19.16it/s]
 26%|##5       | 201/781 [00:10<00:29, 19.36it/s]
 26%|##5       | 203/781 [00:10<00:30, 18.91it/s]
 26%|##6       | 205/781 [00:10<00:31, 18.42it/s]
 27%|##6       | 207/781 [00:10<00:31, 18.15it/s]
 27%|##6       | 209/781 [00:11<00:32, 17.66it/s]
 27%|##7       | 211/781 [00:11<00:32, 17.45it/s]
 27%|##7       | 213/781 [00:11<00:32, 17.38it/s]
 28%|##7       | 215/781 [00:11<00:32, 17.32it/s]
 28%|##7       | 217/781 [00:11<00:32, 17.28it/s]
 28%|##8       | 219/781 [00:11<00:32, 17.44it/s]
 28%|##8       | 221/781 [00:11<00:32, 17.50it/s]
 29%|##8       | 223/781 [00:11<00:31, 17.58it/s]
 29%|##8       | 225/781 [00:12<00:31, 17.64it/s]
 29%|##9       | 227/781 [00:12<00:31, 17.63it/s]
 29%|##9       | 229/781 [00:12<00:31, 17.39it/s]
 30%|##9       | 231/781 [00:12<00:31, 17.30it/s]
 30%|##9       | 233/781 [00:12<00:31, 17.33it/s]
 30%|###       | 235/781 [00:12<00:31, 17.48it/s]
 30%|###       | 237/781 [00:12<00:31, 17.31it/s]
 31%|###       | 239/781 [00:12<00:31, 17.39it/s]
 31%|###       | 241/781 [00:12<00:31, 17.42it/s]
 31%|###1      | 243/781 [00:13<00:30, 17.71it/s]
 31%|###1      | 245/781 [00:13<00:30, 17.66it/s]
 32%|###1      | 247/781 [00:13<00:30, 17.69it/s]
 32%|###1      | 249/781 [00:13<00:30, 17.66it/s]
 32%|###2      | 251/781 [00:13<00:29, 17.98it/s]
 32%|###2      | 253/781 [00:13<00:28, 18.30it/s]
 33%|###2      | 255/781 [00:13<00:28, 18.39it/s]
 33%|###2      | 257/781 [00:13<00:28, 18.71it/s]
 33%|###3      | 259/781 [00:13<00:28, 18.60it/s]
 33%|###3      | 261/781 [00:14<00:27, 18.67it/s]
 34%|###3      | 263/781 [00:14<00:27, 18.90it/s]
 34%|###3      | 265/781 [00:14<00:27, 19.07it/s]
 34%|###4      | 267/781 [00:14<00:26, 19.23it/s]
 34%|###4      | 269/781 [00:14<00:26, 19.01it/s]
 35%|###4      | 271/781 [00:14<00:26, 19.11it/s]
 35%|###4      | 273/781 [00:14<00:26, 19.26it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.66it/s]
 36%|###5      | 279/781 [00:14<00:25, 19.65it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.88it/s]
 36%|###6      | 285/781 [00:15<00:24, 20.13it/s]
 37%|###6      | 288/781 [00:15<00:24, 20.03it/s]
 37%|###7      | 291/781 [00:15<00:24, 20.22it/s]
 38%|###7      | 294/781 [00:15<00:24, 20.26it/s]
 38%|###8      | 297/781 [00:15<00:23, 20.38it/s]
 38%|###8      | 300/781 [00:15<00:23, 20.35it/s]
 39%|###8      | 303/781 [00:16<00:23, 20.22it/s]
 39%|###9      | 306/781 [00:16<00:23, 20.28it/s]
 40%|###9      | 309/781 [00:16<00:23, 20.07it/s]
 40%|###9      | 312/781 [00:16<00:23, 20.05it/s]
 40%|####      | 315/781 [00:16<00:23, 20.01it/s]
 41%|####      | 318/781 [00:16<00:22, 20.20it/s]
 41%|####1     | 321/781 [00:17<00:22, 20.31it/s]
 41%|####1     | 324/781 [00:17<00:22, 20.27it/s]
 42%|####1     | 327/781 [00:17<00:22, 20.03it/s]
 42%|####2     | 330/781 [00:17<00:22, 20.00it/s]
 43%|####2     | 333/781 [00:17<00:22, 20.13it/s]
 43%|####3     | 336/781 [00:17<00:21, 20.31it/s]
 43%|####3     | 339/781 [00:17<00:21, 20.38it/s]
 44%|####3     | 342/781 [00:18<00:21, 20.37it/s]
 44%|####4     | 345/781 [00:18<00:21, 20.39it/s]
 45%|####4     | 348/781 [00:18<00:21, 20.37it/s]
 45%|####4     | 351/781 [00:18<00:21, 20.44it/s]
 45%|####5     | 354/781 [00:18<00:20, 20.46it/s]
 46%|####5     | 357/781 [00:18<00:20, 20.49it/s]
 46%|####6     | 360/781 [00:18<00:20, 20.30it/s]
 46%|####6     | 363/781 [00:19<00:20, 20.15it/s]
 47%|####6     | 366/781 [00:19<00:20, 20.15it/s]
 47%|####7     | 369/781 [00:19<00:20, 20.14it/s]
 48%|####7     | 372/781 [00:19<00:20, 20.13it/s]
 48%|####8     | 375/781 [00:19<00:20, 20.16it/s]
 48%|####8     | 378/781 [00:19<00:19, 20.27it/s]
 49%|####8     | 381/781 [00:19<00:19, 20.31it/s]
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 50%|####9     | 387/781 [00:20<00:19, 20.45it/s]
 50%|####9     | 390/781 [00:20<00:19, 20.53it/s]
 50%|#####     | 393/781 [00:20<00:18, 20.54it/s]
 51%|#####     | 396/781 [00:20<00:18, 20.40it/s]
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100%|#########9| 780/781 [00:41<00:00, 17.67it/s]
100%|##########| 781/781 [00:41<00:00, 18.61it/s]




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Validation Progress:  57%|#####6    | 25/44 [00:30<00:23,  1.25s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.24s/it]
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Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
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Validation Progress:  64%|######3   | 28/44 [00:34<00:19,  1.24s/it]
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Validation Progress:  64%|######3   | 28/44 [00:34<00:19,  1.25s/it]
Validation Progress:  66%|######5   | 29/44 [00:35<00:18,  1.26s/it]
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Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.26s/it]
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Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.26s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.26s/it]
Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.26s/it]
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Validation Progress:  70%|#######   | 31/44 [00:37<00:16,  1.27s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:14,  1.25s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.24s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.30s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
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Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
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Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.33s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.33s/it]
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Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.33s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
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Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]

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100%|##########| 1/1 [00:07<00:00,  7.87s/it]

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100%|##########| 157/157 [00:09<00:00, 15.79it/s]

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 31%|###       | 242/781 [00:12<00:31, 17.25it/s]
 31%|###1      | 244/781 [00:12<00:31, 17.32it/s]
 31%|###1      | 246/781 [00:12<00:30, 17.42it/s]
 32%|###1      | 248/781 [00:12<00:30, 17.51it/s]
 32%|###2      | 250/781 [00:12<00:30, 17.68it/s]
 32%|###2      | 252/781 [00:13<00:29, 17.85it/s]
 33%|###2      | 254/781 [00:13<00:29, 17.89it/s]
 33%|###2      | 256/781 [00:13<00:29, 17.94it/s]
 33%|###3      | 258/781 [00:13<00:29, 17.80it/s]
 33%|###3      | 260/781 [00:13<00:29, 17.95it/s]
 34%|###3      | 262/781 [00:13<00:28, 17.91it/s]
 34%|###3      | 264/781 [00:13<00:28, 18.00it/s]
 34%|###4      | 266/781 [00:13<00:28, 18.09it/s]
 34%|###4      | 268/781 [00:13<00:28, 17.99it/s]
 35%|###4      | 270/781 [00:14<00:28, 17.97it/s]
 35%|###4      | 272/781 [00:14<00:28, 17.80it/s]
 35%|###5      | 274/781 [00:14<00:28, 17.67it/s]
 35%|###5      | 276/781 [00:14<00:28, 17.70it/s]
 36%|###5      | 278/781 [00:14<00:28, 17.63it/s]
 36%|###5      | 280/781 [00:14<00:28, 17.58it/s]
 36%|###6      | 282/781 [00:14<00:28, 17.63it/s]
 36%|###6      | 284/781 [00:14<00:27, 17.79it/s]
 37%|###6      | 286/781 [00:14<00:27, 17.81it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.71it/s]
 37%|###7      | 290/781 [00:15<00:27, 17.74it/s]
 37%|###7      | 292/781 [00:15<00:27, 17.81it/s]
 38%|###7      | 294/781 [00:15<00:27, 17.79it/s]
 38%|###7      | 296/781 [00:15<00:27, 17.78it/s]
 38%|###8      | 298/781 [00:15<00:27, 17.72it/s]
 38%|###8      | 300/781 [00:15<00:26, 17.98it/s]
 39%|###8      | 302/781 [00:15<00:26, 17.76it/s]
 39%|###8      | 304/781 [00:15<00:26, 17.75it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.88it/s]
 39%|###9      | 308/781 [00:16<00:26, 17.75it/s]
 40%|###9      | 310/781 [00:16<00:26, 17.83it/s]
 40%|###9      | 312/781 [00:16<00:25, 18.07it/s]
 40%|####      | 314/781 [00:16<00:26, 17.81it/s]
 40%|####      | 316/781 [00:16<00:26, 17.49it/s]
 41%|####      | 318/781 [00:16<00:26, 17.74it/s]
 41%|####      | 320/781 [00:16<00:25, 17.94it/s]
 41%|####1     | 322/781 [00:16<00:25, 17.91it/s]
 41%|####1     | 324/781 [00:17<00:25, 17.79it/s]
 42%|####1     | 326/781 [00:17<00:25, 17.79it/s]
 42%|####1     | 328/781 [00:17<00:25, 17.74it/s]
 42%|####2     | 330/781 [00:17<00:25, 17.85it/s]
 43%|####2     | 332/781 [00:17<00:25, 17.88it/s]
 43%|####2     | 334/781 [00:17<00:24, 17.99it/s]
 43%|####3     | 336/781 [00:17<00:24, 17.90it/s]
 43%|####3     | 338/781 [00:17<00:24, 17.92it/s]
 44%|####3     | 340/781 [00:17<00:24, 17.94it/s]
 44%|####3     | 342/781 [00:18<00:24, 17.84it/s]
 44%|####4     | 344/781 [00:18<00:24, 17.82it/s]
 44%|####4     | 346/781 [00:18<00:24, 17.81it/s]
 45%|####4     | 348/781 [00:18<00:24, 17.86it/s]
 45%|####4     | 350/781 [00:18<00:24, 17.81it/s]
 45%|####5     | 352/781 [00:18<00:24, 17.69it/s]
 45%|####5     | 354/781 [00:18<00:24, 17.45it/s]
 46%|####5     | 356/781 [00:18<00:24, 17.55it/s]
 46%|####5     | 358/781 [00:18<00:24, 17.60it/s]
 46%|####6     | 360/781 [00:19<00:23, 17.60it/s]
 46%|####6     | 362/781 [00:19<00:23, 17.64it/s]
 47%|####6     | 364/781 [00:19<00:23, 17.68it/s]
 47%|####6     | 366/781 [00:19<00:23, 17.43it/s]
 47%|####7     | 368/781 [00:19<00:23, 17.52it/s]
 47%|####7     | 370/781 [00:19<00:23, 17.77it/s]
 48%|####7     | 372/781 [00:19<00:22, 17.81it/s]
 48%|####7     | 374/781 [00:19<00:22, 17.90it/s]
 48%|####8     | 376/781 [00:19<00:22, 17.73it/s]
 48%|####8     | 378/781 [00:20<00:22, 17.91it/s]
 49%|####8     | 380/781 [00:20<00:22, 17.63it/s]
 49%|####8     | 382/781 [00:20<00:22, 17.76it/s]
 49%|####9     | 384/781 [00:20<00:22, 17.75it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.04it/s]
 50%|####9     | 388/781 [00:20<00:22, 17.20it/s]
 50%|####9     | 390/781 [00:20<00:22, 17.75it/s]
 50%|#####     | 392/781 [00:20<00:21, 18.04it/s]
 50%|#####     | 394/781 [00:20<00:21, 17.91it/s]
 51%|#####     | 396/781 [00:21<00:21, 17.89it/s]
 51%|#####     | 398/781 [00:21<00:21, 17.67it/s]
 51%|#####1    | 400/781 [00:21<00:21, 17.52it/s]
 51%|#####1    | 402/781 [00:21<00:21, 17.54it/s]
 52%|#####1    | 404/781 [00:21<00:21, 17.65it/s]
 52%|#####1    | 406/781 [00:21<00:21, 17.64it/s]
 52%|#####2    | 408/781 [00:21<00:21, 17.67it/s]
 52%|#####2    | 410/781 [00:21<00:21, 17.60it/s]
 53%|#####2    | 412/781 [00:22<00:20, 17.66it/s]
 53%|#####3    | 414/781 [00:22<00:20, 17.90it/s]
 53%|#####3    | 416/781 [00:22<00:20, 17.84it/s]
 54%|#####3    | 418/781 [00:22<00:20, 17.81it/s]
 54%|#####3    | 420/781 [00:22<00:20, 17.84it/s]
 54%|#####4    | 422/781 [00:22<00:20, 17.89it/s]
 54%|#####4    | 424/781 [00:22<00:19, 17.94it/s]
 55%|#####4    | 426/781 [00:22<00:19, 17.90it/s]
 55%|#####4    | 428/781 [00:22<00:19, 17.78it/s]
 55%|#####5    | 430/781 [00:23<00:19, 17.81it/s]
 55%|#####5    | 432/781 [00:23<00:19, 17.91it/s]
 56%|#####5    | 434/781 [00:23<00:19, 17.88it/s]
 56%|#####5    | 436/781 [00:23<00:19, 17.92it/s]
 56%|#####6    | 438/781 [00:23<00:19, 18.00it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.01it/s]
 57%|#####6    | 442/781 [00:23<00:18, 17.98it/s]
 57%|#####6    | 444/781 [00:23<00:18, 17.93it/s]
 57%|#####7    | 446/781 [00:23<00:18, 17.80it/s]
 57%|#####7    | 448/781 [00:24<00:18, 17.91it/s]
 58%|#####7    | 450/781 [00:24<00:18, 17.87it/s]
 58%|#####7    | 452/781 [00:24<00:18, 17.83it/s]
 58%|#####8    | 454/781 [00:24<00:18, 17.83it/s]
 58%|#####8    | 456/781 [00:24<00:18, 17.96it/s]
 59%|#####8    | 458/781 [00:24<00:17, 17.98it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.08it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.03it/s]
 59%|#####9    | 464/781 [00:24<00:17, 18.09it/s]
 60%|#####9    | 466/781 [00:25<00:17, 18.12it/s]
 60%|#####9    | 468/781 [00:25<00:17, 18.17it/s]
 60%|######    | 470/781 [00:25<00:17, 18.08it/s]
 60%|######    | 472/781 [00:25<00:17, 18.15it/s]
 61%|######    | 474/781 [00:25<00:16, 18.14it/s]
 61%|######    | 476/781 [00:25<00:16, 18.20it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.19it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.16it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.18it/s]
 62%|######1   | 484/781 [00:26<00:16, 18.11it/s]
 62%|######2   | 486/781 [00:26<00:16, 18.06it/s]
 62%|######2   | 488/781 [00:26<00:16, 17.96it/s]
 63%|######2   | 490/781 [00:26<00:16, 17.75it/s]
 63%|######2   | 492/781 [00:26<00:16, 17.92it/s]
 63%|######3   | 494/781 [00:26<00:15, 17.95it/s]
 64%|######3   | 496/781 [00:26<00:15, 17.90it/s]
 64%|######3   | 498/781 [00:26<00:15, 17.92it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.04it/s]
 64%|######4   | 502/781 [00:27<00:15, 17.92it/s]
 65%|######4   | 504/781 [00:27<00:15, 17.88it/s]
 65%|######4   | 506/781 [00:27<00:15, 17.85it/s]
 65%|######5   | 508/781 [00:27<00:15, 17.97it/s]
 65%|######5   | 510/781 [00:27<00:15, 18.02it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.04it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.06it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.06it/s]
 66%|######6   | 518/781 [00:27<00:14, 17.97it/s]
 67%|######6   | 520/781 [00:28<00:14, 17.84it/s]
 67%|######6   | 522/781 [00:28<00:14, 17.93it/s]
 67%|######7   | 524/781 [00:28<00:14, 17.94it/s]
 67%|######7   | 526/781 [00:28<00:14, 17.96it/s]
 68%|######7   | 528/781 [00:28<00:14, 18.00it/s]
 68%|######7   | 530/781 [00:28<00:14, 17.77it/s]
 68%|######8   | 532/781 [00:28<00:13, 17.84it/s]
 68%|######8   | 534/781 [00:28<00:13, 17.80it/s]
 69%|######8   | 536/781 [00:28<00:13, 17.86it/s]
 69%|######8   | 538/781 [00:29<00:13, 17.95it/s]
 69%|######9   | 540/781 [00:29<00:13, 17.99it/s]
 69%|######9   | 542/781 [00:29<00:13, 18.07it/s]
 70%|######9   | 544/781 [00:29<00:13, 17.98it/s]
 70%|######9   | 546/781 [00:29<00:13, 17.76it/s]
 70%|#######   | 548/781 [00:29<00:13, 17.79it/s]
 70%|#######   | 550/781 [00:29<00:12, 17.82it/s]
 71%|#######   | 552/781 [00:29<00:12, 17.80it/s]
 71%|#######   | 554/781 [00:29<00:12, 17.70it/s]
 71%|#######1  | 556/781 [00:30<00:12, 17.72it/s]
 71%|#######1  | 558/781 [00:30<00:12, 17.80it/s]
 72%|#######1  | 560/781 [00:30<00:12, 17.85it/s]
 72%|#######1  | 562/781 [00:30<00:12, 17.92it/s]
 72%|#######2  | 564/781 [00:30<00:12, 17.96it/s]
 72%|#######2  | 566/781 [00:30<00:11, 17.93it/s]
 73%|#######2  | 568/781 [00:30<00:12, 17.72it/s]
 73%|#######2  | 570/781 [00:30<00:11, 17.84it/s]
 73%|#######3  | 572/781 [00:30<00:11, 17.85it/s]
 73%|#######3  | 574/781 [00:31<00:11, 17.91it/s]
 74%|#######3  | 576/781 [00:31<00:11, 17.84it/s]
 74%|#######4  | 578/781 [00:31<00:11, 17.94it/s]
 74%|#######4  | 580/781 [00:31<00:11, 18.00it/s]
 75%|#######4  | 582/781 [00:31<00:11, 18.04it/s]
 75%|#######4  | 584/781 [00:31<00:10, 17.97it/s]
 75%|#######5  | 586/781 [00:31<00:11, 17.67it/s]
 75%|#######5  | 588/781 [00:31<00:10, 17.78it/s]
 76%|#######5  | 590/781 [00:31<00:10, 17.69it/s]
 76%|#######5  | 592/781 [00:32<00:10, 17.58it/s]
 76%|#######6  | 594/781 [00:32<00:10, 17.29it/s]
 76%|#######6  | 596/781 [00:32<00:10, 17.44it/s]
 77%|#######6  | 598/781 [00:32<00:10, 17.49it/s]
 77%|#######6  | 600/781 [00:32<00:10, 17.45it/s]
 77%|#######7  | 602/781 [00:32<00:10, 17.22it/s]
 77%|#######7  | 604/781 [00:32<00:10, 17.50it/s]
 78%|#######7  | 606/781 [00:32<00:09, 17.62it/s]
 78%|#######7  | 608/781 [00:32<00:09, 17.77it/s]
 78%|#######8  | 610/781 [00:33<00:09, 17.85it/s]
 78%|#######8  | 612/781 [00:33<00:09, 17.99it/s]
 79%|#######8  | 614/781 [00:33<00:09, 18.04it/s]
 79%|#######8  | 616/781 [00:33<00:09, 18.04it/s]
 79%|#######9  | 618/781 [00:33<00:09, 17.97it/s]
 79%|#######9  | 620/781 [00:33<00:08, 18.03it/s]
 80%|#######9  | 622/781 [00:33<00:08, 18.03it/s]
 80%|#######9  | 624/781 [00:33<00:08, 18.03it/s]
 80%|########  | 626/781 [00:33<00:08, 18.10it/s]
 80%|########  | 628/781 [00:34<00:08, 18.12it/s]
 81%|########  | 630/781 [00:34<00:08, 18.08it/s]
 81%|########  | 632/781 [00:34<00:08, 18.04it/s]
 81%|########1 | 634/781 [00:34<00:08, 18.03it/s]
 81%|########1 | 636/781 [00:34<00:08, 18.00it/s]
 82%|########1 | 638/781 [00:34<00:07, 17.96it/s]
 82%|########1 | 640/781 [00:34<00:07, 18.02it/s]
 82%|########2 | 642/781 [00:34<00:07, 18.08it/s]
 82%|########2 | 644/781 [00:34<00:07, 18.11it/s]
 83%|########2 | 646/781 [00:35<00:07, 18.20it/s]
 83%|########2 | 648/781 [00:35<00:07, 18.23it/s]
 83%|########3 | 650/781 [00:35<00:07, 18.24it/s]
 83%|########3 | 652/781 [00:35<00:07, 18.26it/s]
 84%|########3 | 654/781 [00:35<00:06, 18.24it/s]
 84%|########3 | 656/781 [00:35<00:06, 18.12it/s]
 84%|########4 | 658/781 [00:35<00:06, 18.17it/s]
 85%|########4 | 660/781 [00:35<00:06, 18.19it/s]
 85%|########4 | 662/781 [00:35<00:06, 18.17it/s]
 85%|########5 | 664/781 [00:36<00:06, 18.18it/s]
 85%|########5 | 666/781 [00:36<00:06, 18.08it/s]
 86%|########5 | 668/781 [00:36<00:06, 18.11it/s]
 86%|########5 | 670/781 [00:36<00:06, 18.09it/s]
 86%|########6 | 672/781 [00:36<00:06, 18.02it/s]
 86%|########6 | 674/781 [00:36<00:05, 17.99it/s]
 87%|########6 | 676/781 [00:36<00:05, 18.09it/s]
 87%|########6 | 678/781 [00:36<00:05, 18.10it/s]
 87%|########7 | 680/781 [00:36<00:05, 18.15it/s]
 87%|########7 | 682/781 [00:37<00:05, 18.15it/s]
 88%|########7 | 684/781 [00:37<00:05, 18.13it/s]
 88%|########7 | 686/781 [00:37<00:05, 18.20it/s]
 88%|########8 | 688/781 [00:37<00:05, 18.25it/s]
 88%|########8 | 690/781 [00:37<00:04, 18.20it/s]
 89%|########8 | 692/781 [00:37<00:04, 18.09it/s]
 89%|########8 | 694/781 [00:37<00:04, 17.98it/s]
 89%|########9 | 696/781 [00:37<00:04, 17.90it/s]
 89%|########9 | 698/781 [00:37<00:04, 17.82it/s]
 90%|########9 | 700/781 [00:38<00:04, 17.89it/s]
 90%|########9 | 702/781 [00:38<00:04, 17.90it/s]
 90%|######### | 704/781 [00:38<00:04, 17.93it/s]
 90%|######### | 706/781 [00:38<00:04, 17.99it/s]
 91%|######### | 708/781 [00:38<00:04, 17.95it/s]
 91%|######### | 710/781 [00:38<00:03, 18.01it/s]
 91%|#########1| 712/781 [00:38<00:03, 17.99it/s]
 91%|#########1| 714/781 [00:38<00:03, 18.00it/s]
 92%|#########1| 716/781 [00:38<00:03, 18.05it/s]
 92%|#########1| 718/781 [00:39<00:03, 18.14it/s]
 92%|#########2| 720/781 [00:39<00:03, 18.19it/s]
 92%|#########2| 722/781 [00:39<00:03, 18.20it/s]
 93%|#########2| 724/781 [00:39<00:03, 18.21it/s]
 93%|#########2| 726/781 [00:39<00:03, 18.09it/s]
 93%|#########3| 728/781 [00:39<00:02, 18.03it/s]
 93%|#########3| 730/781 [00:39<00:02, 18.00it/s]
 94%|#########3| 732/781 [00:39<00:02, 17.85it/s]
 94%|#########3| 734/781 [00:39<00:02, 17.62it/s]
 94%|#########4| 736/781 [00:40<00:02, 17.46it/s]
 94%|#########4| 738/781 [00:40<00:02, 17.43it/s]
 95%|#########4| 740/781 [00:40<00:02, 17.52it/s]
 95%|#########5| 742/781 [00:40<00:02, 17.50it/s]
 95%|#########5| 744/781 [00:40<00:02, 17.72it/s]
 96%|#########5| 746/781 [00:40<00:01, 17.87it/s]
 96%|#########5| 748/781 [00:40<00:01, 17.76it/s]
 96%|#########6| 750/781 [00:40<00:01, 17.78it/s]
 96%|#########6| 752/781 [00:40<00:01, 17.90it/s]
 97%|#########6| 754/781 [00:41<00:01, 17.98it/s]
 97%|#########6| 756/781 [00:41<00:01, 18.02it/s]
 97%|#########7| 758/781 [00:41<00:01, 17.69it/s]
 97%|#########7| 760/781 [00:41<00:01, 17.68it/s]
 98%|#########7| 762/781 [00:41<00:01, 17.58it/s]
 98%|#########7| 764/781 [00:41<00:00, 17.60it/s]
 98%|#########8| 766/781 [00:41<00:00, 17.65it/s]
 98%|#########8| 768/781 [00:41<00:00, 17.78it/s]
 99%|#########8| 770/781 [00:41<00:00, 17.69it/s]
 99%|#########8| 772/781 [00:42<00:00, 17.72it/s]
 99%|#########9| 774/781 [00:42<00:00, 17.73it/s]
 99%|#########9| 776/781 [00:42<00:00, 17.78it/s]
100%|#########9| 778/781 [00:42<00:00, 17.75it/s]
100%|#########9| 780/781 [00:42<00:00, 17.62it/s]
100%|##########| 781/781 [00:42<00:00, 18.33it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.17s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.17s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.17s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:55,  1.28s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.12s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.12s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.12s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:46,  1.14s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:46,  1.14s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:46,  1.14s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:46,  1.14s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:44,  1.11s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:44,  1.11s/it]
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Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.09s/it]
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  3%|2         | 22/781 [00:01<00:40, 18.56it/s]
  3%|3         | 24/781 [00:01<00:40, 18.69it/s]
  3%|3         | 26/781 [00:01<00:40, 18.73it/s]
  4%|3         | 28/781 [00:01<00:40, 18.81it/s]
  4%|3         | 30/781 [00:01<00:39, 18.83it/s]
  4%|4         | 32/781 [00:01<00:39, 18.91it/s]
  4%|4         | 34/781 [00:01<00:39, 18.87it/s]
  5%|4         | 36/781 [00:01<00:39, 18.89it/s]
  5%|4         | 38/781 [00:02<00:39, 18.78it/s]
  5%|5         | 40/781 [00:02<00:39, 18.85it/s]
  5%|5         | 42/781 [00:02<00:39, 18.92it/s]
  6%|5         | 44/781 [00:02<00:39, 18.88it/s]
  6%|5         | 46/781 [00:02<00:39, 18.83it/s]
  6%|6         | 48/781 [00:02<00:38, 18.83it/s]
  6%|6         | 50/781 [00:02<00:38, 18.77it/s]
  7%|6         | 52/781 [00:02<00:39, 18.67it/s]
  7%|6         | 54/781 [00:02<00:38, 18.84it/s]
  7%|7         | 56/781 [00:02<00:38, 18.81it/s]
  7%|7         | 58/781 [00:03<00:38, 18.84it/s]
  8%|7         | 60/781 [00:03<00:38, 18.92it/s]
  8%|7         | 62/781 [00:03<00:38, 18.92it/s]
  8%|8         | 64/781 [00:03<00:37, 19.01it/s]
  8%|8         | 66/781 [00:03<00:37, 18.98it/s]
  9%|8         | 68/781 [00:03<00:37, 18.94it/s]
  9%|8         | 70/781 [00:03<00:37, 19.03it/s]
  9%|9         | 72/781 [00:03<00:37, 19.05it/s]
  9%|9         | 74/781 [00:03<00:37, 19.05it/s]
 10%|9         | 76/781 [00:04<00:37, 18.83it/s]
 10%|9         | 78/781 [00:04<00:37, 18.56it/s]
 10%|#         | 80/781 [00:04<00:37, 18.49it/s]
 10%|#         | 82/781 [00:04<00:38, 18.39it/s]
 11%|#         | 84/781 [00:04<00:37, 18.47it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.32it/s]
 11%|#1        | 88/781 [00:04<00:38, 18.22it/s]
 12%|#1        | 90/781 [00:04<00:37, 18.19it/s]
 12%|#1        | 92/781 [00:04<00:38, 18.09it/s]
 12%|#2        | 94/781 [00:05<00:38, 18.01it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.96it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.00it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.05it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.99it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.96it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.94it/s]
 14%|#3        | 108/781 [00:05<00:37, 17.90it/s]
 14%|#4        | 110/781 [00:05<00:37, 17.90it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.97it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.63it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.72it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.79it/s]
 15%|#5        | 120/781 [00:06<00:37, 17.85it/s]
 16%|#5        | 122/781 [00:06<00:36, 17.94it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.97it/s]
 16%|#6        | 126/781 [00:06<00:36, 18.11it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.39it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.55it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.49it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.49it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.53it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.58it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.62it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.80it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.81it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.75it/s]
 19%|#8        | 148/781 [00:08<00:33, 18.71it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.67it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.59it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.72it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.70it/s]
 20%|##        | 158/781 [00:08<00:33, 18.47it/s]
 20%|##        | 160/781 [00:08<00:33, 18.53it/s]
 21%|##        | 162/781 [00:08<00:33, 18.57it/s]
 21%|##        | 164/781 [00:08<00:32, 18.70it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.69it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.62it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.68it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.77it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.83it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.73it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.59it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.30it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.34it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.51it/s]
 24%|##3       | 186/781 [00:10<00:31, 18.61it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.72it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.50it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.54it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.57it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.41it/s]
 25%|##5       | 198/781 [00:10<00:31, 18.64it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.63it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.79it/s]
 26%|##6       | 204/781 [00:11<00:30, 18.73it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.69it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.40it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.45it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.24it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.28it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.30it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.24it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.36it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.29it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.28it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.03it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.15it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.27it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.38it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.47it/s]
 30%|###       | 236/781 [00:12<00:29, 18.30it/s]
 30%|###       | 238/781 [00:12<00:29, 18.18it/s]
 31%|###       | 240/781 [00:12<00:29, 18.08it/s]
 31%|###       | 242/781 [00:13<00:29, 18.09it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.30it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.41it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.61it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.75it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.85it/s]
 33%|###2      | 254/781 [00:13<00:27, 18.92it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.93it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.86it/s]
 33%|###3      | 260/781 [00:14<00:27, 18.76it/s]
 34%|###3      | 262/781 [00:14<00:27, 18.83it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.92it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.94it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.00it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.99it/s]
 35%|###4      | 272/781 [00:14<00:26, 18.94it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.02it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.07it/s]
 36%|###5      | 278/781 [00:15<00:26, 18.94it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.96it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.79it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.63it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.72it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.81it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.80it/s]
 37%|###7      | 292/781 [00:15<00:25, 18.93it/s]
 38%|###7      | 294/781 [00:15<00:25, 18.99it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.06it/s]
 38%|###8      | 298/781 [00:16<00:25, 18.97it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.99it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.96it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.97it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.97it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.00it/s]
 40%|###9      | 310/781 [00:16<00:24, 18.99it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.02it/s]
 40%|####      | 314/781 [00:16<00:24, 18.95it/s]
 40%|####      | 316/781 [00:17<00:24, 18.85it/s]
 41%|####      | 318/781 [00:17<00:24, 18.92it/s]
 41%|####      | 320/781 [00:17<00:24, 18.76it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.75it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.73it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.86it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.74it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.67it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.61it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.78it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.79it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.78it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.65it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.65it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.78it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.84it/s]
 45%|####4     | 348/781 [00:18<00:22, 18.86it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.91it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.73it/s]
 45%|####5     | 354/781 [00:19<00:22, 18.79it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.69it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.56it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.60it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.64it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.36it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.27it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.36it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.42it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.55it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.64it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.24it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.38it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.46it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.64it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.67it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.69it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.75it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.82it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.85it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.92it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.96it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.97it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.75it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.73it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.73it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.82it/s]
 52%|#####2    | 408/781 [00:22<00:31, 11.86it/s]
 52%|#####2    | 410/781 [00:22<00:27, 13.35it/s]
 53%|#####2    | 412/781 [00:22<00:25, 14.62it/s]
 53%|#####3    | 414/781 [00:22<00:23, 15.59it/s]
 53%|#####3    | 416/781 [00:22<00:22, 16.49it/s]
 54%|#####3    | 418/781 [00:22<00:21, 17.15it/s]
 54%|#####3    | 420/781 [00:22<00:20, 17.65it/s]
 54%|#####4    | 422/781 [00:22<00:19, 17.99it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.32it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.36it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.52it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.54it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.38it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.39it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.35it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.36it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.45it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.58it/s]
 57%|#####6    | 444/781 [00:24<00:17, 18.72it/s]
 57%|#####7    | 446/781 [00:24<00:17, 18.62it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.72it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.47it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.56it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.75it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.85it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.90it/s]
 59%|#####8    | 460/781 [00:24<00:16, 18.92it/s]
 59%|#####9    | 462/781 [00:25<00:16, 18.98it/s]
 59%|#####9    | 464/781 [00:25<00:16, 19.02it/s]
 60%|#####9    | 466/781 [00:25<00:16, 19.06it/s]
 60%|#####9    | 468/781 [00:25<00:16, 19.10it/s]
 60%|######    | 470/781 [00:25<00:16, 19.13it/s]
 60%|######    | 472/781 [00:25<00:16, 19.05it/s]
 61%|######    | 474/781 [00:25<00:16, 19.06it/s]
 61%|######    | 476/781 [00:25<00:16, 19.02it/s]
 61%|######1   | 478/781 [00:25<00:15, 18.99it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.01it/s]
 62%|######1   | 482/781 [00:26<00:15, 18.89it/s]
 62%|######1   | 484/781 [00:26<00:15, 18.74it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.83it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.92it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.98it/s]
 63%|######2   | 492/781 [00:26<00:15, 19.01it/s]
 63%|######3   | 494/781 [00:26<00:15, 19.00it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.95it/s]
 64%|######3   | 498/781 [00:26<00:14, 19.05it/s]
 64%|######4   | 500/781 [00:27<00:14, 19.02it/s]
 64%|######4   | 502/781 [00:27<00:14, 19.01it/s]
 65%|######4   | 504/781 [00:27<00:14, 18.99it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.75it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.77it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.74it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.96it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.80it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.88it/s]
 66%|######6   | 518/781 [00:27<00:13, 18.89it/s]
 67%|######6   | 520/781 [00:28<00:13, 18.82it/s]
 67%|######6   | 522/781 [00:28<00:14, 18.49it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.38it/s]
 67%|######7   | 526/781 [00:28<00:14, 18.18it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.38it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.22it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.13it/s]
 68%|######8   | 534/781 [00:28<00:13, 18.00it/s]
 69%|######8   | 536/781 [00:28<00:13, 18.17it/s]
 69%|######8   | 538/781 [00:29<00:13, 18.10it/s]
 69%|######9   | 540/781 [00:29<00:13, 18.19it/s]
 69%|######9   | 542/781 [00:29<00:13, 18.33it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.38it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.47it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.59it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.42it/s]
 71%|#######   | 552/781 [00:29<00:12, 18.49it/s]
 71%|#######   | 554/781 [00:29<00:12, 18.44it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.21it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.35it/s]
 72%|#######1  | 560/781 [00:30<00:12, 18.15it/s]
 72%|#######1  | 562/781 [00:30<00:12, 18.12it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.45it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.21it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.33it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.01it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.26it/s]
 73%|#######3  | 574/781 [00:31<00:11, 18.54it/s]
 74%|#######3  | 576/781 [00:31<00:11, 18.63it/s]
 74%|#######4  | 578/781 [00:31<00:10, 18.82it/s]
 74%|#######4  | 580/781 [00:31<00:10, 19.01it/s]
 75%|#######4  | 582/781 [00:31<00:10, 19.16it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.91it/s]
 75%|#######5  | 586/781 [00:31<00:10, 19.00it/s]
 75%|#######5  | 588/781 [00:31<00:10, 19.09it/s]
 76%|#######5  | 590/781 [00:31<00:10, 18.94it/s]
 76%|#######5  | 592/781 [00:31<00:09, 19.08it/s]
 76%|#######6  | 594/781 [00:32<00:09, 18.75it/s]
 76%|#######6  | 596/781 [00:32<00:09, 18.89it/s]
 77%|#######6  | 598/781 [00:32<00:09, 18.52it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.53it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.76it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.87it/s]
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Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.07s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.07s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.07s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:09<00:00,  9.27s/it]
100%|##########| 1/1 [00:09<00:00,  9.27s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.80it/s]
  3%|2         | 4/157 [00:00<00:10, 14.75it/s]
  4%|3         | 6/157 [00:00<00:09, 15.96it/s]
  5%|5         | 8/157 [00:00<00:08, 16.63it/s]
  6%|6         | 10/157 [00:00<00:08, 16.73it/s]
  8%|7         | 12/157 [00:00<00:08, 16.95it/s]
  9%|8         | 14/157 [00:00<00:08, 16.85it/s]
 10%|#         | 16/157 [00:00<00:08, 17.18it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.69it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.31it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.96it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.68it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.50it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.49it/s]
 19%|#9        | 30/157 [00:01<00:08, 15.62it/s]
 20%|##        | 32/157 [00:01<00:07, 15.72it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.75it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.80it/s]
 24%|##4       | 38/157 [00:02<00:07, 15.89it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.88it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.89it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.92it/s]
 29%|##9       | 46/157 [00:02<00:07, 15.69it/s]
 31%|###       | 48/157 [00:03<00:06, 15.66it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.63it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.47it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.55it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.59it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.68it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.74it/s]
 39%|###9      | 62/157 [00:03<00:06, 15.60it/s]
 41%|####      | 64/157 [00:04<00:05, 15.53it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.66it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.67it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.63it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.63it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.69it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.72it/s]
 50%|####9     | 78/157 [00:04<00:05, 15.54it/s]
 51%|#####     | 80/157 [00:05<00:04, 15.62it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.65it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.65it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.61it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.60it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.57it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.52it/s]
 60%|#####9    | 94/157 [00:05<00:04, 15.59it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.68it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.71it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.62it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.67it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.60it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.65it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.55it/s]
 70%|#######   | 110/157 [00:06<00:03, 15.62it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.69it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.64it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.71it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.76it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.46it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.36it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.31it/s]
 80%|########  | 126/157 [00:08<00:02, 15.44it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.50it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.44it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.57it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.62it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.63it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.17it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.36it/s]
 90%|######### | 142/157 [00:09<00:00, 15.32it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.42it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.35it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.53it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.61it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.70it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.66it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.37it/s]
100%|##########| 157/157 [00:09<00:00, 15.73it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:47, 16.42it/s]
  1%|          | 4/781 [00:00<00:47, 16.50it/s]
  1%|          | 6/781 [00:00<00:45, 17.10it/s]
  1%|1         | 8/781 [00:00<00:44, 17.27it/s]
  1%|1         | 10/781 [00:00<00:43, 17.56it/s]
  2%|1         | 12/781 [00:00<00:43, 17.69it/s]
  2%|1         | 14/781 [00:00<00:43, 17.79it/s]
  2%|2         | 16/781 [00:01<01:13, 10.43it/s]
  2%|2         | 18/781 [00:01<01:03, 12.02it/s]
  3%|2         | 20/781 [00:01<00:56, 13.41it/s]
  3%|2         | 22/781 [00:01<00:52, 14.59it/s]
  3%|3         | 24/781 [00:01<00:48, 15.50it/s]
  3%|3         | 26/781 [00:01<00:46, 16.08it/s]
  4%|3         | 28/781 [00:01<00:45, 16.65it/s]
  4%|3         | 30/781 [00:01<00:43, 17.10it/s]
  4%|4         | 32/781 [00:02<00:43, 17.35it/s]
  4%|4         | 34/781 [00:02<00:42, 17.60it/s]
  5%|4         | 36/781 [00:02<00:41, 17.75it/s]
  5%|4         | 38/781 [00:02<00:41, 17.93it/s]
  5%|5         | 40/781 [00:02<00:41, 17.90it/s]
  5%|5         | 42/781 [00:02<00:40, 18.05it/s]
  6%|5         | 44/781 [00:02<00:40, 18.10it/s]
  6%|5         | 46/781 [00:02<00:40, 18.19it/s]
  6%|6         | 48/781 [00:02<00:40, 18.15it/s]
  6%|6         | 50/781 [00:03<00:40, 18.06it/s]
  7%|6         | 52/781 [00:03<00:40, 17.99it/s]
  7%|6         | 54/781 [00:03<00:40, 18.02it/s]
  7%|7         | 56/781 [00:03<00:40, 17.92it/s]
  7%|7         | 58/781 [00:03<00:40, 17.83it/s]
  8%|7         | 60/781 [00:03<00:40, 17.89it/s]
  8%|7         | 62/781 [00:03<00:40, 17.93it/s]
  8%|8         | 64/781 [00:03<00:40, 17.92it/s]
  8%|8         | 66/781 [00:03<00:40, 17.86it/s]
  9%|8         | 68/781 [00:04<00:39, 17.98it/s]
  9%|8         | 70/781 [00:04<00:39, 18.08it/s]
  9%|9         | 72/781 [00:04<00:39, 18.05it/s]
  9%|9         | 74/781 [00:04<00:39, 18.07it/s]
 10%|9         | 76/781 [00:04<00:39, 18.05it/s]
 10%|9         | 78/781 [00:04<00:38, 18.06it/s]
 10%|#         | 80/781 [00:04<00:38, 18.08it/s]
 10%|#         | 82/781 [00:04<00:38, 18.05it/s]
 11%|#         | 84/781 [00:04<00:38, 18.10it/s]
 11%|#1        | 86/781 [00:05<00:39, 17.81it/s]
 11%|#1        | 88/781 [00:05<00:38, 17.93it/s]
 12%|#1        | 90/781 [00:05<00:38, 18.07it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.96it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.09it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.16it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.12it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.13it/s]
 13%|#3        | 102/781 [00:05<00:37, 18.18it/s]
 13%|#3        | 104/781 [00:06<00:37, 18.15it/s]
 14%|#3        | 106/781 [00:06<00:37, 18.21it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.99it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.96it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.95it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.92it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.04it/s]
 15%|#5        | 118/781 [00:06<00:36, 17.99it/s]
 15%|#5        | 120/781 [00:06<00:36, 17.98it/s]
 16%|#5        | 122/781 [00:07<00:36, 17.96it/s]
 16%|#5        | 124/781 [00:07<00:36, 18.04it/s]
 16%|#6        | 126/781 [00:07<00:36, 18.08it/s]
 16%|#6        | 128/781 [00:07<00:36, 18.06it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.14it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.22it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.26it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.16it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.12it/s]
 18%|#7        | 140/781 [00:08<00:35, 18.02it/s]
 18%|#8        | 142/781 [00:08<00:35, 18.07it/s]
 18%|#8        | 144/781 [00:08<00:35, 17.83it/s]
 19%|#8        | 146/781 [00:08<00:35, 17.82it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.74it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.74it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.84it/s]
 20%|#9        | 154/781 [00:08<00:34, 17.98it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.12it/s]
 20%|##        | 158/781 [00:09<00:34, 17.96it/s]
 20%|##        | 160/781 [00:09<00:34, 17.94it/s]
 21%|##        | 162/781 [00:09<00:35, 17.65it/s]
 21%|##        | 164/781 [00:09<00:34, 17.81it/s]
 21%|##1       | 166/781 [00:09<00:34, 17.93it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.06it/s]
 22%|##1       | 170/781 [00:09<00:33, 17.98it/s]
 22%|##2       | 172/781 [00:09<00:33, 17.98it/s]
 22%|##2       | 174/781 [00:09<00:34, 17.84it/s]
 23%|##2       | 176/781 [00:10<00:33, 17.82it/s]
 23%|##2       | 178/781 [00:10<00:34, 17.72it/s]
 23%|##3       | 180/781 [00:10<00:33, 17.76it/s]
 23%|##3       | 182/781 [00:10<00:33, 17.76it/s]
 24%|##3       | 184/781 [00:10<00:33, 17.94it/s]
 24%|##3       | 186/781 [00:10<00:33, 17.79it/s]
 24%|##4       | 188/781 [00:10<00:33, 17.75it/s]
 24%|##4       | 190/781 [00:10<00:33, 17.86it/s]
 25%|##4       | 192/781 [00:10<00:32, 17.96it/s]
 25%|##4       | 194/781 [00:11<00:33, 17.69it/s]
 25%|##5       | 196/781 [00:11<00:33, 17.65it/s]
 25%|##5       | 198/781 [00:11<00:32, 17.68it/s]
 26%|##5       | 200/781 [00:11<00:32, 17.76it/s]
 26%|##5       | 202/781 [00:11<00:32, 17.67it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.83it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.96it/s]
 27%|##6       | 208/781 [00:11<00:31, 17.98it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.07it/s]
 27%|##7       | 212/781 [00:12<00:31, 18.09it/s]
 27%|##7       | 214/781 [00:12<00:31, 18.06it/s]
 28%|##7       | 216/781 [00:12<00:31, 17.90it/s]
 28%|##7       | 218/781 [00:12<00:31, 18.00it/s]
 28%|##8       | 220/781 [00:12<00:31, 18.06it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.13it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.07it/s]
 29%|##8       | 226/781 [00:12<00:30, 17.92it/s]
 29%|##9       | 228/781 [00:12<00:31, 17.82it/s]
 29%|##9       | 230/781 [00:13<00:30, 17.85it/s]
 30%|##9       | 232/781 [00:13<00:30, 17.86it/s]
 30%|##9       | 234/781 [00:13<00:30, 18.00it/s]
 30%|###       | 236/781 [00:13<00:30, 17.95it/s]
 30%|###       | 238/781 [00:13<00:30, 17.81it/s]
 31%|###       | 240/781 [00:13<00:30, 17.93it/s]
 31%|###       | 242/781 [00:13<00:29, 18.00it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.01it/s]
 31%|###1      | 246/781 [00:13<00:29, 17.84it/s]
 32%|###1      | 248/781 [00:14<00:29, 17.98it/s]
 32%|###2      | 250/781 [00:14<00:29, 18.04it/s]
 32%|###2      | 252/781 [00:14<00:29, 17.83it/s]
 33%|###2      | 254/781 [00:14<00:29, 17.72it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.68it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.87it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.87it/s]
 34%|###3      | 262/781 [00:14<00:29, 17.87it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.02it/s]
 34%|###4      | 266/781 [00:15<00:28, 18.14it/s]
 34%|###4      | 268/781 [00:15<00:28, 18.21it/s]
 35%|###4      | 270/781 [00:15<00:28, 18.25it/s]
 35%|###4      | 272/781 [00:15<00:27, 18.20it/s]
 35%|###5      | 274/781 [00:15<00:27, 18.23it/s]
 35%|###5      | 276/781 [00:15<00:27, 18.11it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.15it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.22it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.21it/s]
 36%|###6      | 284/781 [00:16<00:27, 18.13it/s]
 37%|###6      | 286/781 [00:16<00:27, 18.17it/s]
 37%|###6      | 288/781 [00:16<00:27, 18.24it/s]
 37%|###7      | 290/781 [00:16<00:26, 18.26it/s]
 37%|###7      | 292/781 [00:16<00:26, 18.28it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.18it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.03it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.09it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.01it/s]
 39%|###8      | 302/781 [00:17<00:26, 18.04it/s]
 39%|###8      | 304/781 [00:17<00:26, 18.11it/s]
 39%|###9      | 306/781 [00:17<00:26, 17.66it/s]
 39%|###9      | 308/781 [00:17<00:26, 17.82it/s]
 40%|###9      | 310/781 [00:17<00:26, 17.89it/s]
 40%|###9      | 312/781 [00:17<00:26, 17.90it/s]
 40%|####      | 314/781 [00:17<00:25, 18.01it/s]
 40%|####      | 316/781 [00:17<00:25, 18.02it/s]
 41%|####      | 318/781 [00:17<00:25, 18.05it/s]
 41%|####      | 320/781 [00:18<00:25, 18.10it/s]
 41%|####1     | 322/781 [00:18<00:25, 18.00it/s]
 41%|####1     | 324/781 [00:18<00:25, 17.86it/s]
 42%|####1     | 326/781 [00:18<00:25, 17.89it/s]
 42%|####1     | 328/781 [00:18<00:25, 17.97it/s]
 42%|####2     | 330/781 [00:18<00:25, 18.01it/s]
 43%|####2     | 332/781 [00:18<00:24, 17.98it/s]
 43%|####2     | 334/781 [00:18<00:25, 17.87it/s]
 43%|####3     | 336/781 [00:18<00:24, 17.96it/s]
 43%|####3     | 338/781 [00:19<00:24, 18.04it/s]
 44%|####3     | 340/781 [00:19<00:24, 18.01it/s]
 44%|####3     | 342/781 [00:19<00:24, 18.05it/s]
 44%|####4     | 344/781 [00:19<00:24, 17.68it/s]
 44%|####4     | 346/781 [00:19<00:24, 17.80it/s]
 45%|####4     | 348/781 [00:19<00:24, 17.79it/s]
 45%|####4     | 350/781 [00:19<00:24, 17.77it/s]
 45%|####5     | 352/781 [00:19<00:24, 17.85it/s]
 45%|####5     | 354/781 [00:19<00:23, 17.83it/s]
 46%|####5     | 356/781 [00:20<00:23, 17.82it/s]
 46%|####5     | 358/781 [00:20<00:23, 17.88it/s]
 46%|####6     | 360/781 [00:20<00:23, 18.01it/s]
 46%|####6     | 362/781 [00:20<00:23, 18.11it/s]
 47%|####6     | 364/781 [00:20<00:23, 18.02it/s]
 47%|####6     | 366/781 [00:20<00:23, 17.95it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.03it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.06it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.13it/s]
 48%|####7     | 374/781 [00:21<00:22, 18.15it/s]
 48%|####8     | 376/781 [00:21<00:22, 18.18it/s]
 48%|####8     | 378/781 [00:21<00:22, 18.26it/s]
 49%|####8     | 380/781 [00:21<00:22, 18.04it/s]
 49%|####8     | 382/781 [00:21<00:22, 18.11it/s]
 49%|####9     | 384/781 [00:21<00:21, 18.16it/s]
 49%|####9     | 386/781 [00:21<00:21, 17.99it/s]
 50%|####9     | 388/781 [00:21<00:21, 17.97it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.09it/s]
 50%|#####     | 392/781 [00:22<00:21, 18.14it/s]
 50%|#####     | 394/781 [00:22<00:21, 18.18it/s]
 51%|#####     | 396/781 [00:22<00:21, 18.17it/s]
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 51%|#####1    | 400/781 [00:22<00:21, 18.10it/s]
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100%|#########9| 780/781 [00:43<00:00, 17.96it/s]
100%|##########| 781/781 [00:43<00:00, 17.82it/s]




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Validation Progress:  48%|####7     | 21/44 [00:25<00:29,  1.27s/it]
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Validation Progress:  48%|####7     | 21/44 [00:25<00:29,  1.28s/it]
Validation Progress:  50%|#####     | 22/44 [00:26<00:29,  1.33s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.25s/it]
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Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
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Validation Progress:  61%|######1   | 27/44 [00:33<00:21,  1.26s/it]
Validation Progress:  64%|######3   | 28/44 [00:34<00:19,  1.25s/it]
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Validation Progress:  64%|######3   | 28/44 [00:34<00:20,  1.25s/it]
Validation Progress:  66%|######5   | 29/44 [00:35<00:19,  1.28s/it]
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Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.27s/it]
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Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.27s/it]
Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.27s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:39<00:15,  1.25s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.24s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.31s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:42<00:13,  1.31s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.31s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.31s/it]
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Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.34s/it]
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Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
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Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
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Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
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Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.32s/it]
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Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
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Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.07s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.07s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]

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 24%|##4       | 190/781 [00:10<00:29, 20.30it/s]
 25%|##4       | 193/781 [00:10<00:29, 20.20it/s]
 25%|##5       | 196/781 [00:10<00:29, 20.08it/s]
 25%|##5       | 199/781 [00:10<00:28, 20.25it/s]
 26%|##5       | 202/781 [00:10<00:28, 20.38it/s]
 26%|##6       | 205/781 [00:10<00:28, 20.15it/s]
 27%|##6       | 208/781 [00:10<00:28, 19.77it/s]
 27%|##7       | 211/781 [00:11<00:28, 19.97it/s]
 27%|##7       | 213/781 [00:11<00:28, 19.93it/s]
 28%|##7       | 216/781 [00:11<00:28, 20.11it/s]
 28%|##8       | 219/781 [00:11<00:27, 20.24it/s]
 28%|##8       | 222/781 [00:11<00:27, 20.19it/s]
 29%|##8       | 225/781 [00:11<00:27, 20.35it/s]
 29%|##9       | 228/781 [00:11<00:27, 20.34it/s]
 30%|##9       | 231/781 [00:12<00:26, 20.42it/s]
 30%|##9       | 234/781 [00:12<00:26, 20.34it/s]
 30%|###       | 237/781 [00:12<00:26, 20.35it/s]
 31%|###       | 240/781 [00:12<00:26, 20.27it/s]
 31%|###1      | 243/781 [00:12<00:26, 20.37it/s]
 31%|###1      | 246/781 [00:12<00:26, 20.41it/s]
 32%|###1      | 249/781 [00:12<00:26, 20.16it/s]
 32%|###2      | 252/781 [00:13<00:25, 20.35it/s]
 33%|###2      | 255/781 [00:13<00:25, 20.27it/s]
 33%|###3      | 258/781 [00:13<00:26, 20.04it/s]
 33%|###3      | 261/781 [00:13<00:25, 20.26it/s]
 34%|###3      | 264/781 [00:13<00:25, 20.26it/s]
 34%|###4      | 267/781 [00:13<00:25, 20.11it/s]
 35%|###4      | 270/781 [00:14<00:25, 19.70it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.42it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.20it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.29it/s]
 36%|###5      | 278/781 [00:14<00:26, 19.32it/s]
 36%|###5      | 280/781 [00:14<00:25, 19.30it/s]
 36%|###6      | 282/781 [00:14<00:26, 19.15it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.30it/s]
 37%|###6      | 286/781 [00:14<00:25, 19.31it/s]
 37%|###6      | 288/781 [00:14<00:25, 19.41it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.19it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.10it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.25it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.09it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.13it/s]
 39%|###8      | 301/781 [00:15<00:24, 19.47it/s]
 39%|###8      | 303/781 [00:15<00:24, 19.57it/s]
 39%|###9      | 305/781 [00:15<00:24, 19.42it/s]
 39%|###9      | 308/781 [00:15<00:24, 19.63it/s]
 40%|###9      | 311/781 [00:16<00:23, 19.98it/s]
 40%|####      | 314/781 [00:16<00:23, 20.20it/s]
 41%|####      | 317/781 [00:16<00:23, 19.99it/s]
 41%|####      | 320/781 [00:16<00:22, 20.20it/s]
 41%|####1     | 323/781 [00:16<00:22, 20.29it/s]
 42%|####1     | 326/781 [00:16<00:22, 20.33it/s]
 42%|####2     | 329/781 [00:17<00:22, 20.38it/s]
 43%|####2     | 332/781 [00:17<00:22, 20.16it/s]
 43%|####2     | 335/781 [00:17<00:22, 20.14it/s]
 43%|####3     | 338/781 [00:17<00:21, 20.24it/s]
 44%|####3     | 341/781 [00:17<00:21, 20.35it/s]
 44%|####4     | 344/781 [00:17<00:21, 20.14it/s]
 44%|####4     | 347/781 [00:17<00:21, 20.27it/s]
 45%|####4     | 350/781 [00:18<00:21, 20.30it/s]
 45%|####5     | 353/781 [00:18<00:21, 20.36it/s]
 46%|####5     | 356/781 [00:18<00:20, 20.46it/s]
 46%|####5     | 359/781 [00:18<00:20, 20.45it/s]
 46%|####6     | 362/781 [00:18<00:20, 20.38it/s]
 47%|####6     | 365/781 [00:18<00:20, 20.42it/s]
 47%|####7     | 368/781 [00:18<00:20, 20.52it/s]
 48%|####7     | 371/781 [00:19<00:19, 20.55it/s]
 48%|####7     | 374/781 [00:19<00:19, 20.54it/s]
 48%|####8     | 377/781 [00:19<00:19, 20.55it/s]
 49%|####8     | 380/781 [00:19<00:19, 20.49it/s]
 49%|####9     | 383/781 [00:19<00:19, 20.15it/s]
 49%|####9     | 386/781 [00:19<00:19, 20.32it/s]
 50%|####9     | 389/781 [00:19<00:19, 20.38it/s]
 50%|#####     | 392/781 [00:20<00:19, 20.46it/s]
 51%|#####     | 395/781 [00:20<00:18, 20.43it/s]
 51%|#####     | 398/781 [00:20<00:18, 20.36it/s]
 51%|#####1    | 401/781 [00:20<00:18, 20.24it/s]
 52%|#####1    | 404/781 [00:20<00:18, 20.14it/s]
 52%|#####2    | 407/781 [00:20<00:18, 19.70it/s]
 52%|#####2    | 410/781 [00:21<00:18, 19.95it/s]
 53%|#####2    | 413/781 [00:21<00:18, 19.90it/s]
 53%|#####3    | 415/781 [00:21<00:18, 19.53it/s]
 53%|#####3    | 417/781 [00:21<00:18, 19.32it/s]
 54%|#####3    | 419/781 [00:21<00:19, 18.96it/s]
 54%|#####3    | 421/781 [00:21<00:19, 18.63it/s]
 54%|#####4    | 423/781 [00:21<00:19, 18.29it/s]
 54%|#####4    | 425/781 [00:21<00:19, 18.12it/s]
 55%|#####4    | 427/781 [00:21<00:19, 17.90it/s]
 55%|#####4    | 429/781 [00:22<00:19, 17.86it/s]
 55%|#####5    | 431/781 [00:22<00:19, 17.75it/s]
 55%|#####5    | 433/781 [00:22<00:19, 17.71it/s]
 56%|#####5    | 435/781 [00:22<00:19, 17.61it/s]
 56%|#####5    | 437/781 [00:22<00:19, 17.57it/s]
 56%|#####6    | 439/781 [00:22<00:19, 17.57it/s]
 56%|#####6    | 441/781 [00:22<00:19, 17.64it/s]
 57%|#####6    | 443/781 [00:22<00:19, 17.70it/s]
 57%|#####6    | 445/781 [00:22<00:18, 17.87it/s]
 57%|#####7    | 447/781 [00:23<00:18, 17.98it/s]
 57%|#####7    | 449/781 [00:23<00:18, 17.92it/s]
 58%|#####7    | 451/781 [00:23<00:18, 17.77it/s]
 58%|#####8    | 453/781 [00:23<00:18, 17.88it/s]
 58%|#####8    | 455/781 [00:23<00:18, 17.74it/s]
 59%|#####8    | 457/781 [00:23<00:18, 17.85it/s]
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 60%|#####9    | 465/781 [00:24<00:18, 17.52it/s]
 60%|#####9    | 467/781 [00:24<00:17, 17.68it/s]
 60%|######    | 469/781 [00:24<00:17, 17.86it/s]
 60%|######    | 471/781 [00:24<00:17, 18.00it/s]
 61%|######    | 473/781 [00:24<00:17, 18.10it/s]
 61%|######    | 475/781 [00:24<00:17, 17.88it/s]
 61%|######1   | 477/781 [00:24<00:16, 17.95it/s]
 61%|######1   | 479/781 [00:24<00:16, 17.97it/s]
 62%|######1   | 481/781 [00:24<00:16, 17.71it/s]
 62%|######1   | 483/781 [00:25<00:16, 17.77it/s]
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 62%|######2   | 487/781 [00:25<00:16, 17.81it/s]
 63%|######2   | 489/781 [00:25<00:16, 17.69it/s]
 63%|######2   | 491/781 [00:25<00:16, 17.80it/s]
 63%|######3   | 493/781 [00:25<00:16, 17.84it/s]
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 64%|######3   | 499/781 [00:25<00:15, 17.67it/s]
 64%|######4   | 501/781 [00:26<00:15, 17.79it/s]
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 65%|######4   | 507/781 [00:26<00:15, 17.65it/s]
 65%|######5   | 509/781 [00:26<00:15, 17.70it/s]
 65%|######5   | 511/781 [00:26<00:15, 17.65it/s]
 66%|######5   | 513/781 [00:26<00:15, 17.67it/s]
 66%|######5   | 515/781 [00:26<00:15, 17.62it/s]
 66%|######6   | 517/781 [00:27<00:14, 17.67it/s]
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 67%|######7   | 525/781 [00:27<00:14, 17.90it/s]
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 68%|######7   | 529/781 [00:27<00:14, 17.93it/s]
 68%|######7   | 531/781 [00:27<00:13, 17.98it/s]
 68%|######8   | 533/781 [00:27<00:13, 18.06it/s]
 69%|######8   | 535/781 [00:28<00:13, 18.08it/s]
 69%|######8   | 537/781 [00:28<00:13, 18.14it/s]
 69%|######9   | 539/781 [00:28<00:13, 18.12it/s]
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 70%|######9   | 543/781 [00:28<00:13, 18.04it/s]
 70%|######9   | 545/781 [00:28<00:13, 17.98it/s]
 70%|#######   | 547/781 [00:28<00:13, 17.84it/s]
 70%|#######   | 549/781 [00:28<00:12, 17.86it/s]
 71%|#######   | 551/781 [00:28<00:12, 17.84it/s]
 71%|#######   | 553/781 [00:29<00:12, 17.89it/s]
 71%|#######1  | 555/781 [00:29<00:12, 17.90it/s]
 71%|#######1  | 557/781 [00:29<00:12, 18.00it/s]
 72%|#######1  | 559/781 [00:29<00:12, 18.05it/s]
 72%|#######1  | 561/781 [00:29<00:12, 17.99it/s]
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 72%|#######2  | 565/781 [00:29<00:12, 17.90it/s]
 73%|#######2  | 567/781 [00:29<00:11, 17.88it/s]
 73%|#######2  | 569/781 [00:29<00:11, 18.05it/s]
 73%|#######3  | 571/781 [00:30<00:11, 18.12it/s]
 73%|#######3  | 573/781 [00:30<00:11, 18.14it/s]
 74%|#######3  | 575/781 [00:30<00:11, 18.17it/s]
 74%|#######3  | 577/781 [00:30<00:11, 18.06it/s]
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 75%|#######4  | 585/781 [00:30<00:11, 17.78it/s]
 75%|#######5  | 587/781 [00:30<00:10, 17.93it/s]
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 76%|#######5  | 591/781 [00:31<00:10, 18.03it/s]
 76%|#######5  | 593/781 [00:31<00:10, 18.03it/s]
 76%|#######6  | 595/781 [00:31<00:10, 18.14it/s]
 76%|#######6  | 597/781 [00:31<00:10, 17.98it/s]
 77%|#######6  | 599/781 [00:31<00:10, 17.88it/s]
 77%|#######6  | 601/781 [00:31<00:10, 17.50it/s]
 77%|#######7  | 603/781 [00:31<00:10, 17.52it/s]
 77%|#######7  | 605/781 [00:31<00:10, 17.55it/s]
 78%|#######7  | 607/781 [00:32<00:09, 17.72it/s]
 78%|#######7  | 609/781 [00:32<00:09, 17.25it/s]
 78%|#######8  | 611/781 [00:32<00:09, 17.87it/s]
 78%|#######8  | 613/781 [00:32<00:09, 17.68it/s]
 79%|#######8  | 615/781 [00:32<00:09, 17.87it/s]
 79%|#######9  | 617/781 [00:32<00:09, 18.04it/s]
 79%|#######9  | 619/781 [00:32<00:09, 17.97it/s]
 80%|#######9  | 621/781 [00:32<00:09, 17.67it/s]
 80%|#######9  | 623/781 [00:32<00:08, 17.75it/s]
 80%|########  | 625/781 [00:33<00:08, 17.68it/s]
 80%|########  | 627/781 [00:33<00:08, 17.85it/s]
 81%|########  | 629/781 [00:33<00:08, 17.77it/s]
 81%|########  | 631/781 [00:33<00:08, 17.68it/s]
 81%|########1 | 633/781 [00:33<00:08, 17.88it/s]
 81%|########1 | 635/781 [00:33<00:08, 17.65it/s]
 82%|########1 | 637/781 [00:33<00:08, 17.58it/s]
 82%|########1 | 639/781 [00:33<00:07, 17.89it/s]
 82%|########2 | 641/781 [00:33<00:07, 17.69it/s]
 82%|########2 | 643/781 [00:34<00:07, 17.65it/s]
 83%|########2 | 645/781 [00:34<00:07, 17.40it/s]
 83%|########2 | 647/781 [00:34<00:07, 17.88it/s]
 83%|########3 | 649/781 [00:34<00:07, 17.81it/s]
 83%|########3 | 651/781 [00:34<00:07, 17.78it/s]
 84%|########3 | 653/781 [00:34<00:07, 17.53it/s]
 84%|########3 | 655/781 [00:34<00:07, 17.54it/s]
 84%|########4 | 657/781 [00:34<00:07, 17.39it/s]
 84%|########4 | 659/781 [00:34<00:07, 17.40it/s]
 85%|########4 | 661/781 [00:35<00:06, 17.71it/s]
 85%|########4 | 663/781 [00:35<00:06, 17.88it/s]
 85%|########5 | 665/781 [00:35<00:06, 17.64it/s]
 85%|########5 | 667/781 [00:35<00:06, 17.71it/s]
 86%|########5 | 669/781 [00:35<00:06, 18.23it/s]
 86%|########5 | 671/781 [00:35<00:05, 18.64it/s]
 86%|########6 | 673/781 [00:35<00:05, 18.86it/s]
 86%|########6 | 675/781 [00:35<00:05, 18.87it/s]
 87%|########6 | 677/781 [00:35<00:05, 18.78it/s]
 87%|########6 | 679/781 [00:36<00:05, 18.74it/s]
 87%|########7 | 681/781 [00:36<00:05, 18.94it/s]
 87%|########7 | 683/781 [00:36<00:05, 19.09it/s]
 88%|########7 | 685/781 [00:36<00:05, 19.18it/s]
 88%|########7 | 687/781 [00:36<00:04, 19.21it/s]
 88%|########8 | 689/781 [00:36<00:04, 19.27it/s]
 88%|########8 | 691/781 [00:36<00:04, 19.31it/s]
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 89%|########9 | 697/781 [00:36<00:04, 19.99it/s]
 90%|########9 | 700/781 [00:37<00:04, 20.18it/s]
 90%|######### | 703/781 [00:37<00:03, 20.26it/s]
 90%|######### | 706/781 [00:37<00:03, 20.18it/s]
 91%|######### | 709/781 [00:37<00:03, 20.32it/s]
 91%|#########1| 712/781 [00:37<00:03, 20.32it/s]
 92%|#########1| 715/781 [00:37<00:03, 20.37it/s]
 92%|#########1| 718/781 [00:37<00:03, 20.44it/s]
 92%|#########2| 721/781 [00:38<00:02, 20.52it/s]
 93%|#########2| 724/781 [00:38<00:02, 20.46it/s]
 93%|#########3| 727/781 [00:38<00:02, 20.33it/s]
 93%|#########3| 730/781 [00:38<00:02, 20.40it/s]
 94%|#########3| 733/781 [00:38<00:02, 20.45it/s]
 94%|#########4| 736/781 [00:38<00:02, 20.44it/s]
 95%|#########4| 739/781 [00:39<00:02, 20.47it/s]
 95%|#########5| 742/781 [00:39<00:01, 20.40it/s]
 95%|#########5| 745/781 [00:39<00:01, 20.41it/s]
 96%|#########5| 748/781 [00:39<00:01, 20.42it/s]
 96%|#########6| 751/781 [00:39<00:01, 20.51it/s]
 97%|#########6| 754/781 [00:39<00:01, 20.31it/s]
 97%|#########6| 757/781 [00:39<00:01, 20.35it/s]
 97%|#########7| 760/781 [00:40<00:01, 20.43it/s]
 98%|#########7| 763/781 [00:40<00:00, 20.34it/s]
 98%|#########8| 766/781 [00:40<00:00, 20.24it/s]
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 99%|#########8| 772/781 [00:40<00:00, 20.23it/s]
 99%|#########9| 775/781 [00:40<00:00, 20.33it/s]
100%|#########9| 778/781 [00:40<00:00, 20.37it/s]
100%|##########| 781/781 [00:41<00:00, 20.35it/s]
100%|##########| 781/781 [00:41<00:00, 19.01it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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Validation Progress:   2%|2         | 1/44 [00:01<00:49,  1.14s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:49,  1.15s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:49,  1.15s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:52,  1.21s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.10s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.11s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.11s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:44,  1.10s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.10s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.10s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.10s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:43,  1.10s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:43,  1.10s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:43,  1.10s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:44,  1.11s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:45,  1.16s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:45,  1.16s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:45,  1.16s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:46,  1.19s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:43,  1.15s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:43,  1.15s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:43,  1.15s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:44,  1.17s/it]
Validation Progress:  16%|#5        | 7/44 [00:08<00:43,  1.16s/it]
Validation Progress:  16%|#5        | 7/44 [00:08<00:43,  1.16s/it]
Validation Progress:  16%|#5        | 7/44 [00:08<00:43,  1.16s/it]
Validation Progress:  16%|#5        | 7/44 [00:08<00:43,  1.18s/it]
Validation Progress:  18%|#8        | 8/44 [00:09<00:42,  1.18s/it]
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  8%|7         | 62/781 [00:03<00:39, 18.27it/s]
  8%|8         | 64/781 [00:03<00:39, 18.29it/s]
  8%|8         | 66/781 [00:03<00:39, 18.21it/s]
  9%|8         | 68/781 [00:03<00:39, 17.86it/s]
  9%|8         | 70/781 [00:03<00:39, 17.85it/s]
  9%|9         | 72/781 [00:04<00:40, 17.54it/s]
  9%|9         | 74/781 [00:04<00:40, 17.54it/s]
 10%|9         | 76/781 [00:04<00:40, 17.52it/s]
 10%|9         | 78/781 [00:04<00:39, 17.67it/s]
 10%|#         | 80/781 [00:04<00:39, 17.77it/s]
 10%|#         | 82/781 [00:04<00:39, 17.73it/s]
 11%|#         | 84/781 [00:04<00:39, 17.52it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.58it/s]
 11%|#1        | 88/781 [00:04<00:39, 17.52it/s]
 12%|#1        | 90/781 [00:05<00:39, 17.61it/s]
 12%|#1        | 92/781 [00:05<00:39, 17.65it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.71it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.90it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.01it/s]
 13%|#2        | 100/781 [00:05<00:37, 18.05it/s]
 13%|#3        | 102/781 [00:05<00:38, 17.66it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.90it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.91it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.99it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.85it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.82it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.85it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.00it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.14it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.42it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.44it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.56it/s]
 16%|#6        | 126/781 [00:07<00:34, 18.94it/s]
 16%|#6        | 128/781 [00:07<00:34, 19.10it/s]
 17%|#6        | 131/781 [00:07<00:33, 19.48it/s]
 17%|#7        | 133/781 [00:07<00:33, 19.60it/s]
 17%|#7        | 135/781 [00:07<00:32, 19.63it/s]
 18%|#7        | 137/781 [00:07<00:32, 19.68it/s]
 18%|#7        | 139/781 [00:07<00:32, 19.76it/s]
 18%|#8        | 142/781 [00:07<00:31, 20.05it/s]
 19%|#8        | 145/781 [00:07<00:31, 20.27it/s]
 19%|#8        | 148/781 [00:08<00:31, 20.14it/s]
 19%|#9        | 151/781 [00:08<00:31, 20.22it/s]
 20%|#9        | 154/781 [00:08<00:30, 20.28it/s]
 20%|##        | 157/781 [00:08<00:30, 20.39it/s]
 20%|##        | 160/781 [00:08<00:30, 20.23it/s]
 21%|##        | 163/781 [00:08<00:31, 19.64it/s]
 21%|##1       | 165/781 [00:08<00:32, 19.23it/s]
 21%|##1       | 167/781 [00:09<00:32, 19.04it/s]
 22%|##1       | 169/781 [00:09<00:32, 19.03it/s]
 22%|##1       | 171/781 [00:09<00:32, 18.52it/s]
 22%|##2       | 173/781 [00:09<00:33, 18.16it/s]
 22%|##2       | 175/781 [00:09<00:33, 18.04it/s]
 23%|##2       | 177/781 [00:09<00:33, 17.93it/s]
 23%|##2       | 179/781 [00:09<00:34, 17.68it/s]
 23%|##3       | 181/781 [00:09<00:33, 17.66it/s]
 23%|##3       | 183/781 [00:10<00:34, 17.54it/s]
 24%|##3       | 185/781 [00:10<00:33, 17.67it/s]
 24%|##3       | 187/781 [00:10<00:33, 17.81it/s]
 24%|##4       | 189/781 [00:10<00:33, 17.92it/s]
 24%|##4       | 191/781 [00:10<00:32, 17.92it/s]
 25%|##4       | 193/781 [00:10<00:32, 17.98it/s]
 25%|##4       | 195/781 [00:10<00:32, 17.99it/s]
 25%|##5       | 197/781 [00:10<00:32, 17.79it/s]
 25%|##5       | 199/781 [00:10<00:32, 17.72it/s]
 26%|##5       | 201/781 [00:11<00:32, 17.77it/s]
 26%|##5       | 203/781 [00:11<00:32, 17.83it/s]
 26%|##6       | 205/781 [00:11<00:32, 17.89it/s]
 27%|##6       | 207/781 [00:11<00:31, 17.98it/s]
 27%|##6       | 209/781 [00:11<00:32, 17.85it/s]
 27%|##7       | 211/781 [00:11<00:31, 17.94it/s]
 27%|##7       | 213/781 [00:11<00:31, 18.02it/s]
 28%|##7       | 215/781 [00:11<00:31, 18.09it/s]
 28%|##7       | 217/781 [00:11<00:31, 18.12it/s]
 28%|##8       | 219/781 [00:12<00:30, 18.14it/s]
 28%|##8       | 221/781 [00:12<00:30, 18.16it/s]
 29%|##8       | 223/781 [00:12<00:31, 17.89it/s]
 29%|##8       | 225/781 [00:12<00:30, 17.95it/s]
 29%|##9       | 227/781 [00:12<00:30, 18.04it/s]
 29%|##9       | 229/781 [00:12<00:30, 18.13it/s]
 30%|##9       | 231/781 [00:12<00:30, 18.16it/s]
 30%|##9       | 233/781 [00:12<00:30, 18.21it/s]
 30%|###       | 235/781 [00:12<00:29, 18.22it/s]
 30%|###       | 237/781 [00:12<00:29, 18.23it/s]
 31%|###       | 239/781 [00:13<00:29, 18.27it/s]
 31%|###       | 241/781 [00:13<00:29, 18.24it/s]
 31%|###1      | 243/781 [00:13<00:29, 18.07it/s]
 31%|###1      | 245/781 [00:13<00:29, 18.13it/s]
 32%|###1      | 247/781 [00:13<00:29, 17.96it/s]
 32%|###1      | 249/781 [00:13<00:29, 18.05it/s]
 32%|###2      | 251/781 [00:13<00:29, 18.16it/s]
 32%|###2      | 253/781 [00:13<00:29, 18.16it/s]
 33%|###2      | 255/781 [00:13<00:29, 17.73it/s]
 33%|###2      | 257/781 [00:14<00:29, 17.68it/s]
 33%|###3      | 259/781 [00:14<00:29, 17.70it/s]
 33%|###3      | 261/781 [00:14<00:29, 17.67it/s]
 34%|###3      | 263/781 [00:14<00:29, 17.67it/s]
 34%|###3      | 265/781 [00:14<00:29, 17.75it/s]
 34%|###4      | 267/781 [00:14<00:28, 17.76it/s]
 34%|###4      | 269/781 [00:14<00:28, 17.83it/s]
 35%|###4      | 271/781 [00:14<00:28, 17.70it/s]
 35%|###4      | 273/781 [00:15<00:28, 17.73it/s]
 35%|###5      | 275/781 [00:15<00:28, 17.83it/s]
 35%|###5      | 277/781 [00:15<00:28, 17.78it/s]
 36%|###5      | 279/781 [00:15<00:28, 17.71it/s]
 36%|###5      | 281/781 [00:15<00:27, 17.86it/s]
 36%|###6      | 283/781 [00:15<00:28, 17.71it/s]
 36%|###6      | 285/781 [00:15<00:27, 17.76it/s]
 37%|###6      | 287/781 [00:15<00:27, 17.83it/s]
 37%|###7      | 289/781 [00:15<00:27, 17.86it/s]
 37%|###7      | 291/781 [00:16<00:27, 17.84it/s]
 38%|###7      | 293/781 [00:16<00:27, 17.87it/s]
 38%|###7      | 295/781 [00:16<00:27, 17.36it/s]
 38%|###8      | 297/781 [00:16<00:28, 17.09it/s]
 38%|###8      | 299/781 [00:16<00:27, 17.37it/s]
 39%|###8      | 301/781 [00:16<00:27, 17.47it/s]
 39%|###8      | 303/781 [00:16<00:26, 17.71it/s]
 39%|###9      | 305/781 [00:16<00:26, 17.85it/s]
 39%|###9      | 307/781 [00:16<00:26, 17.74it/s]
 40%|###9      | 309/781 [00:17<00:26, 17.85it/s]
 40%|###9      | 311/781 [00:17<00:26, 17.85it/s]
 40%|####      | 313/781 [00:17<00:26, 17.92it/s]
 40%|####      | 315/781 [00:17<00:25, 17.97it/s]
 41%|####      | 317/781 [00:17<00:26, 17.77it/s]
 41%|####      | 319/781 [00:17<00:25, 17.82it/s]
 41%|####1     | 321/781 [00:17<00:25, 17.88it/s]
 41%|####1     | 323/781 [00:17<00:25, 17.89it/s]
 42%|####1     | 325/781 [00:17<00:25, 17.85it/s]
 42%|####1     | 327/781 [00:18<00:25, 17.81it/s]
 42%|####2     | 329/781 [00:18<00:25, 17.74it/s]
 42%|####2     | 331/781 [00:18<00:24, 18.07it/s]
 43%|####2     | 333/781 [00:18<00:24, 18.00it/s]
 43%|####2     | 335/781 [00:18<00:24, 18.04it/s]
 43%|####3     | 337/781 [00:18<00:24, 18.05it/s]
 43%|####3     | 339/781 [00:18<00:25, 17.57it/s]
 44%|####3     | 341/781 [00:18<00:24, 17.70it/s]
 44%|####3     | 343/781 [00:18<00:24, 17.94it/s]
 44%|####4     | 345/781 [00:19<00:24, 17.96it/s]
 44%|####4     | 347/781 [00:19<00:23, 18.33it/s]
 45%|####4     | 349/781 [00:19<00:23, 18.23it/s]
 45%|####4     | 351/781 [00:19<00:23, 18.20it/s]
 45%|####5     | 353/781 [00:19<00:23, 18.08it/s]
 45%|####5     | 355/781 [00:19<00:23, 17.97it/s]
 46%|####5     | 357/781 [00:19<00:23, 18.02it/s]
 46%|####5     | 359/781 [00:19<00:23, 18.06it/s]
 46%|####6     | 361/781 [00:19<00:23, 17.97it/s]
 46%|####6     | 363/781 [00:20<00:23, 17.94it/s]
 47%|####6     | 365/781 [00:20<00:23, 17.96it/s]
 47%|####6     | 367/781 [00:20<00:22, 18.04it/s]
 47%|####7     | 369/781 [00:20<00:22, 17.92it/s]
 48%|####7     | 371/781 [00:20<00:22, 17.86it/s]
 48%|####7     | 373/781 [00:20<00:22, 17.85it/s]
 48%|####8     | 375/781 [00:20<00:22, 17.94it/s]
 48%|####8     | 377/781 [00:20<00:22, 17.96it/s]
 49%|####8     | 379/781 [00:20<00:22, 17.94it/s]
 49%|####8     | 381/781 [00:21<00:22, 17.98it/s]
 49%|####9     | 383/781 [00:21<00:22, 18.02it/s]
 49%|####9     | 385/781 [00:21<00:21, 18.12it/s]
 50%|####9     | 387/781 [00:21<00:21, 18.16it/s]
 50%|####9     | 389/781 [00:21<00:21, 18.18it/s]
 50%|#####     | 391/781 [00:21<00:21, 18.00it/s]
 50%|#####     | 393/781 [00:21<00:21, 17.98it/s]
 51%|#####     | 395/781 [00:21<00:21, 18.00it/s]
 51%|#####     | 397/781 [00:21<00:21, 18.08it/s]
 51%|#####1    | 399/781 [00:22<00:21, 17.96it/s]
 51%|#####1    | 401/781 [00:22<00:21, 17.95it/s]
 52%|#####1    | 403/781 [00:22<00:20, 18.04it/s]
 52%|#####1    | 405/781 [00:22<00:20, 17.96it/s]
 52%|#####2    | 407/781 [00:22<00:20, 18.04it/s]
 52%|#####2    | 409/781 [00:22<00:20, 18.06it/s]
 53%|#####2    | 411/781 [00:22<00:20, 18.10it/s]
 53%|#####2    | 413/781 [00:22<00:20, 17.95it/s]
 53%|#####3    | 415/781 [00:22<00:20, 18.01it/s]
 53%|#####3    | 417/781 [00:23<00:20, 17.97it/s]
 54%|#####3    | 419/781 [00:23<00:20, 17.75it/s]
 54%|#####3    | 421/781 [00:23<00:20, 17.71it/s]
 54%|#####4    | 423/781 [00:23<00:20, 17.54it/s]
 54%|#####4    | 425/781 [00:23<00:20, 17.47it/s]
 55%|#####4    | 427/781 [00:23<00:20, 17.50it/s]
 55%|#####4    | 429/781 [00:23<00:20, 17.59it/s]
 55%|#####5    | 431/781 [00:23<00:19, 17.65it/s]
 55%|#####5    | 433/781 [00:23<00:20, 17.39it/s]
 56%|#####5    | 435/781 [00:24<00:19, 17.64it/s]
 56%|#####5    | 437/781 [00:24<00:19, 17.76it/s]
 56%|#####6    | 439/781 [00:24<00:18, 18.19it/s]
 56%|#####6    | 441/781 [00:24<00:18, 18.11it/s]
 57%|#####6    | 443/781 [00:24<00:18, 18.26it/s]
 57%|#####6    | 445/781 [00:24<00:18, 18.37it/s]
 57%|#####7    | 447/781 [00:24<00:18, 18.20it/s]
 57%|#####7    | 449/781 [00:24<00:17, 18.50it/s]
 58%|#####7    | 451/781 [00:24<00:18, 18.08it/s]
 58%|#####8    | 453/781 [00:25<00:18, 17.85it/s]
 58%|#####8    | 455/781 [00:25<00:18, 17.92it/s]
 59%|#####8    | 457/781 [00:25<00:18, 17.81it/s]
 59%|#####8    | 459/781 [00:25<00:17, 17.90it/s]
 59%|#####9    | 461/781 [00:25<00:17, 17.97it/s]
 59%|#####9    | 463/781 [00:25<00:17, 18.00it/s]
 60%|#####9    | 465/781 [00:25<00:17, 17.92it/s]
 60%|#####9    | 467/781 [00:25<00:17, 17.90it/s]
 60%|######    | 469/781 [00:25<00:17, 17.95it/s]
 60%|######    | 471/781 [00:26<00:17, 17.93it/s]
 61%|######    | 473/781 [00:26<00:17, 17.94it/s]
 61%|######    | 475/781 [00:26<00:17, 17.62it/s]
 61%|######1   | 477/781 [00:26<00:17, 17.63it/s]
 61%|######1   | 479/781 [00:26<00:17, 17.35it/s]
 62%|######1   | 481/781 [00:26<00:17, 17.42it/s]
 62%|######1   | 483/781 [00:26<00:17, 17.48it/s]
 62%|######2   | 485/781 [00:26<00:17, 17.34it/s]
 62%|######2   | 487/781 [00:26<00:16, 17.41it/s]
 63%|######2   | 489/781 [00:27<00:16, 17.50it/s]
 63%|######2   | 491/781 [00:27<00:16, 17.56it/s]
 63%|######3   | 493/781 [00:27<00:16, 17.54it/s]
 63%|######3   | 495/781 [00:27<00:16, 17.63it/s]
 64%|######3   | 497/781 [00:27<00:16, 17.74it/s]
 64%|######3   | 499/781 [00:27<00:15, 17.80it/s]
 64%|######4   | 501/781 [00:27<00:15, 17.87it/s]
 64%|######4   | 503/781 [00:27<00:15, 17.94it/s]
 65%|######4   | 505/781 [00:28<00:15, 18.00it/s]
 65%|######4   | 507/781 [00:28<00:15, 17.86it/s]
 65%|######5   | 509/781 [00:28<00:15, 17.93it/s]
 65%|######5   | 511/781 [00:28<00:14, 18.01it/s]
 66%|######5   | 513/781 [00:28<00:14, 18.00it/s]
 66%|######5   | 515/781 [00:28<00:14, 18.05it/s]
 66%|######6   | 517/781 [00:28<00:14, 17.81it/s]
 66%|######6   | 519/781 [00:28<00:14, 17.76it/s]
 67%|######6   | 521/781 [00:28<00:14, 17.75it/s]
 67%|######6   | 523/781 [00:29<00:14, 17.77it/s]
 67%|######7   | 525/781 [00:29<00:14, 17.85it/s]
 67%|######7   | 527/781 [00:29<00:14, 17.89it/s]
 68%|######7   | 529/781 [00:29<00:14, 17.73it/s]
 68%|######7   | 531/781 [00:29<00:14, 17.58it/s]
 68%|######8   | 533/781 [00:29<00:13, 17.75it/s]
 69%|######8   | 535/781 [00:29<00:13, 17.87it/s]
 69%|######8   | 537/781 [00:29<00:13, 17.90it/s]
 69%|######9   | 539/781 [00:29<00:13, 18.01it/s]
 69%|######9   | 541/781 [00:30<00:13, 17.97it/s]
 70%|######9   | 543/781 [00:30<00:13, 18.00it/s]
 70%|######9   | 545/781 [00:30<00:13, 17.91it/s]
 70%|#######   | 547/781 [00:30<00:13, 17.88it/s]
 70%|#######   | 549/781 [00:30<00:12, 17.94it/s]
 71%|#######   | 551/781 [00:30<00:12, 17.82it/s]
 71%|#######   | 553/781 [00:30<00:12, 17.75it/s]
 71%|#######1  | 555/781 [00:30<00:12, 17.69it/s]
 71%|#######1  | 557/781 [00:30<00:12, 17.73it/s]
 72%|#######1  | 559/781 [00:31<00:12, 17.85it/s]
 72%|#######1  | 561/781 [00:31<00:12, 17.85it/s]
 72%|#######2  | 563/781 [00:31<00:12, 17.95it/s]
 72%|#######2  | 565/781 [00:31<00:12, 17.92it/s]
 73%|#######2  | 567/781 [00:31<00:11, 18.00it/s]
 73%|#######2  | 569/781 [00:31<00:11, 18.05it/s]
 73%|#######3  | 571/781 [00:31<00:11, 18.03it/s]
 73%|#######3  | 573/781 [00:31<00:11, 18.08it/s]
 74%|#######3  | 575/781 [00:31<00:11, 18.07it/s]
 74%|#######3  | 577/781 [00:32<00:11, 18.03it/s]
 74%|#######4  | 579/781 [00:32<00:11, 17.75it/s]
 74%|#######4  | 581/781 [00:32<00:11, 17.84it/s]
 75%|#######4  | 583/781 [00:32<00:11, 17.96it/s]
 75%|#######4  | 585/781 [00:32<00:10, 18.10it/s]
 75%|#######5  | 587/781 [00:32<00:10, 17.84it/s]
 75%|#######5  | 589/781 [00:32<00:10, 17.92it/s]
 76%|#######5  | 591/781 [00:32<00:10, 17.91it/s]
 76%|#######5  | 593/781 [00:32<00:10, 17.90it/s]
 76%|#######6  | 595/781 [00:33<00:10, 17.95it/s]
 76%|#######6  | 597/781 [00:33<00:10, 17.93it/s]
 77%|#######6  | 599/781 [00:33<00:10, 17.93it/s]
 77%|#######6  | 601/781 [00:33<00:10, 17.92it/s]
 77%|#######7  | 603/781 [00:33<00:10, 17.78it/s]
 77%|#######7  | 605/781 [00:33<00:09, 17.92it/s]
 78%|#######7  | 607/781 [00:33<00:09, 18.01it/s]
 78%|#######7  | 609/781 [00:33<00:09, 18.12it/s]
 78%|#######8  | 611/781 [00:33<00:09, 18.22it/s]
 78%|#######8  | 613/781 [00:34<00:09, 18.23it/s]
 79%|#######8  | 615/781 [00:34<00:09, 18.20it/s]
 79%|#######9  | 617/781 [00:34<00:09, 18.14it/s]
 79%|#######9  | 619/781 [00:34<00:08, 18.07it/s]
 80%|#######9  | 621/781 [00:34<00:08, 18.00it/s]
 80%|#######9  | 623/781 [00:34<00:09, 17.55it/s]
 80%|########  | 625/781 [00:34<00:08, 17.52it/s]
 80%|########  | 627/781 [00:34<00:08, 17.64it/s]
 81%|########  | 629/781 [00:34<00:08, 17.65it/s]
 81%|########  | 631/781 [00:35<00:08, 17.69it/s]
 81%|########1 | 633/781 [00:35<00:08, 17.75it/s]
 81%|########1 | 635/781 [00:35<00:08, 17.90it/s]
 82%|########1 | 637/781 [00:35<00:08, 17.93it/s]
 82%|########1 | 639/781 [00:35<00:07, 17.94it/s]
 82%|########2 | 641/781 [00:35<00:07, 18.05it/s]
 82%|########2 | 643/781 [00:35<00:07, 18.06it/s]
 83%|########2 | 645/781 [00:35<00:07, 17.72it/s]
 83%|########2 | 647/781 [00:35<00:07, 17.84it/s]
 83%|########3 | 649/781 [00:36<00:07, 17.83it/s]
 83%|########3 | 651/781 [00:36<00:07, 17.89it/s]
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 13%|#2        | 20/157 [00:01<00:09, 14.49it/s]
 14%|#4        | 22/157 [00:01<00:09, 14.14it/s]
 15%|#5        | 24/157 [00:01<00:09, 14.07it/s]
 17%|#6        | 26/157 [00:01<00:09, 13.90it/s]
 18%|#7        | 28/157 [00:01<00:09, 13.77it/s]
 19%|#9        | 30/157 [00:02<00:09, 13.67it/s]
 20%|##        | 32/157 [00:02<00:09, 13.82it/s]
 22%|##1       | 34/157 [00:02<00:08, 13.94it/s]
 23%|##2       | 36/157 [00:02<00:08, 13.98it/s]
 24%|##4       | 38/157 [00:02<00:08, 13.86it/s]
 25%|##5       | 40/157 [00:02<00:08, 13.88it/s]
 27%|##6       | 42/157 [00:02<00:08, 13.96it/s]
 28%|##8       | 44/157 [00:03<00:08, 14.05it/s]
 29%|##9       | 46/157 [00:03<00:07, 13.98it/s]
 31%|###       | 48/157 [00:03<00:07, 13.86it/s]
 32%|###1      | 50/157 [00:03<00:07, 13.93it/s]
 33%|###3      | 52/157 [00:03<00:07, 13.94it/s]
 34%|###4      | 54/157 [00:03<00:07, 13.99it/s]
 36%|###5      | 56/157 [00:03<00:07, 13.91it/s]
 37%|###6      | 58/157 [00:04<00:07, 13.96it/s]
 38%|###8      | 60/157 [00:04<00:06, 14.01it/s]
 39%|###9      | 62/157 [00:04<00:06, 14.06it/s]
 41%|####      | 64/157 [00:04<00:06, 13.91it/s]
 42%|####2     | 66/157 [00:04<00:06, 13.93it/s]
 43%|####3     | 68/157 [00:04<00:06, 13.91it/s]
 45%|####4     | 70/157 [00:04<00:06, 13.99it/s]
 46%|####5     | 72/157 [00:05<00:06, 14.05it/s]
 47%|####7     | 74/157 [00:05<00:05, 13.96it/s]
 48%|####8     | 76/157 [00:05<00:05, 13.99it/s]
 50%|####9     | 78/157 [00:05<00:05, 14.00it/s]
 51%|#####     | 80/157 [00:05<00:05, 14.02it/s]
 52%|#####2    | 82/157 [00:05<00:05, 13.90it/s]
 54%|#####3    | 84/157 [00:05<00:05, 13.76it/s]
 55%|#####4    | 86/157 [00:06<00:05, 13.72it/s]
 56%|#####6    | 88/157 [00:06<00:05, 13.78it/s]
 57%|#####7    | 90/157 [00:06<00:04, 13.92it/s]
 59%|#####8    | 92/157 [00:06<00:04, 14.05it/s]
 60%|#####9    | 94/157 [00:06<00:04, 14.13it/s]
 61%|######1   | 96/157 [00:06<00:04, 14.10it/s]
 62%|######2   | 98/157 [00:06<00:04, 14.02it/s]
 64%|######3   | 100/157 [00:07<00:04, 14.00it/s]
 65%|######4   | 102/157 [00:07<00:03, 14.10it/s]
 66%|######6   | 104/157 [00:07<00:03, 14.15it/s]
 68%|######7   | 106/157 [00:07<00:03, 14.18it/s]
 69%|######8   | 108/157 [00:07<00:03, 14.12it/s]
 70%|#######   | 110/157 [00:07<00:03, 14.14it/s]
 71%|#######1  | 112/157 [00:07<00:03, 13.92it/s]
 73%|#######2  | 114/157 [00:08<00:03, 13.94it/s]
 74%|#######3  | 116/157 [00:08<00:02, 14.06it/s]
 75%|#######5  | 118/157 [00:08<00:02, 14.13it/s]
 76%|#######6  | 120/157 [00:08<00:02, 14.19it/s]
 78%|#######7  | 122/157 [00:08<00:02, 14.18it/s]
 79%|#######8  | 124/157 [00:08<00:02, 14.22it/s]
 80%|########  | 126/157 [00:08<00:02, 14.28it/s]
 82%|########1 | 128/157 [00:09<00:02, 14.27it/s]
 83%|########2 | 130/157 [00:09<00:01, 14.28it/s]
 84%|########4 | 132/157 [00:09<00:01, 14.31it/s]
 85%|########5 | 134/157 [00:09<00:01, 14.31it/s]
 87%|########6 | 136/157 [00:09<00:01, 14.31it/s]
 88%|########7 | 138/157 [00:09<00:01, 14.24it/s]
 89%|########9 | 140/157 [00:09<00:01, 14.24it/s]
 90%|######### | 142/157 [00:10<00:01, 14.25it/s]
 92%|#########1| 144/157 [00:10<00:00, 14.07it/s]
 93%|#########2| 146/157 [00:10<00:00, 14.15it/s]
 94%|#########4| 148/157 [00:10<00:00, 14.17it/s]
 96%|#########5| 150/157 [00:10<00:00, 14.20it/s]
 97%|#########6| 152/157 [00:10<00:00, 14.18it/s]
 98%|#########8| 154/157 [00:10<00:00, 14.14it/s]
 99%|#########9| 156/157 [00:11<00:00, 14.15it/s]
100%|##########| 157/157 [00:11<00:00, 14.14it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:48, 16.04it/s]
  1%|          | 4/781 [00:00<00:48, 16.07it/s]
  1%|          | 6/781 [00:00<00:48, 16.01it/s]
  1%|1         | 8/781 [00:00<00:48, 16.09it/s]
  1%|1         | 10/781 [00:00<00:47, 16.19it/s]
  2%|1         | 12/781 [00:00<00:47, 16.20it/s]
  2%|1         | 14/781 [00:00<00:47, 16.01it/s]
  2%|2         | 16/781 [00:00<00:47, 16.09it/s]
  2%|2         | 18/781 [00:01<00:47, 16.13it/s]
  3%|2         | 20/781 [00:01<00:47, 16.18it/s]
  3%|2         | 22/781 [00:01<00:46, 16.17it/s]
  3%|3         | 24/781 [00:01<00:46, 16.18it/s]
  3%|3         | 26/781 [00:01<00:46, 16.19it/s]
  4%|3         | 28/781 [00:01<00:47, 15.74it/s]
  4%|3         | 30/781 [00:01<00:47, 15.76it/s]
  4%|4         | 32/781 [00:01<00:47, 15.82it/s]
  4%|4         | 34/781 [00:02<00:47, 15.64it/s]
  5%|4         | 36/781 [00:02<00:47, 15.74it/s]
  5%|4         | 38/781 [00:02<00:46, 15.91it/s]
  5%|5         | 40/781 [00:02<00:46, 15.99it/s]
  5%|5         | 42/781 [00:02<00:46, 15.86it/s]
  6%|5         | 44/781 [00:02<00:46, 15.93it/s]
  6%|5         | 46/781 [00:02<00:45, 15.98it/s]
  6%|6         | 48/781 [00:03<00:46, 15.61it/s]
  6%|6         | 50/781 [00:03<00:47, 15.42it/s]
  7%|6         | 52/781 [00:03<00:46, 15.82it/s]
  7%|6         | 54/781 [00:03<00:45, 15.83it/s]
  7%|7         | 56/781 [00:03<00:45, 15.88it/s]
  7%|7         | 58/781 [00:03<00:45, 15.90it/s]
  8%|7         | 60/781 [00:03<00:45, 15.78it/s]
  8%|7         | 62/781 [00:03<00:45, 15.95it/s]
  8%|8         | 64/781 [00:04<00:44, 16.07it/s]
  8%|8         | 66/781 [00:04<00:44, 16.04it/s]
  9%|8         | 68/781 [00:04<00:44, 15.94it/s]
  9%|8         | 70/781 [00:04<00:44, 15.86it/s]
  9%|9         | 72/781 [00:04<00:44, 15.96it/s]
  9%|9         | 74/781 [00:04<00:44, 15.87it/s]
 10%|9         | 76/781 [00:04<00:43, 16.12it/s]
 10%|9         | 78/781 [00:04<00:43, 16.09it/s]
 10%|#         | 80/781 [00:05<00:43, 16.00it/s]
 10%|#         | 82/781 [00:05<00:43, 15.95it/s]
 11%|#         | 84/781 [00:05<00:43, 15.96it/s]
 11%|#1        | 86/781 [00:05<00:43, 15.94it/s]
 11%|#1        | 88/781 [00:05<00:43, 15.83it/s]
 12%|#1        | 90/781 [00:05<00:43, 15.80it/s]
 12%|#1        | 92/781 [00:05<00:43, 15.78it/s]
 12%|#2        | 94/781 [00:05<00:43, 15.76it/s]
 12%|#2        | 96/781 [00:06<00:43, 15.85it/s]
 13%|#2        | 98/781 [00:06<00:43, 15.88it/s]
 13%|#2        | 100/781 [00:06<00:42, 15.94it/s]
 13%|#3        | 102/781 [00:06<00:42, 16.08it/s]
 13%|#3        | 104/781 [00:06<00:41, 16.13it/s]
 14%|#3        | 106/781 [00:06<00:42, 16.05it/s]
 14%|#3        | 108/781 [00:06<00:42, 15.97it/s]
 14%|#4        | 110/781 [00:06<00:42, 15.97it/s]
 14%|#4        | 112/781 [00:07<00:41, 16.01it/s]
 15%|#4        | 114/781 [00:07<00:41, 16.08it/s]
 15%|#4        | 116/781 [00:07<00:41, 15.90it/s]
 15%|#5        | 118/781 [00:07<00:42, 15.77it/s]
 15%|#5        | 120/781 [00:07<00:42, 15.73it/s]
 16%|#5        | 122/781 [00:07<00:42, 15.66it/s]
 16%|#5        | 124/781 [00:07<00:42, 15.58it/s]
 16%|#6        | 126/781 [00:07<00:42, 15.38it/s]
 16%|#6        | 128/781 [00:08<00:42, 15.55it/s]
 17%|#6        | 130/781 [00:08<00:41, 15.62it/s]
 17%|#6        | 132/781 [00:08<00:41, 15.72it/s]
 17%|#7        | 134/781 [00:08<00:40, 15.80it/s]
 17%|#7        | 136/781 [00:08<00:40, 15.91it/s]
 18%|#7        | 138/781 [00:08<00:40, 15.98it/s]
 18%|#7        | 140/781 [00:08<00:40, 15.99it/s]
 18%|#8        | 142/781 [00:08<00:39, 16.06it/s]
 18%|#8        | 144/781 [00:09<00:39, 15.98it/s]
 19%|#8        | 146/781 [00:09<00:40, 15.85it/s]
 19%|#8        | 148/781 [00:09<00:39, 15.86it/s]
 19%|#9        | 150/781 [00:09<00:40, 15.64it/s]
 19%|#9        | 152/781 [00:09<00:39, 15.73it/s]
 20%|#9        | 154/781 [00:09<00:39, 15.83it/s]
 20%|#9        | 156/781 [00:10<01:10,  8.88it/s]
 20%|##        | 158/781 [00:10<01:01, 10.11it/s]
 20%|##        | 160/781 [00:10<00:55, 11.25it/s]
 21%|##        | 162/781 [00:10<00:50, 12.22it/s]
 21%|##        | 164/781 [00:10<00:47, 13.04it/s]
 21%|##1       | 166/781 [00:10<00:45, 13.66it/s]
 22%|##1       | 168/781 [00:10<00:43, 14.09it/s]
 22%|##1       | 170/781 [00:11<00:42, 14.42it/s]
 22%|##2       | 172/781 [00:11<00:41, 14.68it/s]
 22%|##2       | 174/781 [00:11<00:40, 14.81it/s]
 23%|##2       | 176/781 [00:11<00:40, 14.99it/s]
 23%|##2       | 178/781 [00:11<00:40, 15.07it/s]
 23%|##3       | 180/781 [00:11<00:39, 15.22it/s]
 23%|##3       | 182/781 [00:11<00:39, 15.19it/s]
 24%|##3       | 184/781 [00:11<00:39, 15.17it/s]
 24%|##3       | 186/781 [00:12<00:39, 15.04it/s]
 24%|##4       | 188/781 [00:12<00:39, 15.00it/s]
 24%|##4       | 190/781 [00:12<00:39, 15.04it/s]
 25%|##4       | 192/781 [00:12<00:39, 15.09it/s]
 25%|##4       | 194/781 [00:12<00:38, 15.05it/s]
 25%|##5       | 196/781 [00:12<00:38, 15.08it/s]
 25%|##5       | 198/781 [00:12<00:38, 15.16it/s]
 26%|##5       | 200/781 [00:13<00:38, 15.16it/s]
 26%|##5       | 202/781 [00:13<00:38, 15.14it/s]
 26%|##6       | 204/781 [00:13<00:38, 15.08it/s]
 26%|##6       | 206/781 [00:13<00:38, 15.13it/s]
 27%|##6       | 208/781 [00:13<00:37, 15.20it/s]
 27%|##6       | 210/781 [00:13<00:37, 15.13it/s]
 27%|##7       | 212/781 [00:13<00:37, 15.08it/s]
 27%|##7       | 214/781 [00:13<00:37, 14.93it/s]
 28%|##7       | 216/781 [00:14<00:37, 14.93it/s]
 28%|##7       | 218/781 [00:14<00:37, 14.97it/s]
 28%|##8       | 220/781 [00:14<00:37, 15.08it/s]
 28%|##8       | 222/781 [00:14<00:37, 14.99it/s]
 29%|##8       | 224/781 [00:14<00:36, 15.08it/s]
 29%|##8       | 226/781 [00:14<00:36, 15.09it/s]
 29%|##9       | 228/781 [00:14<00:36, 15.10it/s]
 29%|##9       | 230/781 [00:15<00:36, 15.21it/s]
 30%|##9       | 232/781 [00:15<00:35, 15.27it/s]
 30%|##9       | 234/781 [00:15<00:36, 15.17it/s]
 30%|###       | 236/781 [00:15<00:35, 15.15it/s]
 30%|###       | 238/781 [00:15<00:35, 15.10it/s]
 31%|###       | 240/781 [00:15<00:35, 15.10it/s]
 31%|###       | 242/781 [00:15<00:35, 15.12it/s]
 31%|###1      | 244/781 [00:15<00:35, 15.20it/s]
 31%|###1      | 246/781 [00:16<00:35, 15.16it/s]
 32%|###1      | 248/781 [00:16<00:35, 15.08it/s]
 32%|###2      | 250/781 [00:16<00:35, 15.10it/s]
 32%|###2      | 252/781 [00:16<00:35, 15.11it/s]
 33%|###2      | 254/781 [00:16<00:34, 15.06it/s]
 33%|###2      | 256/781 [00:16<00:34, 15.01it/s]
 33%|###3      | 258/781 [00:16<00:34, 15.12it/s]
 33%|###3      | 260/781 [00:17<00:34, 15.17it/s]
 34%|###3      | 262/781 [00:17<00:34, 15.18it/s]
 34%|###3      | 264/781 [00:17<00:33, 15.27it/s]
 34%|###4      | 266/781 [00:17<00:33, 15.27it/s]
 34%|###4      | 268/781 [00:17<00:33, 15.13it/s]
 35%|###4      | 270/781 [00:17<00:33, 15.21it/s]
 35%|###4      | 272/781 [00:17<00:33, 15.29it/s]
 35%|###5      | 274/781 [00:17<00:33, 15.35it/s]
 35%|###5      | 276/781 [00:18<00:32, 15.38it/s]
 36%|###5      | 278/781 [00:18<00:32, 15.41it/s]
 36%|###5      | 280/781 [00:18<00:32, 15.43it/s]
 36%|###6      | 282/781 [00:18<00:32, 15.32it/s]
 36%|###6      | 284/781 [00:18<00:32, 15.16it/s]
 37%|###6      | 286/781 [00:18<00:32, 15.04it/s]
 37%|###6      | 288/781 [00:18<00:32, 15.07it/s]
 37%|###7      | 290/781 [00:18<00:32, 15.07it/s]
 37%|###7      | 292/781 [00:19<00:32, 15.13it/s]
 38%|###7      | 294/781 [00:19<00:32, 15.10it/s]
 38%|###7      | 296/781 [00:19<00:31, 15.22it/s]
 38%|###8      | 298/781 [00:19<00:31, 15.17it/s]
 38%|###8      | 300/781 [00:19<00:32, 15.03it/s]
 39%|###8      | 302/781 [00:19<00:31, 15.12it/s]
 39%|###8      | 304/781 [00:19<00:31, 15.21it/s]
 39%|###9      | 306/781 [00:20<00:31, 15.26it/s]
 39%|###9      | 308/781 [00:20<00:31, 15.24it/s]
 40%|###9      | 310/781 [00:20<00:30, 15.24it/s]
 40%|###9      | 312/781 [00:20<00:30, 15.27it/s]
 40%|####      | 314/781 [00:20<00:30, 15.28it/s]
 40%|####      | 316/781 [00:20<00:30, 15.29it/s]
 41%|####      | 318/781 [00:20<00:30, 15.14it/s]
 41%|####      | 320/781 [00:20<00:30, 15.05it/s]
 41%|####1     | 322/781 [00:21<00:30, 15.14it/s]
 41%|####1     | 324/781 [00:21<00:30, 15.19it/s]
 42%|####1     | 326/781 [00:21<00:29, 15.24it/s]
 42%|####1     | 328/781 [00:21<00:30, 15.09it/s]
 42%|####2     | 330/781 [00:21<00:29, 15.16it/s]
 43%|####2     | 332/781 [00:21<00:29, 15.20it/s]
 43%|####2     | 334/781 [00:21<00:29, 15.21it/s]
 43%|####3     | 336/781 [00:22<00:29, 15.00it/s]
 43%|####3     | 338/781 [00:22<00:29, 14.94it/s]
 44%|####3     | 340/781 [00:22<00:29, 15.07it/s]
 44%|####3     | 342/781 [00:22<00:28, 15.16it/s]
 44%|####4     | 344/781 [00:22<00:28, 15.22it/s]
 44%|####4     | 346/781 [00:22<00:29, 14.95it/s]
 45%|####4     | 348/781 [00:22<00:29, 14.93it/s]
 45%|####4     | 350/781 [00:22<00:28, 15.04it/s]
 45%|####5     | 352/781 [00:23<00:28, 15.15it/s]
 45%|####5     | 354/781 [00:23<00:28, 15.13it/s]
 46%|####5     | 356/781 [00:23<00:27, 15.22it/s]
 46%|####5     | 358/781 [00:23<00:27, 15.13it/s]
 46%|####6     | 360/781 [00:23<00:27, 15.18it/s]
 46%|####6     | 362/781 [00:23<00:27, 15.24it/s]
 47%|####6     | 364/781 [00:23<00:27, 15.11it/s]
 47%|####6     | 366/781 [00:24<00:27, 15.01it/s]
 47%|####7     | 368/781 [00:24<00:27, 15.02it/s]
 47%|####7     | 370/781 [00:24<00:27, 15.04it/s]
 48%|####7     | 372/781 [00:24<00:27, 15.12it/s]
 48%|####7     | 374/781 [00:24<00:26, 15.16it/s]
 48%|####8     | 376/781 [00:24<00:26, 15.24it/s]
 48%|####8     | 378/781 [00:24<00:26, 15.09it/s]
 49%|####8     | 380/781 [00:24<00:26, 15.12it/s]
 49%|####8     | 382/781 [00:25<00:26, 15.14it/s]
 49%|####9     | 384/781 [00:25<00:26, 15.22it/s]
 49%|####9     | 386/781 [00:25<00:25, 15.23it/s]
 50%|####9     | 388/781 [00:25<00:25, 15.27it/s]
 50%|####9     | 390/781 [00:25<00:25, 15.25it/s]
 50%|#####     | 392/781 [00:25<00:25, 15.31it/s]
 50%|#####     | 394/781 [00:25<00:25, 15.36it/s]
 51%|#####     | 396/781 [00:25<00:25, 15.37it/s]
 51%|#####     | 398/781 [00:26<00:25, 15.26it/s]
 51%|#####1    | 400/781 [00:26<00:25, 15.19it/s]
 51%|#####1    | 402/781 [00:26<00:24, 15.17it/s]
 52%|#####1    | 404/781 [00:26<00:24, 15.10it/s]
 52%|#####1    | 406/781 [00:26<00:24, 15.02it/s]
 52%|#####2    | 408/781 [00:26<00:24, 15.01it/s]
 52%|#####2    | 410/781 [00:26<00:24, 14.97it/s]
 53%|#####2    | 412/781 [00:27<00:24, 15.09it/s]
 53%|#####3    | 414/781 [00:27<00:24, 15.16it/s]
 53%|#####3    | 416/781 [00:27<00:24, 14.91it/s]
 54%|#####3    | 418/781 [00:27<00:24, 14.99it/s]
 54%|#####3    | 420/781 [00:27<00:23, 15.11it/s]
 54%|#####4    | 422/781 [00:27<00:23, 15.12it/s]
 54%|#####4    | 424/781 [00:27<00:23, 15.04it/s]
 55%|#####4    | 426/781 [00:27<00:23, 15.12it/s]
 55%|#####4    | 428/781 [00:28<00:23, 15.00it/s]
 55%|#####5    | 430/781 [00:28<00:23, 15.02it/s]
 55%|#####5    | 432/781 [00:28<00:23, 15.07it/s]
 56%|#####5    | 434/781 [00:28<00:22, 15.18it/s]
 56%|#####5    | 436/781 [00:28<00:22, 15.14it/s]
 56%|#####6    | 438/781 [00:28<00:22, 15.23it/s]
 56%|#####6    | 440/781 [00:28<00:22, 15.27it/s]
 57%|#####6    | 442/781 [00:29<00:22, 15.24it/s]
 57%|#####6    | 444/781 [00:29<00:22, 15.04it/s]
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100%|#########9| 780/781 [00:50<00:00, 17.44it/s]
100%|##########| 781/781 [00:50<00:00, 15.45it/s]




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Validation Progress:  57%|#####6    | 25/44 [00:30<00:24,  1.27s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.26s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.26s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.26s/it]
Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.26s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.27s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.27s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.27s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.27s/it]
Validation Progress:  64%|######3   | 28/44 [00:34<00:20,  1.26s/it]
Validation Progress:  64%|######3   | 28/44 [00:34<00:20,  1.26s/it]
Validation Progress:  64%|######3   | 28/44 [00:34<00:20,  1.26s/it]
Validation Progress:  64%|######3   | 28/44 [00:34<00:20,  1.26s/it]
Validation Progress:  66%|######5   | 29/44 [00:35<00:19,  1.28s/it]
Validation Progress:  66%|######5   | 29/44 [00:35<00:19,  1.28s/it]
Validation Progress:  66%|######5   | 29/44 [00:35<00:19,  1.29s/it]
Validation Progress:  66%|######5   | 29/44 [00:35<00:19,  1.29s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:18,  1.29s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:18,  1.29s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:18,  1.29s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:18,  1.29s/it]
Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.28s/it]
Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.28s/it]
Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.28s/it]
Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.28s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:15,  1.25s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:15,  1.25s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:15,  1.25s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:15,  1.25s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.31s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.31s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.31s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.31s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.29s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.33s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.33s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.33s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.33s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.37s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.37s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.37s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.37s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.13s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.14s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:12<00:00, 12.10s/it]
100%|##########| 1/1 [00:12<00:00, 12.11s/it]

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  8%|7         | 12/157 [00:00<00:08, 16.38it/s]
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 10%|#         | 16/157 [00:00<00:08, 16.62it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.64it/s]
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100%|##########| 157/157 [00:09<00:00, 16.17it/s]

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  7%|7         | 56/781 [00:03<00:42, 17.17it/s]
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 28%|##8       | 222/781 [00:12<00:31, 17.62it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.74it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.78it/s]
 29%|##9       | 228/781 [00:12<00:30, 17.95it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.03it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.04it/s]
 30%|##9       | 234/781 [00:13<00:30, 18.09it/s]
 30%|###       | 236/781 [00:13<00:30, 18.15it/s]
 30%|###       | 238/781 [00:13<00:29, 18.11it/s]
 31%|###       | 240/781 [00:13<00:29, 18.05it/s]
 31%|###       | 242/781 [00:13<00:30, 17.81it/s]
 31%|###1      | 244/781 [00:13<00:30, 17.56it/s]
 31%|###1      | 246/781 [00:13<00:30, 17.32it/s]
 32%|###1      | 248/781 [00:13<00:30, 17.41it/s]
 32%|###2      | 250/781 [00:14<00:30, 17.44it/s]
 32%|###2      | 252/781 [00:14<00:30, 17.61it/s]
 33%|###2      | 254/781 [00:14<00:29, 17.79it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.87it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.59it/s]
 33%|###3      | 260/781 [00:14<00:30, 17.32it/s]
 34%|###3      | 262/781 [00:14<00:29, 17.48it/s]
 34%|###3      | 264/781 [00:14<00:29, 17.67it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.86it/s]
 34%|###4      | 268/781 [00:15<00:29, 17.65it/s]
 35%|###4      | 270/781 [00:15<00:28, 17.71it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.90it/s]
 35%|###5      | 274/781 [00:15<00:28, 17.88it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.86it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.87it/s]
 36%|###5      | 280/781 [00:15<00:27, 18.09it/s]
 36%|###6      | 282/781 [00:15<00:27, 18.44it/s]
 36%|###6      | 284/781 [00:15<00:27, 18.23it/s]
 37%|###6      | 286/781 [00:16<00:27, 18.17it/s]
 37%|###6      | 288/781 [00:16<00:27, 18.12it/s]
 37%|###7      | 290/781 [00:16<00:27, 18.04it/s]
 37%|###7      | 292/781 [00:16<00:27, 17.55it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.64it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.69it/s]
 38%|###8      | 298/781 [00:16<00:26, 17.91it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.02it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.12it/s]
 39%|###8      | 304/781 [00:17<00:26, 18.18it/s]
 39%|###9      | 306/781 [00:17<00:26, 18.01it/s]
 39%|###9      | 308/781 [00:17<00:25, 18.22it/s]
 40%|###9      | 310/781 [00:17<00:25, 18.42it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.35it/s]
 40%|####      | 314/781 [00:17<00:26, 17.93it/s]
 40%|####      | 316/781 [00:17<00:25, 18.01it/s]
 41%|####      | 318/781 [00:17<00:25, 17.93it/s]
 41%|####      | 320/781 [00:17<00:25, 18.04it/s]
 41%|####1     | 322/781 [00:18<00:25, 17.92it/s]
 41%|####1     | 324/781 [00:18<00:25, 17.99it/s]
 42%|####1     | 326/781 [00:18<00:25, 18.04it/s]
 42%|####1     | 328/781 [00:18<00:25, 17.97it/s]
 42%|####2     | 330/781 [00:18<00:25, 18.04it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.13it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.18it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.07it/s]
 43%|####3     | 338/781 [00:18<00:24, 17.93it/s]
 44%|####3     | 340/781 [00:19<00:24, 17.93it/s]
 44%|####3     | 342/781 [00:19<00:24, 17.89it/s]
 44%|####4     | 344/781 [00:19<00:25, 17.41it/s]
 44%|####4     | 346/781 [00:19<00:24, 17.58it/s]
 45%|####4     | 348/781 [00:19<00:24, 17.81it/s]
 45%|####4     | 350/781 [00:19<00:24, 17.95it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.00it/s]
 45%|####5     | 354/781 [00:19<00:23, 17.90it/s]
 46%|####5     | 356/781 [00:19<00:23, 17.80it/s]
 46%|####5     | 358/781 [00:20<00:23, 17.85it/s]
 46%|####6     | 360/781 [00:20<00:23, 17.81it/s]
 46%|####6     | 362/781 [00:20<00:23, 17.63it/s]
 47%|####6     | 364/781 [00:20<00:23, 17.83it/s]
 47%|####6     | 366/781 [00:20<00:23, 17.53it/s]
 47%|####7     | 368/781 [00:20<00:23, 17.71it/s]
 47%|####7     | 370/781 [00:20<00:23, 17.67it/s]
 48%|####7     | 372/781 [00:20<00:23, 17.63it/s]
 48%|####7     | 374/781 [00:20<00:22, 17.76it/s]
 48%|####8     | 376/781 [00:21<00:22, 17.89it/s]
 48%|####8     | 378/781 [00:21<00:22, 17.97it/s]
 49%|####8     | 380/781 [00:21<00:22, 18.08it/s]
 49%|####8     | 382/781 [00:21<00:22, 18.12it/s]
 49%|####9     | 384/781 [00:21<00:22, 17.92it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.05it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.02it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.06it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.15it/s]
 50%|#####     | 394/781 [00:22<00:21, 18.23it/s]
 51%|#####     | 396/781 [00:22<00:21, 18.18it/s]
 51%|#####     | 398/781 [00:22<00:21, 18.23it/s]
 51%|#####1    | 400/781 [00:22<00:20, 18.16it/s]
 51%|#####1    | 402/781 [00:22<00:20, 18.12it/s]
 52%|#####1    | 404/781 [00:22<00:20, 18.01it/s]
 52%|#####1    | 406/781 [00:22<00:20, 17.94it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.04it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.00it/s]
 53%|#####2    | 412/781 [00:23<00:20, 17.93it/s]
 53%|#####3    | 414/781 [00:23<00:20, 17.87it/s]
 53%|#####3    | 416/781 [00:23<00:20, 17.93it/s]
 54%|#####3    | 418/781 [00:23<00:20, 18.05it/s]
 54%|#####3    | 420/781 [00:23<00:19, 18.15it/s]
 54%|#####4    | 422/781 [00:23<00:19, 18.09it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.01it/s]
 55%|#####4    | 426/781 [00:23<00:19, 17.96it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.05it/s]
 55%|#####5    | 430/781 [00:24<00:19, 18.17it/s]
 55%|#####5    | 432/781 [00:24<00:19, 18.07it/s]
 56%|#####5    | 434/781 [00:24<00:19, 17.88it/s]
 56%|#####5    | 436/781 [00:24<00:19, 18.11it/s]
 56%|#####6    | 438/781 [00:24<00:18, 18.47it/s]
 56%|#####6    | 440/781 [00:24<00:18, 18.88it/s]
 57%|#####6    | 442/781 [00:24<00:17, 18.87it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.64it/s]
 57%|#####7    | 446/781 [00:24<00:17, 18.61it/s]
 57%|#####7    | 448/781 [00:25<00:18, 18.36it/s]
 58%|#####7    | 450/781 [00:25<00:18, 18.07it/s]
 58%|#####7    | 452/781 [00:25<00:18, 17.85it/s]
 58%|#####8    | 454/781 [00:25<00:18, 17.50it/s]
 58%|#####8    | 456/781 [00:25<00:18, 17.45it/s]
 59%|#####8    | 458/781 [00:25<00:18, 17.35it/s]
 59%|#####8    | 460/781 [00:25<00:18, 17.03it/s]
 59%|#####9    | 462/781 [00:25<00:18, 17.08it/s]
 59%|#####9    | 464/781 [00:25<00:18, 17.03it/s]
 60%|#####9    | 466/781 [00:26<00:18, 16.92it/s]
 60%|#####9    | 468/781 [00:26<00:18, 17.14it/s]
 60%|######    | 470/781 [00:26<00:18, 17.16it/s]
 60%|######    | 472/781 [00:26<00:17, 17.30it/s]
 61%|######    | 474/781 [00:26<00:17, 17.42it/s]
 61%|######    | 476/781 [00:26<00:17, 17.35it/s]
 61%|######1   | 478/781 [00:26<00:17, 17.39it/s]
 61%|######1   | 480/781 [00:26<00:17, 17.52it/s]
 62%|######1   | 482/781 [00:26<00:16, 17.62it/s]
 62%|######1   | 484/781 [00:27<00:16, 18.06it/s]
 62%|######2   | 486/781 [00:27<00:16, 18.24it/s]
 62%|######2   | 488/781 [00:27<00:16, 18.12it/s]
 63%|######2   | 490/781 [00:27<00:16, 18.04it/s]
 63%|######2   | 492/781 [00:27<00:15, 18.42it/s]
 63%|######3   | 494/781 [00:27<00:15, 18.74it/s]
 64%|######3   | 496/781 [00:27<00:15, 18.62it/s]
 64%|######3   | 498/781 [00:27<00:15, 18.38it/s]
 64%|######4   | 500/781 [00:27<00:15, 18.53it/s]
 64%|######4   | 503/781 [00:28<00:14, 18.88it/s]
 65%|######4   | 505/781 [00:28<00:14, 18.78it/s]
 65%|######4   | 507/781 [00:28<00:14, 18.48it/s]
 65%|######5   | 509/781 [00:28<00:14, 18.35it/s]
 65%|######5   | 511/781 [00:28<00:14, 18.19it/s]
 66%|######5   | 513/781 [00:28<00:14, 18.11it/s]
 66%|######5   | 515/781 [00:28<00:14, 18.00it/s]
 66%|######6   | 517/781 [00:28<00:14, 17.94it/s]
 66%|######6   | 519/781 [00:28<00:14, 18.01it/s]
 67%|######6   | 521/781 [00:29<00:14, 18.04it/s]
 67%|######6   | 523/781 [00:29<00:14, 17.69it/s]
 67%|######7   | 525/781 [00:29<00:14, 17.64it/s]
 67%|######7   | 527/781 [00:29<00:14, 17.74it/s]
 68%|######7   | 529/781 [00:29<00:14, 17.77it/s]
 68%|######7   | 531/781 [00:29<00:14, 17.80it/s]
 68%|######8   | 533/781 [00:29<00:13, 17.87it/s]
 69%|######8   | 535/781 [00:29<00:13, 17.91it/s]
 69%|######8   | 537/781 [00:30<00:13, 18.01it/s]
 69%|######9   | 539/781 [00:30<00:13, 18.04it/s]
 69%|######9   | 541/781 [00:30<00:13, 17.99it/s]
 70%|######9   | 543/781 [00:30<00:13, 18.13it/s]
 70%|######9   | 545/781 [00:30<00:13, 18.02it/s]
 70%|#######   | 547/781 [00:30<00:13, 17.88it/s]
 70%|#######   | 549/781 [00:30<00:12, 17.86it/s]
 71%|#######   | 551/781 [00:30<00:12, 17.89it/s]
 71%|#######   | 553/781 [00:30<00:12, 17.75it/s]
 71%|#######1  | 555/781 [00:31<00:12, 17.90it/s]
 71%|#######1  | 557/781 [00:31<00:12, 18.05it/s]
 72%|#######1  | 559/781 [00:31<00:12, 18.13it/s]
 72%|#######1  | 561/781 [00:31<00:12, 18.13it/s]
 72%|#######2  | 563/781 [00:31<00:11, 18.19it/s]
 72%|#######2  | 565/781 [00:31<00:11, 18.18it/s]
 73%|#######2  | 567/781 [00:31<00:11, 18.00it/s]
 73%|#######2  | 569/781 [00:31<00:11, 18.08it/s]
 73%|#######3  | 571/781 [00:31<00:11, 17.99it/s]
 73%|#######3  | 573/781 [00:32<00:11, 17.94it/s]
 74%|#######3  | 575/781 [00:32<00:11, 17.87it/s]
 74%|#######3  | 577/781 [00:32<00:11, 17.94it/s]
 74%|#######4  | 579/781 [00:32<00:11, 18.00it/s]
 74%|#######4  | 581/781 [00:32<00:11, 18.03it/s]
 75%|#######4  | 583/781 [00:32<00:10, 18.11it/s]
 75%|#######4  | 585/781 [00:32<00:10, 18.15it/s]
 75%|#######5  | 587/781 [00:32<00:10, 17.95it/s]
 75%|#######5  | 589/781 [00:32<00:10, 17.82it/s]
 76%|#######5  | 591/781 [00:33<00:10, 17.94it/s]
 76%|#######5  | 593/781 [00:33<00:10, 18.06it/s]
 76%|#######6  | 595/781 [00:33<00:10, 18.12it/s]
 76%|#######6  | 597/781 [00:33<00:10, 18.08it/s]
 77%|#######6  | 599/781 [00:33<00:10, 17.98it/s]
 77%|#######6  | 601/781 [00:33<00:09, 18.07it/s]
 77%|#######7  | 603/781 [00:33<00:09, 18.00it/s]
 77%|#######7  | 605/781 [00:33<00:09, 17.81it/s]
 78%|#######7  | 607/781 [00:33<00:09, 17.89it/s]
 78%|#######7  | 609/781 [00:34<00:09, 17.99it/s]
 78%|#######8  | 611/781 [00:34<00:09, 18.10it/s]
 78%|#######8  | 613/781 [00:34<00:09, 17.90it/s]
 79%|#######8  | 615/781 [00:34<00:09, 17.89it/s]
 79%|#######9  | 617/781 [00:34<00:09, 17.95it/s]
 79%|#######9  | 619/781 [00:34<00:09, 17.89it/s]
 80%|#######9  | 621/781 [00:34<00:08, 17.97it/s]
 80%|#######9  | 623/781 [00:34<00:08, 17.84it/s]
 80%|########  | 625/781 [00:34<00:08, 17.83it/s]
 80%|########  | 627/781 [00:35<00:08, 17.88it/s]
 81%|########  | 629/781 [00:35<00:08, 17.95it/s]
 81%|########  | 631/781 [00:35<00:08, 18.05it/s]
 81%|########1 | 633/781 [00:35<00:08, 17.99it/s]
 81%|########1 | 635/781 [00:35<00:08, 17.75it/s]
 82%|########1 | 637/781 [00:35<00:08, 17.90it/s]
 82%|########1 | 639/781 [00:35<00:07, 17.84it/s]
 82%|########2 | 641/781 [00:35<00:07, 17.87it/s]
 82%|########2 | 643/781 [00:35<00:07, 17.90it/s]
 83%|########2 | 645/781 [00:36<00:07, 17.83it/s]
 83%|########2 | 647/781 [00:36<00:07, 17.55it/s]
 83%|########3 | 649/781 [00:36<00:07, 17.61it/s]
 83%|########3 | 651/781 [00:36<00:07, 17.62it/s]
 84%|########3 | 653/781 [00:36<00:07, 17.64it/s]
 84%|########3 | 655/781 [00:36<00:07, 17.77it/s]
 84%|########4 | 657/781 [00:36<00:06, 17.94it/s]
 84%|########4 | 659/781 [00:36<00:06, 18.01it/s]
 85%|########4 | 661/781 [00:36<00:06, 18.06it/s]
 85%|########4 | 663/781 [00:37<00:06, 17.93it/s]
 85%|########5 | 665/781 [00:37<00:06, 18.02it/s]
 85%|########5 | 667/781 [00:37<00:06, 17.91it/s]
 86%|########5 | 670/781 [00:37<00:05, 18.74it/s]
 86%|########6 | 672/781 [00:37<00:05, 18.80it/s]
 86%|########6 | 674/781 [00:37<00:05, 19.05it/s]
 87%|########6 | 677/781 [00:37<00:05, 19.43it/s]
 87%|########7 | 680/781 [00:37<00:05, 19.78it/s]
 87%|########7 | 683/781 [00:38<00:04, 20.10it/s]
 88%|########7 | 686/781 [00:38<00:04, 20.30it/s]
 88%|########8 | 689/781 [00:38<00:04, 20.41it/s]
 89%|########8 | 692/781 [00:38<00:04, 20.44it/s]
 89%|########8 | 695/781 [00:38<00:04, 20.52it/s]
 89%|########9 | 698/781 [00:38<00:04, 20.48it/s]
 90%|########9 | 701/781 [00:38<00:03, 20.38it/s]
 90%|######### | 704/781 [00:39<00:03, 20.40it/s]
 91%|######### | 707/781 [00:39<00:03, 20.40it/s]
 91%|######### | 710/781 [00:39<00:03, 20.49it/s]
 91%|#########1| 713/781 [00:39<00:03, 20.39it/s]
 92%|#########1| 716/781 [00:39<00:03, 20.46it/s]
 92%|#########2| 719/781 [00:39<00:03, 20.28it/s]
 92%|#########2| 722/781 [00:39<00:02, 20.37it/s]
 93%|#########2| 725/781 [00:40<00:02, 20.20it/s]
 93%|#########3| 728/781 [00:40<00:02, 20.32it/s]
 94%|#########3| 731/781 [00:40<00:02, 20.35it/s]
 94%|#########3| 734/781 [00:40<00:02, 20.44it/s]
 94%|#########4| 737/781 [00:40<00:02, 20.51it/s]
 95%|#########4| 740/781 [00:40<00:01, 20.51it/s]
 95%|#########5| 743/781 [00:40<00:01, 20.54it/s]
 96%|#########5| 746/781 [00:41<00:01, 20.60it/s]
 96%|#########5| 749/781 [00:41<00:01, 20.63it/s]
 96%|#########6| 752/781 [00:41<00:01, 20.68it/s]
 97%|#########6| 755/781 [00:41<00:01, 20.58it/s]
 97%|#########7| 758/781 [00:41<00:01, 20.48it/s]
 97%|#########7| 761/781 [00:41<00:00, 20.46it/s]
 98%|#########7| 764/781 [00:42<00:00, 20.49it/s]
 98%|#########8| 767/781 [00:42<00:00, 20.49it/s]
 99%|#########8| 770/781 [00:42<00:00, 20.59it/s]
 99%|#########8| 773/781 [00:42<00:00, 20.28it/s]
 99%|#########9| 776/781 [00:42<00:00, 20.04it/s]
100%|#########9| 779/781 [00:42<00:00, 19.83it/s]
100%|##########| 781/781 [00:42<00:00, 19.32it/s]
100%|##########| 781/781 [00:42<00:00, 18.22it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.16s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.16s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:50,  1.17s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:52,  1.23s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.13s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.13s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.13s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:47,  1.14s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.11s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.11s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.11s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.11s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:43,  1.10s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:43,  1.10s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:43,  1.10s/it]
Validation Progress:   9%|9         | 4/44 [00:04<00:44,  1.10s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:44,  1.15s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:44,  1.15s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:44,  1.15s/it]
Validation Progress:  11%|#1        | 5/44 [00:05<00:46,  1.18s/it]
Validation Progress:  14%|#3        | 6/44 [00:06<00:43,  1.14s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.20s/it]
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  6%|5         | 43/781 [00:02<00:41, 17.75it/s]
  6%|5         | 45/781 [00:02<00:40, 18.16it/s]
  6%|6         | 47/781 [00:02<00:39, 18.43it/s]
  6%|6         | 49/781 [00:02<00:40, 18.27it/s]
  7%|6         | 51/781 [00:02<00:41, 17.65it/s]
  7%|6         | 53/781 [00:02<00:41, 17.66it/s]
  7%|7         | 55/781 [00:02<00:41, 17.69it/s]
  7%|7         | 57/781 [00:03<00:40, 17.77it/s]
  8%|7         | 59/781 [00:03<00:41, 17.58it/s]
  8%|7         | 61/781 [00:03<00:41, 17.48it/s]
  8%|8         | 63/781 [00:03<00:40, 17.58it/s]
  8%|8         | 65/781 [00:03<00:40, 17.68it/s]
  9%|8         | 67/781 [00:03<00:40, 17.52it/s]
  9%|8         | 69/781 [00:03<00:40, 17.56it/s]
  9%|9         | 71/781 [00:03<00:40, 17.59it/s]
  9%|9         | 73/781 [00:04<00:40, 17.50it/s]
 10%|9         | 75/781 [00:04<00:40, 17.34it/s]
 10%|9         | 77/781 [00:04<00:40, 17.38it/s]
 10%|#         | 79/781 [00:04<00:40, 17.41it/s]
 10%|#         | 81/781 [00:04<00:39, 17.62it/s]
 11%|#         | 83/781 [00:04<00:39, 17.78it/s]
 11%|#         | 85/781 [00:04<00:39, 17.80it/s]
 11%|#1        | 87/781 [00:04<00:38, 17.90it/s]
 11%|#1        | 89/781 [00:04<00:38, 18.00it/s]
 12%|#1        | 91/781 [00:05<00:38, 18.11it/s]
 12%|#1        | 93/781 [00:05<00:38, 18.09it/s]
 12%|#2        | 95/781 [00:05<00:38, 17.99it/s]
 12%|#2        | 97/781 [00:05<00:38, 18.00it/s]
 13%|#2        | 99/781 [00:05<00:38, 17.84it/s]
 13%|#2        | 101/781 [00:05<00:37, 17.95it/s]
 13%|#3        | 103/781 [00:05<00:37, 17.99it/s]
 13%|#3        | 105/781 [00:05<00:37, 18.09it/s]
 14%|#3        | 107/781 [00:05<00:37, 18.10it/s]
 14%|#3        | 109/781 [00:06<00:37, 18.11it/s]
 14%|#4        | 111/781 [00:06<00:37, 17.89it/s]
 14%|#4        | 113/781 [00:06<00:37, 17.81it/s]
 15%|#4        | 115/781 [00:06<00:37, 17.80it/s]
 15%|#4        | 117/781 [00:06<00:37, 17.50it/s]
 15%|#5        | 119/781 [00:06<00:37, 17.60it/s]
 15%|#5        | 121/781 [00:06<00:37, 17.79it/s]
 16%|#5        | 123/781 [00:06<00:36, 17.90it/s]
 16%|#6        | 125/781 [00:06<00:36, 17.93it/s]
 16%|#6        | 127/781 [00:07<00:36, 18.03it/s]
 17%|#6        | 129/781 [00:07<00:36, 18.08it/s]
 17%|#6        | 131/781 [00:07<00:35, 18.09it/s]
 17%|#7        | 133/781 [00:07<00:35, 18.13it/s]
 17%|#7        | 135/781 [00:07<00:36, 17.52it/s]
 18%|#7        | 137/781 [00:07<00:36, 17.64it/s]
 18%|#7        | 139/781 [00:07<00:36, 17.47it/s]
 18%|#8        | 141/781 [00:07<00:36, 17.73it/s]
 18%|#8        | 143/781 [00:07<00:35, 17.84it/s]
 19%|#8        | 145/781 [00:08<00:34, 18.34it/s]
 19%|#8        | 147/781 [00:08<00:33, 18.65it/s]
 19%|#9        | 149/781 [00:08<00:33, 18.96it/s]
 19%|#9        | 151/781 [00:08<00:32, 19.24it/s]
 20%|#9        | 154/781 [00:08<00:31, 19.61it/s]
 20%|##        | 157/781 [00:08<00:31, 19.98it/s]
 20%|##        | 159/781 [00:08<00:31, 19.79it/s]
 21%|##        | 161/781 [00:08<00:31, 19.60it/s]
 21%|##        | 163/781 [00:08<00:31, 19.61it/s]
 21%|##1       | 166/781 [00:09<00:31, 19.69it/s]
 22%|##1       | 169/781 [00:09<00:31, 19.71it/s]
 22%|##1       | 171/781 [00:09<00:31, 19.40it/s]
 22%|##2       | 173/781 [00:09<00:31, 19.17it/s]
 23%|##2       | 176/781 [00:09<00:31, 19.46it/s]
 23%|##2       | 178/781 [00:09<00:31, 19.03it/s]
 23%|##3       | 180/781 [00:09<00:31, 19.25it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.44it/s]
 24%|##3       | 184/781 [00:10<00:31, 19.20it/s]
 24%|##3       | 186/781 [00:10<00:31, 19.15it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.93it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.09it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.81it/s]
 25%|##4       | 194/781 [00:10<00:30, 18.95it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.96it/s]
 25%|##5       | 198/781 [00:10<00:30, 19.16it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.24it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.02it/s]
 26%|##6       | 204/781 [00:11<00:30, 18.83it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.71it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.42it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.40it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.14it/s]
 27%|##7       | 214/781 [00:11<00:31, 17.98it/s]
 28%|##7       | 216/781 [00:11<00:31, 17.90it/s]
 28%|##7       | 218/781 [00:11<00:32, 17.54it/s]
 28%|##8       | 220/781 [00:11<00:31, 17.63it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.94it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.93it/s]
 29%|##8       | 226/781 [00:12<00:30, 17.99it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.10it/s]
 29%|##9       | 230/781 [00:12<00:31, 17.77it/s]
 30%|##9       | 232/781 [00:12<00:30, 17.77it/s]
 30%|##9       | 234/781 [00:12<00:30, 17.82it/s]
 30%|###       | 236/781 [00:12<00:30, 17.78it/s]
 30%|###       | 238/781 [00:12<00:30, 17.85it/s]
 31%|###       | 240/781 [00:13<00:30, 17.90it/s]
 31%|###       | 242/781 [00:13<00:29, 18.00it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.07it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.00it/s]
 32%|###1      | 248/781 [00:13<00:29, 18.02it/s]
 32%|###2      | 250/781 [00:13<00:30, 17.52it/s]
 32%|###2      | 252/781 [00:13<00:30, 17.52it/s]
 33%|###2      | 254/781 [00:13<00:29, 17.64it/s]
 33%|###2      | 256/781 [00:13<00:29, 17.65it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.88it/s]
 33%|###3      | 260/781 [00:14<00:28, 18.04it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.05it/s]
 34%|###3      | 264/781 [00:14<00:28, 18.02it/s]
 34%|###4      | 266/781 [00:14<00:28, 18.07it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.99it/s]
 35%|###4      | 270/781 [00:14<00:28, 18.02it/s]
 35%|###4      | 272/781 [00:14<00:28, 17.93it/s]
 35%|###5      | 274/781 [00:14<00:28, 17.88it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.97it/s]
 36%|###5      | 278/781 [00:15<00:27, 18.02it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.87it/s]
 36%|###6      | 282/781 [00:15<00:28, 17.60it/s]
 36%|###6      | 284/781 [00:15<00:27, 17.76it/s]
 37%|###6      | 286/781 [00:15<00:27, 17.82it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.93it/s]
 37%|###7      | 290/781 [00:15<00:27, 18.01it/s]
 37%|###7      | 292/781 [00:16<00:27, 18.07it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.96it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.94it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.01it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.12it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.21it/s]
 39%|###8      | 304/781 [00:16<00:26, 18.11it/s]
 39%|###9      | 306/781 [00:16<00:26, 18.15it/s]
 39%|###9      | 308/781 [00:16<00:26, 18.17it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.23it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.17it/s]
 40%|####      | 314/781 [00:17<00:25, 18.06it/s]
 40%|####      | 316/781 [00:17<00:25, 18.15it/s]
 41%|####      | 318/781 [00:17<00:25, 18.21it/s]
 41%|####      | 320/781 [00:17<00:25, 18.26it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.27it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.30it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.25it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.29it/s]
 42%|####2     | 330/781 [00:18<00:24, 18.34it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.32it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.31it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.30it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.36it/s]
 44%|####3     | 340/781 [00:18<00:24, 18.10it/s]
 44%|####3     | 342/781 [00:18<00:24, 17.99it/s]
 44%|####4     | 344/781 [00:18<00:24, 18.04it/s]
 44%|####4     | 346/781 [00:18<00:24, 18.11it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.09it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.06it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.07it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.14it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.04it/s]
 46%|####5     | 358/781 [00:19<00:23, 18.13it/s]
 46%|####6     | 360/781 [00:19<00:23, 18.13it/s]
 46%|####6     | 362/781 [00:19<00:23, 18.16it/s]
 47%|####6     | 364/781 [00:19<00:23, 17.98it/s]
 47%|####6     | 366/781 [00:20<00:23, 17.98it/s]
 47%|####7     | 368/781 [00:20<00:23, 17.93it/s]
 47%|####7     | 370/781 [00:20<00:22, 17.93it/s]
 48%|####7     | 372/781 [00:20<00:22, 17.97it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.09it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.11it/s]
 48%|####8     | 378/781 [00:20<00:22, 17.77it/s]
 49%|####8     | 380/781 [00:20<00:22, 17.71it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.15it/s]
 49%|####9     | 384/781 [00:21<00:21, 18.53it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.55it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.52it/s]
 50%|####9     | 390/781 [00:21<00:20, 18.79it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.86it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.67it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.85it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.81it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.18it/s]
 51%|#####1    | 402/781 [00:22<00:20, 18.42it/s]
 52%|#####1    | 404/781 [00:22<00:20, 18.26it/s]
 52%|#####1    | 406/781 [00:22<00:20, 18.07it/s]
 52%|#####2    | 408/781 [00:22<00:20, 17.92it/s]
 52%|#####2    | 410/781 [00:22<00:20, 17.84it/s]
 53%|#####2    | 412/781 [00:22<00:20, 17.68it/s]
 53%|#####3    | 414/781 [00:22<00:20, 17.64it/s]
 53%|#####3    | 416/781 [00:22<00:20, 17.59it/s]
 54%|#####3    | 418/781 [00:22<00:20, 17.62it/s]
 54%|#####3    | 420/781 [00:23<00:20, 17.65it/s]
 54%|#####4    | 422/781 [00:23<00:20, 17.80it/s]
 54%|#####4    | 424/781 [00:23<00:19, 17.92it/s]
 55%|#####4    | 426/781 [00:23<00:19, 17.88it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.02it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.12it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.17it/s]
 56%|#####5    | 434/781 [00:23<00:19, 18.01it/s]
 56%|#####5    | 436/781 [00:23<00:19, 18.09it/s]
 56%|#####6    | 438/781 [00:24<00:19, 18.01it/s]
 56%|#####6    | 440/781 [00:24<00:19, 17.82it/s]
 57%|#####6    | 442/781 [00:24<00:19, 17.77it/s]
 57%|#####6    | 444/781 [00:24<00:18, 17.92it/s]
 57%|#####7    | 446/781 [00:24<00:18, 17.95it/s]
 57%|#####7    | 448/781 [00:24<00:18, 18.02it/s]
 58%|#####7    | 450/781 [00:24<00:18, 17.69it/s]
 58%|#####7    | 452/781 [00:24<00:18, 17.62it/s]
 58%|#####8    | 454/781 [00:24<00:18, 17.73it/s]
 58%|#####8    | 456/781 [00:25<00:18, 17.74it/s]
 59%|#####8    | 458/781 [00:25<00:18, 17.78it/s]
 59%|#####8    | 460/781 [00:25<00:18, 17.80it/s]
 59%|#####9    | 462/781 [00:25<00:17, 17.80it/s]
 59%|#####9    | 464/781 [00:25<00:17, 17.85it/s]
 60%|#####9    | 466/781 [00:25<00:17, 17.94it/s]
 60%|#####9    | 468/781 [00:25<00:17, 17.88it/s]
 60%|######    | 470/781 [00:25<00:17, 17.85it/s]
 60%|######    | 472/781 [00:25<00:17, 17.97it/s]
 61%|######    | 474/781 [00:26<00:17, 17.86it/s]
 61%|######    | 476/781 [00:26<00:17, 17.83it/s]
 61%|######1   | 478/781 [00:26<00:16, 17.93it/s]
 61%|######1   | 480/781 [00:26<00:16, 17.99it/s]
 62%|######1   | 482/781 [00:26<00:16, 18.10it/s]
 62%|######1   | 484/781 [00:26<00:16, 18.14it/s]
 62%|######2   | 486/781 [00:26<00:16, 18.15it/s]
 62%|######2   | 488/781 [00:26<00:16, 18.02it/s]
 63%|######2   | 490/781 [00:26<00:16, 18.10it/s]
 63%|######2   | 492/781 [00:27<00:16, 18.02it/s]
 63%|######3   | 494/781 [00:27<00:16, 17.75it/s]
 64%|######3   | 496/781 [00:27<00:15, 17.94it/s]
 64%|######3   | 498/781 [00:27<00:15, 18.04it/s]
 64%|######4   | 500/781 [00:27<00:15, 17.67it/s]
 64%|######4   | 502/781 [00:27<00:15, 17.83it/s]
 65%|######4   | 504/781 [00:27<00:15, 17.79it/s]
 65%|######4   | 506/781 [00:27<00:15, 17.90it/s]
 65%|######5   | 508/781 [00:27<00:15, 17.83it/s]
 65%|######5   | 510/781 [00:28<00:15, 17.96it/s]
 66%|######5   | 512/781 [00:28<00:14, 18.06it/s]
 66%|######5   | 514/781 [00:28<00:14, 18.15it/s]
 66%|######6   | 516/781 [00:28<00:14, 18.02it/s]
 66%|######6   | 518/781 [00:28<00:14, 18.10it/s]
 67%|######6   | 520/781 [00:28<00:14, 18.10it/s]
 67%|######6   | 522/781 [00:28<00:14, 18.12it/s]
 67%|######7   | 524/781 [00:28<00:14, 18.13it/s]
 67%|######7   | 526/781 [00:28<00:14, 18.08it/s]
 68%|######7   | 528/781 [00:29<00:14, 18.05it/s]
 68%|######7   | 530/781 [00:29<00:13, 18.04it/s]
 68%|######8   | 532/781 [00:29<00:13, 17.98it/s]
 68%|######8   | 534/781 [00:29<00:13, 18.05it/s]
 69%|######8   | 536/781 [00:29<00:13, 18.03it/s]
 69%|######8   | 538/781 [00:29<00:13, 18.02it/s]
 69%|######9   | 540/781 [00:29<00:13, 18.14it/s]
 69%|######9   | 542/781 [00:29<00:13, 18.23it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.26it/s]
 70%|######9   | 546/781 [00:30<00:12, 18.10it/s]
 70%|#######   | 548/781 [00:30<00:12, 18.12it/s]
 70%|#######   | 550/781 [00:30<00:12, 17.88it/s]
 71%|#######   | 552/781 [00:30<00:12, 17.79it/s]
 71%|#######   | 554/781 [00:30<00:12, 17.91it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.03it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.04it/s]
 72%|#######1  | 560/781 [00:30<00:12, 18.12it/s]
 72%|#######1  | 562/781 [00:30<00:12, 17.79it/s]
 72%|#######2  | 564/781 [00:31<00:12, 17.89it/s]
 72%|#######2  | 566/781 [00:31<00:11, 17.92it/s]
 73%|#######2  | 568/781 [00:31<00:11, 17.94it/s]
 73%|#######2  | 570/781 [00:31<00:11, 18.01it/s]
 73%|#######3  | 572/781 [00:31<00:11, 17.69it/s]
 73%|#######3  | 574/781 [00:31<00:11, 17.78it/s]
 74%|#######3  | 576/781 [00:31<00:11, 17.90it/s]
 74%|#######4  | 578/781 [00:31<00:11, 18.04it/s]
 74%|#######4  | 580/781 [00:31<00:11, 17.73it/s]
 75%|#######4  | 582/781 [00:32<00:11, 17.82it/s]
 75%|#######4  | 584/781 [00:32<00:11, 17.89it/s]
 75%|#######5  | 586/781 [00:32<00:10, 17.92it/s]
 75%|#######5  | 588/781 [00:32<00:10, 18.04it/s]
 76%|#######5  | 590/781 [00:32<00:10, 18.10it/s]
 76%|#######5  | 592/781 [00:32<00:10, 17.99it/s]
 76%|#######6  | 594/781 [00:32<00:10, 17.69it/s]
 76%|#######6  | 596/781 [00:32<00:10, 17.76it/s]
 77%|#######6  | 598/781 [00:32<00:10, 17.56it/s]
 77%|#######6  | 600/781 [00:33<00:10, 17.74it/s]
 77%|#######7  | 602/781 [00:33<00:10, 17.62it/s]
 77%|#######7  | 604/781 [00:33<00:10, 17.58it/s]
 78%|#######7  | 606/781 [00:33<00:09, 17.64it/s]
 78%|#######7  | 608/781 [00:33<00:09, 17.72it/s]
 78%|#######8  | 610/781 [00:33<00:09, 17.79it/s]
 78%|#######8  | 612/781 [00:33<00:09, 17.92it/s]
 79%|#######8  | 614/781 [00:33<00:09, 18.04it/s]
 79%|#######8  | 616/781 [00:33<00:09, 18.01it/s]
 79%|#######9  | 618/781 [00:34<00:09, 17.99it/s]
 79%|#######9  | 620/781 [00:34<00:09, 17.75it/s]
 80%|#######9  | 622/781 [00:34<00:08, 17.77it/s]
 80%|#######9  | 624/781 [00:34<00:08, 17.95it/s]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:13<00:00, 13.41s/it]
100%|##########| 1/1 [00:13<00:00, 13.41s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:10, 15.05it/s]
  3%|2         | 4/157 [00:00<00:09, 15.72it/s]
  4%|3         | 6/157 [00:00<00:09, 16.14it/s]
  5%|5         | 8/157 [00:00<00:09, 16.06it/s]
  6%|6         | 10/157 [00:00<00:09, 16.13it/s]
  8%|7         | 12/157 [00:00<00:08, 16.24it/s]
  9%|8         | 14/157 [00:00<00:08, 16.39it/s]
 10%|#         | 16/157 [00:00<00:08, 16.44it/s]
 11%|#1        | 18/157 [00:01<00:08, 16.42it/s]
 13%|#2        | 20/157 [00:01<00:08, 16.32it/s]
 14%|#4        | 22/157 [00:01<00:08, 16.32it/s]
 15%|#5        | 24/157 [00:01<00:08, 16.28it/s]
 17%|#6        | 26/157 [00:01<00:08, 16.20it/s]
 18%|#7        | 28/157 [00:01<00:07, 16.17it/s]
 19%|#9        | 30/157 [00:01<00:07, 16.29it/s]
 20%|##        | 32/157 [00:01<00:07, 16.14it/s]
 22%|##1       | 34/157 [00:02<00:07, 16.22it/s]
 23%|##2       | 36/157 [00:02<00:07, 16.24it/s]
 24%|##4       | 38/157 [00:02<00:07, 16.44it/s]
 25%|##5       | 40/157 [00:02<00:07, 16.48it/s]
 27%|##6       | 42/157 [00:02<00:06, 16.62it/s]
 28%|##8       | 44/157 [00:02<00:06, 16.71it/s]
 29%|##9       | 46/157 [00:02<00:06, 16.77it/s]
 31%|###       | 48/157 [00:02<00:06, 16.69it/s]
 32%|###1      | 50/157 [00:03<00:06, 16.62it/s]
 33%|###3      | 52/157 [00:03<00:06, 16.59it/s]
 34%|###4      | 54/157 [00:03<00:06, 16.67it/s]
 36%|###5      | 56/157 [00:03<00:06, 16.59it/s]
 37%|###6      | 58/157 [00:03<00:05, 16.60it/s]
 38%|###8      | 60/157 [00:03<00:05, 16.66it/s]
 39%|###9      | 62/157 [00:03<00:05, 16.46it/s]
 41%|####      | 64/157 [00:03<00:05, 16.51it/s]
 42%|####2     | 66/157 [00:04<00:05, 16.46it/s]
 43%|####3     | 68/157 [00:04<00:05, 16.52it/s]
 45%|####4     | 70/157 [00:04<00:05, 16.28it/s]
 46%|####5     | 72/157 [00:04<00:05, 16.23it/s]
 47%|####7     | 74/157 [00:04<00:05, 16.17it/s]
 48%|####8     | 76/157 [00:04<00:04, 16.28it/s]
 50%|####9     | 78/157 [00:04<00:04, 16.33it/s]
 51%|#####     | 80/157 [00:04<00:04, 16.40it/s]
 52%|#####2    | 82/157 [00:05<00:04, 16.18it/s]
 54%|#####3    | 84/157 [00:05<00:04, 16.13it/s]
 55%|#####4    | 86/157 [00:05<00:04, 16.19it/s]
 56%|#####6    | 88/157 [00:05<00:04, 16.36it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.49it/s]
 59%|#####8    | 92/157 [00:05<00:03, 16.34it/s]
 60%|#####9    | 94/157 [00:05<00:03, 16.38it/s]
 61%|######1   | 96/157 [00:05<00:03, 16.51it/s]
 62%|######2   | 98/157 [00:05<00:03, 16.44it/s]
 64%|######3   | 100/157 [00:06<00:03, 16.35it/s]
 65%|######4   | 102/157 [00:06<00:03, 16.17it/s]
 66%|######6   | 104/157 [00:06<00:03, 16.32it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.32it/s]
 69%|######8   | 108/157 [00:06<00:02, 16.35it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.42it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.15it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.17it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.24it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.36it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.47it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.07it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.09it/s]
 80%|########  | 126/157 [00:07<00:01, 16.14it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.28it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.25it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.37it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.35it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.20it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.18it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.14it/s]
 90%|######### | 142/157 [00:08<00:00, 16.33it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.42it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.31it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.40it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.48it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.30it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.24it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.28it/s]
100%|##########| 157/157 [00:09<00:00, 16.39it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:50, 15.54it/s]
  1%|          | 4/781 [00:00<00:45, 16.96it/s]
  1%|          | 6/781 [00:00<00:43, 17.71it/s]
  1%|1         | 8/781 [00:00<00:43, 17.97it/s]
  1%|1         | 10/781 [00:00<00:41, 18.38it/s]
  2%|1         | 12/781 [00:00<00:41, 18.55it/s]
  2%|1         | 14/781 [00:00<00:40, 18.72it/s]
  2%|2         | 16/781 [00:00<00:40, 18.81it/s]
  2%|2         | 18/781 [00:00<00:40, 18.91it/s]
  3%|2         | 20/781 [00:01<00:40, 19.02it/s]
  3%|2         | 22/781 [00:01<00:39, 19.08it/s]
  3%|3         | 24/781 [00:01<00:39, 18.96it/s]
  3%|3         | 26/781 [00:01<00:40, 18.85it/s]
  4%|3         | 28/781 [00:01<00:39, 18.94it/s]
  4%|3         | 30/781 [00:01<00:40, 18.71it/s]
  4%|4         | 32/781 [00:01<00:40, 18.69it/s]
  4%|4         | 34/781 [00:01<00:39, 18.73it/s]
  5%|4         | 36/781 [00:01<00:39, 18.88it/s]
  5%|4         | 38/781 [00:02<00:39, 18.72it/s]
  5%|5         | 40/781 [00:02<00:39, 18.80it/s]
  5%|5         | 42/781 [00:02<00:39, 18.85it/s]
  6%|5         | 44/781 [00:02<00:38, 18.97it/s]
  6%|5         | 46/781 [00:02<00:38, 19.01it/s]
  6%|6         | 48/781 [00:02<00:38, 18.95it/s]
  6%|6         | 50/781 [00:02<00:38, 18.93it/s]
  7%|6         | 52/781 [00:02<00:38, 19.02it/s]
  7%|6         | 54/781 [00:02<00:38, 18.95it/s]
  7%|7         | 56/781 [00:02<00:38, 18.71it/s]
  7%|7         | 58/781 [00:03<00:38, 18.74it/s]
  8%|7         | 60/781 [00:03<00:38, 18.72it/s]
  8%|7         | 62/781 [00:03<00:38, 18.64it/s]
  8%|8         | 64/781 [00:03<00:38, 18.69it/s]
  8%|8         | 66/781 [00:03<00:38, 18.77it/s]
  9%|8         | 68/781 [00:03<00:37, 18.89it/s]
  9%|8         | 70/781 [00:03<00:37, 18.94it/s]
  9%|9         | 72/781 [00:03<00:37, 18.90it/s]
  9%|9         | 74/781 [00:03<00:37, 18.79it/s]
 10%|9         | 76/781 [00:04<00:37, 18.89it/s]
 10%|9         | 78/781 [00:04<00:37, 18.87it/s]
 10%|#         | 80/781 [00:04<00:37, 18.82it/s]
 10%|#         | 82/781 [00:04<00:36, 18.94it/s]
 11%|#         | 84/781 [00:04<00:36, 18.96it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.99it/s]
 11%|#1        | 88/781 [00:04<00:36, 19.00it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.98it/s]
 12%|#1        | 92/781 [00:04<00:36, 18.88it/s]
 12%|#2        | 94/781 [00:05<00:36, 18.77it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.70it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.62it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.64it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.38it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.51it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.64it/s]
 14%|#3        | 108/781 [00:05<00:36, 18.64it/s]
 14%|#4        | 110/781 [00:05<00:36, 18.58it/s]
 14%|#4        | 112/781 [00:05<00:36, 18.46it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.20it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.47it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.55it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.65it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.62it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.43it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.45it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.33it/s]
 17%|#6        | 130/781 [00:06<00:35, 18.47it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.62it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.71it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.67it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.70it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.76it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.72it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.66it/s]
 19%|#8        | 146/781 [00:07<00:34, 18.55it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.63it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.69it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.70it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.82it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.82it/s]
 20%|##        | 158/781 [00:08<00:33, 18.76it/s]
 20%|##        | 160/781 [00:08<00:33, 18.65it/s]
 21%|##        | 162/781 [00:08<00:33, 18.69it/s]
 21%|##        | 164/781 [00:08<00:32, 18.82it/s]
 21%|##1       | 166/781 [00:08<00:33, 18.62it/s]
 22%|##1       | 168/781 [00:08<00:32, 18.76it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.85it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.84it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.89it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.74it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.70it/s]
 23%|##3       | 180/781 [00:09<00:32, 18.58it/s]
 23%|##3       | 182/781 [00:09<00:32, 18.64it/s]
 24%|##3       | 184/781 [00:09<00:32, 18.65it/s]
 24%|##3       | 186/781 [00:09<00:32, 18.39it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.50it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.42it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.59it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.65it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.82it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.92it/s]
 26%|##5       | 200/781 [00:10<00:30, 19.02it/s]
 26%|##5       | 202/781 [00:10<00:30, 19.01it/s]
 26%|##6       | 204/781 [00:10<00:30, 19.03it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.99it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.91it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.94it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.02it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.03it/s]
 28%|##7       | 216/781 [00:11<00:29, 19.06it/s]
 28%|##7       | 218/781 [00:11<00:29, 19.03it/s]
 28%|##8       | 220/781 [00:11<00:29, 19.03it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.93it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.91it/s]
 29%|##8       | 226/781 [00:12<00:29, 19.02it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.94it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.68it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.65it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.74it/s]
 30%|###       | 236/781 [00:12<00:28, 18.80it/s]
 30%|###       | 238/781 [00:12<00:28, 18.89it/s]
 31%|###       | 240/781 [00:12<00:28, 18.77it/s]
 31%|###       | 242/781 [00:12<00:28, 18.72it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.71it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.72it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.73it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.69it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.76it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.81it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.92it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.95it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.92it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.95it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.99it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.77it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.92it/s]
 35%|###4      | 270/781 [00:14<00:26, 18.95it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.01it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.03it/s]
 35%|###5      | 276/781 [00:14<00:27, 18.56it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.76it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.76it/s]
 36%|###6      | 282/781 [00:15<00:26, 19.00it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.85it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.83it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.74it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.55it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.52it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.62it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.69it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.62it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.73it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.70it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.75it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.69it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.63it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.74it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.77it/s]
 40%|####      | 314/781 [00:16<00:25, 18.57it/s]
 40%|####      | 316/781 [00:16<00:25, 18.56it/s]
 41%|####      | 318/781 [00:16<00:25, 18.45it/s]
 41%|####      | 320/781 [00:17<00:25, 18.38it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.52it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.33it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.51it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.53it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.66it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.68it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.83it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.87it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.93it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.71it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.78it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.71it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.73it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.76it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.82it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.80it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.64it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.86it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.93it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.65it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.56it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.68it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.76it/s]
 47%|####7     | 368/781 [00:19<00:21, 18.91it/s]
 47%|####7     | 370/781 [00:19<00:21, 18.97it/s]
 48%|####7     | 372/781 [00:19<00:22, 18.41it/s]
 48%|####7     | 374/781 [00:19<00:22, 18.49it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.66it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.79it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.89it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.77it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.80it/s]
 49%|####9     | 386/781 [00:20<00:20, 18.88it/s]
 50%|####9     | 388/781 [00:20<00:20, 18.96it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.98it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.00it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.95it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.89it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.77it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.47it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.12it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.34it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.35it/s]
 52%|#####2    | 408/781 [00:22<00:36, 10.20it/s]
 52%|#####2    | 410/781 [00:22<00:31, 11.74it/s]
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100%|#########9| 780/781 [00:42<00:00, 18.79it/s]
100%|##########| 781/781 [00:42<00:00, 18.57it/s]




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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.24s/it]
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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.25s/it]
Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
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Validation Progress:  64%|######3   | 28/44 [00:34<00:19,  1.25s/it]
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Validation Progress:  66%|######5   | 29/44 [00:35<00:19,  1.28s/it]
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Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.26s/it]
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Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.26s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:39<00:14,  1.25s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.30s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
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Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
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Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
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Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
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Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
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Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
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Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.34s/it]
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Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
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Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]
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Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.07s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]

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100%|##########| 157/157 [00:11<00:00, 13.24it/s]

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 24%|##4       | 188/781 [00:09<00:30, 19.46it/s]
 24%|##4       | 190/781 [00:10<00:30, 19.43it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.30it/s]
 25%|##4       | 194/781 [00:10<00:30, 19.37it/s]
 25%|##5       | 196/781 [00:10<00:29, 19.51it/s]
 25%|##5       | 198/781 [00:10<00:29, 19.51it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.48it/s]
 26%|##5       | 202/781 [00:10<00:29, 19.38it/s]
 26%|##6       | 204/781 [00:10<00:29, 19.34it/s]
 26%|##6       | 206/781 [00:10<00:29, 19.24it/s]
 27%|##6       | 208/781 [00:11<00:29, 19.36it/s]
 27%|##6       | 210/781 [00:11<00:29, 19.45it/s]
 27%|##7       | 212/781 [00:11<00:29, 19.55it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.48it/s]
 28%|##7       | 216/781 [00:11<00:28, 19.54it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.61it/s]
 28%|##8       | 220/781 [00:11<00:28, 19.59it/s]
 28%|##8       | 222/781 [00:11<00:28, 19.51it/s]
 29%|##8       | 224/781 [00:11<00:28, 19.34it/s]
 29%|##8       | 226/781 [00:11<00:28, 19.46it/s]
 29%|##9       | 228/781 [00:12<00:28, 19.46it/s]
 29%|##9       | 230/781 [00:12<00:28, 19.55it/s]
 30%|##9       | 232/781 [00:12<00:28, 19.48it/s]
 30%|##9       | 234/781 [00:12<00:28, 19.36it/s]
 30%|###       | 236/781 [00:12<00:28, 19.19it/s]
 30%|###       | 238/781 [00:12<00:28, 19.17it/s]
 31%|###       | 240/781 [00:12<00:28, 19.22it/s]
 31%|###       | 242/781 [00:12<00:28, 19.15it/s]
 31%|###1      | 244/781 [00:12<00:27, 19.32it/s]
 31%|###1      | 246/781 [00:12<00:27, 19.49it/s]
 32%|###1      | 248/781 [00:13<00:27, 19.59it/s]
 32%|###2      | 250/781 [00:13<00:27, 19.60it/s]
 32%|###2      | 252/781 [00:13<00:26, 19.65it/s]
 33%|###2      | 254/781 [00:13<00:26, 19.65it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.62it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.39it/s]
 33%|###3      | 260/781 [00:13<00:27, 19.17it/s]
 34%|###3      | 262/781 [00:13<00:27, 19.15it/s]
 34%|###3      | 264/781 [00:13<00:26, 19.25it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.22it/s]
 34%|###4      | 268/781 [00:14<00:26, 19.37it/s]
 35%|###4      | 270/781 [00:14<00:26, 19.39it/s]
 35%|###4      | 272/781 [00:14<00:26, 19.19it/s]
 35%|###5      | 274/781 [00:14<00:26, 19.11it/s]
 35%|###5      | 276/781 [00:14<00:26, 19.03it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.96it/s]
 36%|###5      | 280/781 [00:14<00:26, 19.24it/s]
 36%|###6      | 282/781 [00:14<00:25, 19.28it/s]
 36%|###6      | 284/781 [00:14<00:26, 19.08it/s]
 37%|###6      | 286/781 [00:15<00:25, 19.22it/s]
 37%|###6      | 288/781 [00:15<00:25, 19.35it/s]
 37%|###7      | 290/781 [00:15<00:25, 19.42it/s]
 37%|###7      | 292/781 [00:15<00:25, 19.50it/s]
 38%|###7      | 294/781 [00:15<00:25, 19.08it/s]
 38%|###7      | 296/781 [00:15<00:25, 19.28it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.22it/s]
 38%|###8      | 300/781 [00:15<00:25, 19.23it/s]
 39%|###8      | 302/781 [00:15<00:25, 18.99it/s]
 39%|###8      | 304/781 [00:15<00:24, 19.09it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.85it/s]
 39%|###9      | 308/781 [00:16<00:24, 19.08it/s]
 40%|###9      | 310/781 [00:16<00:24, 19.14it/s]
 40%|###9      | 312/781 [00:16<00:24, 19.30it/s]
 40%|####      | 314/781 [00:16<00:24, 19.30it/s]
 40%|####      | 316/781 [00:16<00:23, 19.40it/s]
 41%|####      | 318/781 [00:16<00:24, 19.19it/s]
 41%|####      | 320/781 [00:16<00:23, 19.24it/s]
 41%|####1     | 322/781 [00:16<00:23, 19.19it/s]
 41%|####1     | 324/781 [00:17<00:23, 19.27it/s]
 42%|####1     | 326/781 [00:17<00:23, 19.25it/s]
 42%|####1     | 328/781 [00:17<00:23, 19.29it/s]
 42%|####2     | 330/781 [00:17<00:23, 19.45it/s]
 43%|####2     | 332/781 [00:17<00:22, 19.57it/s]
 43%|####2     | 334/781 [00:17<00:22, 19.50it/s]
 43%|####3     | 336/781 [00:17<00:22, 19.46it/s]
 43%|####3     | 338/781 [00:17<00:22, 19.37it/s]
 44%|####3     | 340/781 [00:17<00:22, 19.30it/s]
 44%|####3     | 342/781 [00:17<00:22, 19.13it/s]
 44%|####4     | 344/781 [00:18<00:22, 19.12it/s]
 44%|####4     | 346/781 [00:18<00:22, 19.28it/s]
 45%|####4     | 348/781 [00:18<00:22, 19.18it/s]
 45%|####4     | 350/781 [00:18<00:22, 18.98it/s]
 45%|####5     | 352/781 [00:18<00:22, 19.17it/s]
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 46%|####5     | 356/781 [00:18<00:22, 19.19it/s]
 46%|####5     | 358/781 [00:18<00:22, 19.07it/s]
 46%|####6     | 360/781 [00:18<00:22, 19.04it/s]
 46%|####6     | 362/781 [00:19<00:21, 19.14it/s]
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 47%|####6     | 366/781 [00:19<00:21, 19.32it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.43it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.50it/s]
 48%|####7     | 372/781 [00:19<00:21, 19.38it/s]
 48%|####7     | 374/781 [00:19<00:20, 19.50it/s]
 48%|####8     | 376/781 [00:19<00:21, 19.27it/s]
 48%|####8     | 378/781 [00:19<00:20, 19.40it/s]
 49%|####8     | 380/781 [00:19<00:20, 19.48it/s]
 49%|####8     | 382/781 [00:20<00:20, 19.41it/s]
 49%|####9     | 384/781 [00:20<00:20, 19.20it/s]
 49%|####9     | 386/781 [00:20<00:20, 19.27it/s]
 50%|####9     | 388/781 [00:20<00:20, 19.29it/s]
 50%|####9     | 390/781 [00:20<00:20, 19.20it/s]
 50%|#####     | 392/781 [00:20<00:20, 19.14it/s]
 50%|#####     | 394/781 [00:20<00:20, 19.28it/s]
 51%|#####     | 396/781 [00:20<00:19, 19.34it/s]
 51%|#####     | 398/781 [00:20<00:19, 19.21it/s]
 51%|#####1    | 400/781 [00:20<00:20, 19.05it/s]
 51%|#####1    | 402/781 [00:21<00:19, 19.10it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.31it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.35it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.33it/s]
 52%|#####2    | 410/781 [00:21<00:19, 19.43it/s]
 53%|#####2    | 412/781 [00:21<00:18, 19.57it/s]
 53%|#####3    | 414/781 [00:21<00:18, 19.65it/s]
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 54%|#####3    | 418/781 [00:21<00:18, 19.36it/s]
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 55%|#####4    | 428/781 [00:22<00:18, 19.35it/s]
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 56%|#####5    | 434/781 [00:22<00:17, 19.53it/s]
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 61%|######1   | 478/781 [00:25<00:16, 18.39it/s]
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 62%|######2   | 486/781 [00:25<00:16, 18.33it/s]
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 63%|######2   | 490/781 [00:25<00:15, 18.51it/s]
 63%|######2   | 492/781 [00:25<00:15, 18.60it/s]
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 71%|#######1  | 556/781 [00:29<00:11, 18.75it/s]
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 72%|#######1  | 560/781 [00:29<00:12, 18.33it/s]
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 73%|#######2  | 568/781 [00:29<00:11, 18.57it/s]
 73%|#######2  | 570/781 [00:30<00:11, 18.57it/s]
 73%|#######3  | 572/781 [00:30<00:11, 18.30it/s]
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100%|##########| 781/781 [00:41<00:00, 18.78it/s]




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 83%|########2 | 130/157 [00:09<00:01, 14.44it/s]
 84%|########4 | 132/157 [00:09<00:01, 14.42it/s]
 85%|########5 | 134/157 [00:09<00:01, 14.46it/s]
 87%|########6 | 136/157 [00:09<00:01, 14.65it/s]
 88%|########7 | 138/157 [00:09<00:01, 14.80it/s]
 89%|########9 | 140/157 [00:09<00:01, 14.57it/s]
 90%|######### | 142/157 [00:10<00:01, 14.80it/s]
 92%|#########1| 144/157 [00:10<00:00, 14.90it/s]
 93%|#########2| 146/157 [00:10<00:00, 14.99it/s]
 94%|#########4| 148/157 [00:10<00:00, 14.99it/s]
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 97%|#########6| 152/157 [00:10<00:00, 15.00it/s]
 98%|#########8| 154/157 [00:10<00:00, 15.02it/s]
 99%|#########9| 156/157 [00:10<00:00, 15.08it/s]
100%|##########| 157/157 [00:11<00:00, 14.24it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:40, 19.38it/s]
  1%|          | 5/781 [00:00<00:38, 20.20it/s]
  1%|1         | 8/781 [00:00<00:39, 19.79it/s]
  1%|1         | 10/781 [00:00<00:39, 19.59it/s]
  2%|1         | 13/781 [00:00<00:38, 19.97it/s]
  2%|1         | 15/781 [00:00<00:38, 19.79it/s]
  2%|2         | 17/781 [00:00<00:39, 19.48it/s]
  3%|2         | 20/781 [00:01<00:38, 19.72it/s]
  3%|2         | 22/781 [00:01<00:39, 19.27it/s]
  3%|3         | 24/781 [00:01<00:39, 19.35it/s]
  3%|3         | 26/781 [00:01<00:39, 19.33it/s]
  4%|3         | 29/781 [00:01<00:38, 19.68it/s]
  4%|4         | 32/781 [00:01<00:37, 19.90it/s]
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  5%|4         | 37/781 [00:01<00:37, 19.82it/s]
  5%|5         | 40/781 [00:02<00:36, 20.10it/s]
  6%|5         | 43/781 [00:02<00:36, 20.20it/s]
  6%|5         | 46/781 [00:02<00:36, 20.25it/s]
  6%|6         | 49/781 [00:02<00:35, 20.34it/s]
  7%|6         | 52/781 [00:02<00:36, 19.95it/s]
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  7%|7         | 56/781 [00:02<00:36, 19.95it/s]
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  8%|7         | 61/781 [00:03<00:36, 19.96it/s]
  8%|8         | 63/781 [00:03<00:36, 19.72it/s]
  8%|8         | 65/781 [00:03<00:36, 19.45it/s]
  9%|8         | 67/781 [00:03<00:36, 19.30it/s]
  9%|8         | 69/781 [00:03<00:37, 19.10it/s]
  9%|9         | 71/781 [00:03<00:37, 19.05it/s]
  9%|9         | 73/781 [00:03<00:36, 19.14it/s]
 10%|9         | 75/781 [00:03<00:36, 19.09it/s]
 10%|9         | 77/781 [00:03<00:36, 19.23it/s]
 10%|#         | 79/781 [00:04<00:36, 19.42it/s]
 10%|#         | 81/781 [00:04<00:36, 19.44it/s]
 11%|#         | 84/781 [00:04<00:35, 19.82it/s]
 11%|#1        | 86/781 [00:04<00:35, 19.32it/s]
 11%|#1        | 88/781 [00:04<00:35, 19.39it/s]
 12%|#1        | 91/781 [00:04<00:35, 19.69it/s]
 12%|#2        | 94/781 [00:04<00:34, 19.91it/s]
 12%|#2        | 97/781 [00:04<00:33, 20.13it/s]
 13%|#2        | 100/781 [00:05<00:33, 20.10it/s]
 13%|#3        | 103/781 [00:05<00:34, 19.66it/s]
 14%|#3        | 106/781 [00:05<00:33, 19.89it/s]
 14%|#3        | 108/781 [00:05<00:33, 19.85it/s]
 14%|#4        | 111/781 [00:05<00:33, 19.98it/s]
 15%|#4        | 114/781 [00:05<00:33, 20.07it/s]
 15%|#4        | 117/781 [00:05<00:33, 19.76it/s]
 15%|#5        | 119/781 [00:06<00:34, 19.43it/s]
 16%|#5        | 122/781 [00:06<00:33, 19.72it/s]
 16%|#6        | 125/781 [00:06<00:32, 19.97it/s]
 16%|#6        | 128/781 [00:06<00:32, 20.15it/s]
 17%|#6        | 131/781 [00:06<00:32, 20.30it/s]
 17%|#7        | 134/781 [00:06<00:31, 20.22it/s]
 18%|#7        | 137/781 [00:06<00:31, 20.33it/s]
 18%|#7        | 140/781 [00:07<00:31, 20.30it/s]
 18%|#8        | 143/781 [00:07<00:31, 20.49it/s]
 19%|#8        | 146/781 [00:07<00:30, 20.49it/s]
 19%|#9        | 149/781 [00:07<00:30, 20.44it/s]
 19%|#9        | 152/781 [00:07<00:30, 20.37it/s]
 20%|#9        | 155/781 [00:07<00:30, 20.42it/s]
 20%|##        | 158/781 [00:07<00:30, 20.48it/s]
 21%|##        | 161/781 [00:08<00:30, 20.50it/s]
 21%|##        | 164/781 [00:08<00:30, 20.49it/s]
 21%|##1       | 167/781 [00:08<00:29, 20.61it/s]
 22%|##1       | 170/781 [00:08<00:29, 20.63it/s]
 22%|##2       | 173/781 [00:08<00:29, 20.61it/s]
 23%|##2       | 176/781 [00:08<00:29, 20.58it/s]
 23%|##2       | 179/781 [00:08<00:29, 20.14it/s]
 23%|##3       | 182/781 [00:09<00:30, 19.75it/s]
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 24%|##4       | 191/781 [00:09<00:30, 19.61it/s]
 25%|##4       | 193/781 [00:09<00:30, 19.28it/s]
 25%|##4       | 195/781 [00:09<00:30, 19.14it/s]
 25%|##5       | 197/781 [00:09<00:31, 18.68it/s]
 25%|##5       | 199/781 [00:10<00:31, 18.19it/s]
 26%|##5       | 201/781 [00:10<00:32, 17.98it/s]
 26%|##5       | 203/781 [00:10<00:32, 17.81it/s]
 26%|##6       | 205/781 [00:10<00:32, 17.63it/s]
 27%|##6       | 207/781 [00:10<00:32, 17.65it/s]
 27%|##6       | 209/781 [00:10<00:32, 17.74it/s]
 27%|##7       | 211/781 [00:10<00:32, 17.64it/s]
 27%|##7       | 213/781 [00:10<00:31, 17.78it/s]
 28%|##7       | 215/781 [00:10<00:32, 17.66it/s]
 28%|##7       | 217/781 [00:11<00:31, 17.79it/s]
 28%|##8       | 219/781 [00:11<00:32, 17.38it/s]
 28%|##8       | 221/781 [00:11<00:31, 17.58it/s]
 29%|##8       | 223/781 [00:11<00:31, 17.76it/s]
 29%|##8       | 225/781 [00:11<00:31, 17.53it/s]
 29%|##9       | 227/781 [00:11<00:31, 17.45it/s]
 29%|##9       | 229/781 [00:11<00:31, 17.43it/s]
 30%|##9       | 231/781 [00:11<00:31, 17.45it/s]
 30%|##9       | 233/781 [00:11<00:31, 17.23it/s]
 30%|###       | 235/781 [00:12<00:30, 17.65it/s]
 30%|###       | 237/781 [00:12<00:29, 18.22it/s]
 31%|###       | 240/781 [00:12<00:28, 18.97it/s]
 31%|###1      | 243/781 [00:12<00:27, 19.51it/s]
 31%|###1      | 246/781 [00:12<00:26, 19.82it/s]
 32%|###1      | 248/781 [00:12<00:27, 19.71it/s]
 32%|###2      | 251/781 [00:12<00:26, 19.91it/s]
 33%|###2      | 254/781 [00:13<00:26, 20.07it/s]
 33%|###2      | 257/781 [00:13<00:25, 20.24it/s]
 33%|###3      | 260/781 [00:13<00:25, 20.06it/s]
 34%|###3      | 263/781 [00:13<00:25, 20.24it/s]
 34%|###4      | 266/781 [00:13<00:25, 20.36it/s]
 34%|###4      | 269/781 [00:13<00:25, 20.34it/s]
 35%|###4      | 272/781 [00:13<00:24, 20.46it/s]
 35%|###5      | 275/781 [00:14<00:24, 20.51it/s]
 36%|###5      | 278/781 [00:14<00:24, 20.58it/s]
 36%|###5      | 281/781 [00:14<00:24, 20.46it/s]
 36%|###6      | 284/781 [00:14<00:24, 20.38it/s]
 37%|###6      | 287/781 [00:14<00:24, 20.49it/s]
 37%|###7      | 290/781 [00:14<00:23, 20.57it/s]
 38%|###7      | 293/781 [00:14<00:23, 20.63it/s]
 38%|###7      | 296/781 [00:15<00:23, 20.40it/s]
 38%|###8      | 299/781 [00:15<00:23, 20.44it/s]
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 39%|###9      | 305/781 [00:15<00:23, 20.31it/s]
 39%|###9      | 308/781 [00:15<00:23, 20.25it/s]
 40%|###9      | 311/781 [00:15<00:23, 20.27it/s]
 40%|####      | 314/781 [00:15<00:23, 20.26it/s]
 41%|####      | 317/781 [00:16<00:22, 20.17it/s]
 41%|####      | 320/781 [00:16<00:22, 20.35it/s]
 41%|####1     | 323/781 [00:16<00:22, 20.35it/s]
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 42%|####2     | 329/781 [00:16<00:22, 20.23it/s]
 43%|####2     | 332/781 [00:16<00:22, 20.19it/s]
 43%|####2     | 335/781 [00:17<00:22, 20.27it/s]
 43%|####3     | 338/781 [00:17<00:21, 20.34it/s]
 44%|####3     | 341/781 [00:17<00:21, 20.40it/s]
 44%|####4     | 344/781 [00:17<00:21, 20.47it/s]
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 45%|####4     | 350/781 [00:17<00:21, 20.48it/s]
 45%|####5     | 353/781 [00:17<00:20, 20.54it/s]
 46%|####5     | 356/781 [00:18<00:20, 20.47it/s]
 46%|####5     | 359/781 [00:18<00:20, 20.48it/s]
 46%|####6     | 362/781 [00:18<00:20, 20.14it/s]
 47%|####6     | 365/781 [00:18<00:20, 20.30it/s]
 47%|####7     | 368/781 [00:18<00:20, 20.37it/s]
 48%|####7     | 371/781 [00:18<00:20, 20.27it/s]
 48%|####7     | 374/781 [00:18<00:19, 20.35it/s]
 48%|####8     | 377/781 [00:19<00:19, 20.31it/s]
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 49%|####9     | 386/781 [00:19<00:19, 20.42it/s]
 50%|####9     | 389/781 [00:19<00:19, 20.44it/s]
 50%|#####     | 392/781 [00:19<00:19, 20.46it/s]
 51%|#####     | 395/781 [00:19<00:19, 20.31it/s]
 51%|#####     | 398/781 [00:20<00:18, 20.28it/s]
 51%|#####1    | 401/781 [00:20<00:18, 20.27it/s]
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 60%|######    | 471/781 [00:23<00:15, 20.30it/s]
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 61%|######1   | 477/781 [00:24<00:14, 20.28it/s]
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 68%|######7   | 531/781 [00:26<00:12, 20.41it/s]
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 69%|######9   | 540/781 [00:27<00:11, 20.25it/s]
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 70%|######9   | 546/781 [00:27<00:11, 20.39it/s]
 70%|#######   | 549/781 [00:27<00:11, 20.27it/s]
 71%|#######   | 552/781 [00:27<00:11, 20.33it/s]
 71%|#######1  | 555/781 [00:27<00:11, 20.45it/s]
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100%|#########9| 780/781 [00:39<00:00, 20.40it/s]
100%|##########| 781/781 [00:39<00:00, 19.87it/s]




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 66%|######6   | 104/157 [00:06<00:03, 16.43it/s]
 68%|######7   | 106/157 [00:06<00:03, 16.40it/s]
 69%|######8   | 108/157 [00:06<00:03, 16.27it/s]
 70%|#######   | 110/157 [00:06<00:02, 16.32it/s]
 71%|#######1  | 112/157 [00:06<00:02, 16.30it/s]
 73%|#######2  | 114/157 [00:06<00:02, 16.39it/s]
 74%|#######3  | 116/157 [00:07<00:02, 16.37it/s]
 75%|#######5  | 118/157 [00:07<00:02, 16.40it/s]
 76%|#######6  | 120/157 [00:07<00:02, 16.47it/s]
 78%|#######7  | 122/157 [00:07<00:02, 16.41it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.29it/s]
 80%|########  | 126/157 [00:07<00:01, 16.41it/s]
 82%|########1 | 128/157 [00:07<00:01, 16.33it/s]
 83%|########2 | 130/157 [00:07<00:01, 16.32it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.39it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.35it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.23it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.23it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.18it/s]
 90%|######### | 142/157 [00:08<00:00, 16.26it/s]
 92%|#########1| 144/157 [00:08<00:00, 16.35it/s]
 93%|#########2| 146/157 [00:08<00:00, 16.39it/s]
 94%|#########4| 148/157 [00:09<00:00, 16.49it/s]
 96%|#########5| 150/157 [00:09<00:00, 16.54it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.58it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.60it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.30it/s]
100%|##########| 157/157 [00:09<00:00, 16.38it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:44, 17.60it/s]
  1%|          | 4/781 [00:00<00:45, 17.06it/s]
  1%|          | 6/781 [00:00<00:43, 17.90it/s]
  1%|1         | 8/781 [00:00<00:42, 18.32it/s]
  1%|1         | 10/781 [00:00<00:41, 18.73it/s]
  2%|1         | 12/781 [00:00<00:40, 19.01it/s]
  2%|1         | 14/781 [00:00<00:39, 19.21it/s]
  2%|2         | 16/781 [00:00<00:39, 19.32it/s]
  2%|2         | 18/781 [00:00<00:39, 19.27it/s]
  3%|2         | 20/781 [00:01<00:39, 19.06it/s]
  3%|2         | 22/781 [00:01<00:39, 19.16it/s]
  3%|3         | 24/781 [00:01<00:39, 19.28it/s]
  3%|3         | 26/781 [00:01<00:39, 19.21it/s]
  4%|3         | 28/781 [00:01<00:39, 18.97it/s]
  4%|3         | 30/781 [00:01<00:40, 18.67it/s]
  4%|4         | 32/781 [00:01<00:40, 18.58it/s]
  4%|4         | 34/781 [00:01<00:39, 18.76it/s]
  5%|4         | 36/781 [00:01<00:39, 19.00it/s]
  5%|4         | 38/781 [00:02<00:38, 19.20it/s]
  5%|5         | 40/781 [00:02<00:38, 19.31it/s]
  5%|5         | 42/781 [00:02<00:38, 19.23it/s]
  6%|5         | 44/781 [00:02<00:38, 19.07it/s]
  6%|5         | 46/781 [00:02<00:38, 18.88it/s]
  6%|6         | 48/781 [00:02<00:39, 18.48it/s]
  6%|6         | 50/781 [00:02<00:39, 18.53it/s]
  7%|6         | 52/781 [00:02<00:39, 18.46it/s]
  7%|6         | 54/781 [00:02<00:39, 18.28it/s]
  7%|7         | 56/781 [00:02<00:39, 18.22it/s]
  7%|7         | 58/781 [00:03<00:39, 18.21it/s]
  8%|7         | 60/781 [00:03<00:39, 18.21it/s]
  8%|7         | 62/781 [00:03<00:39, 18.12it/s]
  8%|8         | 64/781 [00:03<00:39, 18.20it/s]
  8%|8         | 66/781 [00:03<00:38, 18.38it/s]
  9%|8         | 68/781 [00:03<00:38, 18.32it/s]
  9%|8         | 70/781 [00:03<00:38, 18.54it/s]
  9%|9         | 72/781 [00:03<00:38, 18.65it/s]
  9%|9         | 74/781 [00:03<00:37, 18.73it/s]
 10%|9         | 76/781 [00:04<00:37, 18.63it/s]
 10%|9         | 78/781 [00:04<00:38, 18.46it/s]
 10%|#         | 80/781 [00:04<00:38, 18.44it/s]
 10%|#         | 82/781 [00:04<00:37, 18.52it/s]
 11%|#         | 84/781 [00:04<00:37, 18.57it/s]
 11%|#1        | 86/781 [00:04<00:37, 18.63it/s]
 11%|#1        | 88/781 [00:04<00:37, 18.73it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.83it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.14it/s]
 12%|#2        | 94/781 [00:05<00:38, 18.07it/s]
 12%|#2        | 96/781 [00:05<00:37, 18.33it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.52it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.67it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.46it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.42it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.64it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.71it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.74it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.64it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.67it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.64it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.54it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.24it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.28it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.28it/s]
 16%|#6        | 126/781 [00:06<00:35, 18.49it/s]
 16%|#6        | 128/781 [00:06<00:35, 18.63it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.75it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.81it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.70it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.62it/s]
 18%|#7        | 138/781 [00:07<00:34, 18.57it/s]
 18%|#7        | 140/781 [00:07<00:34, 18.55it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.54it/s]
 18%|#8        | 144/781 [00:07<00:34, 18.60it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.70it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.76it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.85it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.86it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.89it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.83it/s]
 20%|##        | 158/781 [00:08<00:33, 18.87it/s]
 20%|##        | 160/781 [00:08<00:32, 18.92it/s]
 21%|##        | 162/781 [00:08<00:33, 18.74it/s]
 21%|##        | 164/781 [00:08<00:32, 18.79it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.77it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.83it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.66it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.76it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.80it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.83it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.84it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.93it/s]
 23%|##3       | 182/781 [00:09<00:31, 18.99it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.01it/s]
 24%|##3       | 186/781 [00:09<00:31, 18.97it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.78it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.86it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.47it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.63it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.75it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.86it/s]
 26%|##5       | 200/781 [00:10<00:30, 18.88it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.78it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.89it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.87it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.48it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.34it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.54it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.35it/s]
 28%|##7       | 216/781 [00:11<00:30, 18.51it/s]
 28%|##7       | 218/781 [00:11<00:30, 18.18it/s]
 28%|##8       | 220/781 [00:11<00:30, 18.40it/s]
 28%|##8       | 222/781 [00:11<00:30, 18.49it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.61it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.65it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.63it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.33it/s]
 30%|##9       | 232/781 [00:12<00:29, 18.52it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.65it/s]
 30%|###       | 236/781 [00:12<00:29, 18.75it/s]
 30%|###       | 238/781 [00:12<00:29, 18.57it/s]
 31%|###       | 240/781 [00:12<00:29, 18.65it/s]
 31%|###       | 242/781 [00:12<00:28, 18.67it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.68it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.70it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.73it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.64it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.62it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.61it/s]
 33%|###2      | 256/781 [00:13<00:28, 18.63it/s]
 33%|###3      | 258/781 [00:13<00:28, 18.68it/s]
 33%|###3      | 260/781 [00:13<00:27, 18.65it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.49it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.63it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.74it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.72it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.77it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.77it/s]
 35%|###5      | 274/781 [00:14<00:26, 18.80it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.84it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.85it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.81it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.88it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.91it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.87it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.87it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.83it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.69it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.51it/s]
 38%|###7      | 296/781 [00:15<00:25, 18.66it/s]
 38%|###8      | 298/781 [00:15<00:25, 18.73it/s]
 38%|###8      | 300/781 [00:16<00:25, 18.58it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.65it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.62it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.61it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.57it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.71it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.84it/s]
 40%|####      | 314/781 [00:16<00:24, 18.92it/s]
 40%|####      | 316/781 [00:16<00:24, 18.94it/s]
 41%|####      | 318/781 [00:17<00:24, 18.78it/s]
 41%|####      | 320/781 [00:17<00:24, 18.70it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.69it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.81it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.61it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.53it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.46it/s]
 43%|####2     | 332/781 [00:17<00:24, 18.50it/s]
 43%|####2     | 334/781 [00:17<00:24, 18.47it/s]
 43%|####3     | 336/781 [00:18<00:24, 18.04it/s]
 43%|####3     | 338/781 [00:18<00:24, 18.15it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.46it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.56it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.50it/s]
 44%|####4     | 346/781 [00:18<00:24, 18.12it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.19it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.27it/s]
 45%|####5     | 352/781 [00:18<00:23, 17.97it/s]
 45%|####5     | 354/781 [00:18<00:23, 18.15it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.06it/s]
 46%|####5     | 358/781 [00:19<00:24, 17.42it/s]
 46%|####6     | 360/781 [00:19<00:23, 17.65it/s]
 46%|####6     | 362/781 [00:19<00:23, 17.73it/s]
 47%|####6     | 364/781 [00:19<00:23, 17.88it/s]
 47%|####6     | 366/781 [00:19<00:23, 18.03it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.19it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.10it/s]
 48%|####7     | 372/781 [00:20<00:22, 17.91it/s]
 48%|####7     | 374/781 [00:20<00:22, 17.99it/s]
 48%|####8     | 376/781 [00:20<00:22, 17.61it/s]
 48%|####8     | 378/781 [00:20<00:22, 17.99it/s]
 49%|####8     | 380/781 [00:20<00:22, 18.20it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.41it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.56it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.24it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.37it/s]
 50%|####9     | 390/781 [00:20<00:21, 18.51it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.53it/s]
 50%|#####     | 394/781 [00:21<00:21, 18.36it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.36it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.46it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.57it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.65it/s]
 52%|#####1    | 404/781 [00:21<00:20, 18.63it/s]
 52%|#####1    | 406/781 [00:21<00:20, 18.74it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.71it/s]
 52%|#####2    | 410/781 [00:22<00:19, 18.68it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.68it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.74it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.39it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.57it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.26it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.31it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.45it/s]
 55%|#####4    | 426/781 [00:22<00:19, 17.79it/s]
 55%|#####4    | 428/781 [00:23<00:19, 17.97it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.22it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.35it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.53it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.61it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.50it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.44it/s]
 57%|#####6    | 442/781 [00:23<00:19, 17.75it/s]
 57%|#####6    | 444/781 [00:23<00:18, 18.11it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.04it/s]
 57%|#####7    | 448/781 [00:24<00:18, 17.95it/s]
 58%|#####7    | 450/781 [00:24<00:18, 18.15it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.28it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.35it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.42it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.53it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.10it/s]
 59%|#####9    | 462/781 [00:24<00:17, 18.19it/s]
 59%|#####9    | 464/781 [00:25<00:17, 18.35it/s]
 60%|#####9    | 466/781 [00:25<00:16, 18.56it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.70it/s]
 60%|######    | 470/781 [00:25<00:16, 18.72it/s]
 60%|######    | 472/781 [00:25<00:16, 18.73it/s]
 61%|######    | 474/781 [00:25<00:16, 18.78it/s]
 61%|######    | 476/781 [00:25<00:16, 18.76it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.68it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.67it/s]
 62%|######1   | 482/781 [00:25<00:15, 18.80it/s]
 62%|######1   | 484/781 [00:26<00:16, 18.56it/s]
 62%|######2   | 486/781 [00:26<00:15, 18.55it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.50it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.65it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.73it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.61it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.54it/s]
 64%|######3   | 498/781 [00:26<00:15, 18.50it/s]
 64%|######4   | 500/781 [00:26<00:15, 18.63it/s]
 64%|######4   | 502/781 [00:27<00:14, 18.62it/s]
 65%|######4   | 504/781 [00:27<00:14, 18.56it/s]
 65%|######4   | 506/781 [00:27<00:15, 18.30it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.37it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.49it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.60it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.04it/s]
 66%|######6   | 516/781 [00:27<00:14, 18.31it/s]
 66%|######6   | 518/781 [00:27<00:14, 18.38it/s]
 67%|######6   | 520/781 [00:28<00:14, 18.51it/s]
 67%|######6   | 522/781 [00:28<00:14, 18.49it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.50it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.62it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.72it/s]
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100%|##########| 781/781 [00:42<00:00, 18.46it/s]




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Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:41<00:12,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.33s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.33s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.33s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.33s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.07s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.07s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.07s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:16<00:00, 16.59s/it]
100%|##########| 1/1 [00:16<00:00, 16.59s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:09, 16.24it/s]
  3%|2         | 4/157 [00:00<00:09, 16.35it/s]
  4%|3         | 6/157 [00:00<00:08, 16.81it/s]
  5%|5         | 8/157 [00:00<00:08, 17.00it/s]
  6%|6         | 10/157 [00:00<00:08, 17.17it/s]
  8%|7         | 12/157 [00:00<00:08, 17.39it/s]
  9%|8         | 14/157 [00:00<00:08, 17.55it/s]
 10%|#         | 16/157 [00:00<00:08, 17.62it/s]
 11%|#1        | 18/157 [00:01<00:07, 17.54it/s]
 13%|#2        | 20/157 [00:01<00:07, 17.63it/s]
 14%|#4        | 22/157 [00:01<00:07, 17.73it/s]
 15%|#5        | 24/157 [00:01<00:07, 17.75it/s]
 17%|#6        | 26/157 [00:01<00:07, 17.76it/s]
 18%|#7        | 28/157 [00:01<00:07, 17.77it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.81it/s]
 20%|##        | 32/157 [00:01<00:07, 17.74it/s]
 22%|##1       | 34/157 [00:01<00:06, 17.77it/s]
 23%|##2       | 36/157 [00:02<00:06, 17.69it/s]
 24%|##4       | 38/157 [00:02<00:06, 17.61it/s]
 25%|##5       | 40/157 [00:02<00:06, 17.64it/s]
 27%|##6       | 42/157 [00:02<00:06, 17.71it/s]
 28%|##8       | 44/157 [00:02<00:06, 17.59it/s]
 29%|##9       | 46/157 [00:02<00:06, 17.38it/s]
 31%|###       | 48/157 [00:02<00:06, 17.12it/s]
 32%|###1      | 50/157 [00:02<00:06, 17.22it/s]
 33%|###3      | 52/157 [00:02<00:06, 17.44it/s]
 34%|###4      | 54/157 [00:03<00:05, 17.55it/s]
 36%|###5      | 56/157 [00:03<00:05, 17.57it/s]
 37%|###6      | 58/157 [00:03<00:05, 17.69it/s]
 38%|###8      | 60/157 [00:03<00:05, 17.74it/s]
 39%|###9      | 62/157 [00:03<00:05, 17.70it/s]
 41%|####      | 64/157 [00:03<00:05, 17.71it/s]
 42%|####2     | 66/157 [00:03<00:05, 17.73it/s]
 43%|####3     | 68/157 [00:03<00:05, 17.77it/s]
 45%|####4     | 70/157 [00:03<00:04, 17.75it/s]
 46%|####5     | 72/157 [00:04<00:04, 17.56it/s]
 47%|####7     | 74/157 [00:04<00:04, 17.59it/s]
 48%|####8     | 76/157 [00:04<00:04, 17.67it/s]
 50%|####9     | 78/157 [00:04<00:04, 17.76it/s]
 51%|#####     | 80/157 [00:04<00:04, 17.70it/s]
 52%|#####2    | 82/157 [00:04<00:04, 17.59it/s]
 54%|#####3    | 84/157 [00:04<00:04, 17.23it/s]
 55%|#####4    | 86/157 [00:04<00:04, 17.37it/s]
 56%|#####6    | 88/157 [00:05<00:04, 17.09it/s]
 57%|#####7    | 90/157 [00:05<00:04, 16.43it/s]
 59%|#####8    | 92/157 [00:05<00:04, 16.12it/s]
 60%|#####9    | 94/157 [00:05<00:03, 15.87it/s]
 61%|######1   | 96/157 [00:05<00:03, 15.80it/s]
 62%|######2   | 98/157 [00:05<00:03, 15.65it/s]
 64%|######3   | 100/157 [00:05<00:03, 15.53it/s]
 65%|######4   | 102/157 [00:05<00:03, 15.46it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.17it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.06it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.15it/s]
 70%|#######   | 110/157 [00:06<00:03, 15.32it/s]
 71%|#######1  | 112/157 [00:06<00:02, 15.39it/s]
 73%|#######2  | 114/157 [00:06<00:02, 15.48it/s]
 74%|#######3  | 116/157 [00:06<00:02, 15.57it/s]
 75%|#######5  | 118/157 [00:06<00:02, 15.59it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.57it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.46it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.39it/s]
 80%|########  | 126/157 [00:07<00:02, 15.37it/s]
 82%|########1 | 128/157 [00:07<00:01, 15.40it/s]
 83%|########2 | 130/157 [00:07<00:01, 15.52it/s]
 84%|########4 | 132/157 [00:07<00:01, 15.60it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.65it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.68it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.51it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.46it/s]
 90%|######### | 142/157 [00:08<00:00, 15.51it/s]
 92%|#########1| 144/157 [00:08<00:00, 15.57it/s]
 93%|#########2| 146/157 [00:08<00:00, 15.63it/s]
 94%|#########4| 148/157 [00:08<00:00, 15.71it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.68it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.74it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.65it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.62it/s]
100%|##########| 157/157 [00:09<00:00, 16.62it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:46, 16.89it/s]
  1%|          | 4/781 [00:00<00:44, 17.50it/s]
  1%|          | 6/781 [00:00<00:43, 17.67it/s]
  1%|1         | 8/781 [00:00<00:43, 17.95it/s]
  1%|1         | 10/781 [00:00<00:42, 18.03it/s]
  2%|1         | 12/781 [00:00<00:42, 18.06it/s]
  2%|1         | 14/781 [00:00<00:42, 18.16it/s]
  2%|2         | 16/781 [00:00<00:41, 18.23it/s]
  2%|2         | 18/781 [00:00<00:41, 18.33it/s]
  3%|2         | 20/781 [00:01<00:41, 18.22it/s]
  3%|2         | 22/781 [00:01<00:41, 18.25it/s]
  3%|3         | 24/781 [00:01<00:41, 18.27it/s]
  3%|3         | 26/781 [00:01<00:41, 18.18it/s]
  4%|3         | 28/781 [00:01<00:41, 18.22it/s]
  4%|3         | 30/781 [00:01<00:41, 18.22it/s]
  4%|4         | 32/781 [00:01<00:41, 18.23it/s]
  4%|4         | 34/781 [00:01<00:40, 18.27it/s]
  5%|4         | 36/781 [00:01<00:40, 18.28it/s]
  5%|4         | 38/781 [00:02<00:41, 17.88it/s]
  5%|5         | 40/781 [00:02<00:41, 17.89it/s]
  5%|5         | 42/781 [00:02<00:41, 17.88it/s]
  6%|5         | 44/781 [00:02<00:41, 17.80it/s]
  6%|5         | 46/781 [00:02<00:41, 17.72it/s]
  6%|6         | 48/781 [00:02<00:41, 17.86it/s]
  6%|6         | 50/781 [00:02<00:40, 17.89it/s]
  7%|6         | 52/781 [00:02<00:40, 17.92it/s]
  7%|6         | 54/781 [00:02<00:40, 18.02it/s]
  7%|7         | 56/781 [00:03<00:39, 18.14it/s]
  7%|7         | 58/781 [00:03<00:39, 18.22it/s]
  8%|7         | 60/781 [00:03<00:39, 18.25it/s]
  8%|7         | 62/781 [00:03<00:39, 18.08it/s]
  8%|8         | 64/781 [00:03<00:39, 18.22it/s]
  8%|8         | 66/781 [00:03<00:40, 17.76it/s]
  9%|8         | 68/781 [00:03<00:40, 17.78it/s]
  9%|8         | 70/781 [00:03<00:40, 17.76it/s]
  9%|9         | 72/781 [00:03<00:40, 17.72it/s]
  9%|9         | 74/781 [00:04<00:39, 17.75it/s]
 10%|9         | 76/781 [00:04<00:39, 17.86it/s]
 10%|9         | 78/781 [00:04<00:39, 18.00it/s]
 10%|#         | 80/781 [00:04<00:38, 18.09it/s]
 10%|#         | 82/781 [00:04<00:39, 17.87it/s]
 11%|#         | 84/781 [00:04<00:38, 17.93it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.69it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.82it/s]
 12%|#1        | 90/781 [00:05<00:38, 17.80it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.84it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.97it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.98it/s]
 13%|#2        | 98/781 [00:05<00:37, 18.42it/s]
 13%|#2        | 100/781 [00:05<00:36, 18.69it/s]
 13%|#3        | 102/781 [00:05<00:36, 18.58it/s]
 13%|#3        | 104/781 [00:05<00:36, 18.45it/s]
 14%|#3        | 106/781 [00:05<00:36, 18.33it/s]
 14%|#3        | 108/781 [00:05<00:37, 18.14it/s]
 14%|#4        | 110/781 [00:06<00:37, 18.01it/s]
 14%|#4        | 112/781 [00:06<00:36, 18.13it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.05it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.90it/s]
 15%|#5        | 118/781 [00:06<00:36, 17.94it/s]
 15%|#5        | 120/781 [00:06<00:36, 17.97it/s]
 16%|#5        | 122/781 [00:06<00:36, 17.96it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.92it/s]
 16%|#6        | 126/781 [00:06<00:36, 17.96it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.76it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.88it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.95it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.80it/s]
 17%|#7        | 136/781 [00:07<00:35, 17.95it/s]
 18%|#7        | 138/781 [00:07<00:37, 17.36it/s]
 18%|#7        | 140/781 [00:07<00:36, 17.41it/s]
 18%|#8        | 142/781 [00:07<00:36, 17.38it/s]
 18%|#8        | 144/781 [00:08<00:36, 17.59it/s]
 19%|#8        | 146/781 [00:08<00:35, 17.70it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.73it/s]
 19%|#9        | 150/781 [00:08<00:36, 17.52it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.73it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.68it/s]
 20%|#9        | 156/781 [00:08<00:35, 17.74it/s]
 20%|##        | 158/781 [00:08<00:34, 17.90it/s]
 20%|##        | 160/781 [00:08<00:34, 17.94it/s]
 21%|##        | 162/781 [00:09<00:34, 17.89it/s]
 21%|##        | 164/781 [00:09<00:34, 17.86it/s]
 21%|##1       | 166/781 [00:09<00:34, 17.88it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.92it/s]
 22%|##1       | 170/781 [00:09<00:33, 17.98it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.05it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.12it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.16it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.11it/s]
 23%|##3       | 180/781 [00:10<00:33, 18.14it/s]
 23%|##3       | 182/781 [00:10<00:33, 18.08it/s]
 24%|##3       | 184/781 [00:10<00:33, 17.89it/s]
 24%|##3       | 186/781 [00:10<00:33, 18.01it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.07it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.08it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.74it/s]
 25%|##4       | 194/781 [00:10<00:33, 17.76it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.84it/s]
 25%|##5       | 198/781 [00:11<00:32, 17.82it/s]
 26%|##5       | 200/781 [00:11<00:32, 17.88it/s]
 26%|##5       | 202/781 [00:11<00:32, 17.91it/s]
 26%|##6       | 204/781 [00:11<00:32, 17.92it/s]
 26%|##6       | 206/781 [00:11<00:32, 17.94it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.00it/s]
 27%|##6       | 210/781 [00:11<00:31, 17.93it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.05it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.02it/s]
 28%|##7       | 216/781 [00:12<00:31, 17.97it/s]
 28%|##7       | 218/781 [00:12<00:31, 17.79it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.85it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.94it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.94it/s]
 29%|##8       | 226/781 [00:12<00:30, 17.97it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.07it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.17it/s]
 30%|##9       | 232/781 [00:12<00:31, 17.68it/s]
 30%|##9       | 234/781 [00:13<00:31, 17.62it/s]
 30%|###       | 236/781 [00:13<00:31, 17.52it/s]
 30%|###       | 238/781 [00:13<00:30, 17.59it/s]
 31%|###       | 240/781 [00:13<00:30, 17.72it/s]
 31%|###       | 242/781 [00:13<00:30, 17.83it/s]
 31%|###1      | 244/781 [00:13<00:30, 17.78it/s]
 31%|###1      | 246/781 [00:13<00:30, 17.72it/s]
 32%|###1      | 248/781 [00:13<00:30, 17.74it/s]
 32%|###2      | 250/781 [00:13<00:29, 17.89it/s]
 32%|###2      | 252/781 [00:14<00:29, 17.95it/s]
 33%|###2      | 254/781 [00:14<00:29, 18.02it/s]
 33%|###2      | 256/781 [00:14<00:29, 18.07it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.12it/s]
 33%|###3      | 260/781 [00:14<00:28, 18.22it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.03it/s]
 34%|###3      | 264/781 [00:14<00:28, 17.85it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.82it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.90it/s]
 35%|###4      | 270/781 [00:15<00:28, 18.01it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.95it/s]
 35%|###5      | 274/781 [00:15<00:28, 17.97it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.55it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.41it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.37it/s]
 36%|###6      | 282/781 [00:15<00:28, 17.52it/s]
 36%|###6      | 284/781 [00:15<00:28, 17.58it/s]
 37%|###6      | 286/781 [00:15<00:28, 17.68it/s]
 37%|###6      | 288/781 [00:16<00:28, 17.56it/s]
 37%|###7      | 290/781 [00:16<00:27, 17.63it/s]
 37%|###7      | 292/781 [00:16<00:27, 17.89it/s]
 38%|###7      | 294/781 [00:16<00:26, 18.04it/s]
 38%|###7      | 296/781 [00:16<00:26, 18.06it/s]
 38%|###8      | 298/781 [00:16<00:26, 18.15it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.41it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.67it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.68it/s]
 39%|###9      | 306/781 [00:17<00:25, 18.71it/s]
 39%|###9      | 308/781 [00:17<00:25, 18.43it/s]
 40%|###9      | 310/781 [00:17<00:25, 18.24it/s]
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100%|#########9| 779/781 [00:43<00:00, 20.32it/s]
100%|##########| 781/781 [00:43<00:00, 18.08it/s]




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Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.10s/it]
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Validation Progress:  11%|#1        | 5/44 [00:05<00:46,  1.20s/it]
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Validation Progress:  14%|#3        | 6/44 [00:06<00:44,  1.18s/it]
Validation Progress:  16%|#5        | 7/44 [00:08<00:42,  1.15s/it]
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Validation Progress:  18%|#8        | 8/44 [00:09<00:43,  1.21s/it]
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Validation Progress:  20%|##        | 9/44 [00:10<00:40,  1.17s/it]
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Validation Progress:  23%|##2       | 10/44 [00:11<00:41,  1.22s/it]
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Validation Progress:  32%|###1      | 14/44 [00:16<00:37,  1.25s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.09s/it]
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 16%|#5        | 122/781 [00:06<00:36, 17.91it/s]
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 16%|#6        | 126/781 [00:07<00:36, 17.90it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.83it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.96it/s]
 17%|#6        | 132/781 [00:07<00:36, 18.01it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.04it/s]
 17%|#7        | 136/781 [00:07<00:35, 17.96it/s]
 18%|#7        | 138/781 [00:07<00:35, 17.94it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.05it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.11it/s]
 18%|#8        | 144/781 [00:08<00:35, 18.11it/s]
 19%|#8        | 146/781 [00:08<00:35, 18.08it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.14it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.13it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.17it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.12it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.08it/s]
 20%|##        | 158/781 [00:08<00:34, 18.13it/s]
 20%|##        | 160/781 [00:08<00:34, 18.12it/s]
 21%|##        | 162/781 [00:09<00:34, 18.15it/s]
 21%|##        | 164/781 [00:09<00:34, 17.79it/s]
 21%|##1       | 166/781 [00:09<00:34, 17.66it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.80it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.89it/s]
 22%|##2       | 172/781 [00:09<00:33, 17.99it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.04it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.00it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.06it/s]
 23%|##3       | 180/781 [00:10<00:33, 18.11it/s]
 23%|##3       | 182/781 [00:10<00:33, 17.80it/s]
 24%|##3       | 184/781 [00:10<00:33, 17.91it/s]
 24%|##3       | 186/781 [00:10<00:33, 17.84it/s]
 24%|##4       | 188/781 [00:10<00:32, 17.99it/s]
 24%|##4       | 190/781 [00:10<00:32, 17.93it/s]
 25%|##4       | 192/781 [00:10<00:33, 17.85it/s]
 25%|##4       | 194/781 [00:10<00:32, 17.88it/s]
 25%|##5       | 196/781 [00:10<00:32, 17.95it/s]
 25%|##5       | 198/781 [00:11<00:32, 18.04it/s]
 26%|##5       | 200/781 [00:11<00:32, 18.07it/s]
 26%|##5       | 202/781 [00:11<00:32, 18.08it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.12it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.07it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.14it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.11it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.07it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.14it/s]
 28%|##7       | 216/781 [00:12<00:31, 18.21it/s]
 28%|##7       | 218/781 [00:12<00:30, 18.26it/s]
 28%|##8       | 220/781 [00:12<00:31, 17.86it/s]
 28%|##8       | 222/781 [00:12<00:31, 17.93it/s]
 29%|##8       | 224/781 [00:12<00:31, 17.91it/s]
 29%|##8       | 226/781 [00:12<00:31, 17.90it/s]
 29%|##9       | 228/781 [00:12<00:30, 17.87it/s]
 29%|##9       | 230/781 [00:12<00:30, 18.05it/s]
 30%|##9       | 232/781 [00:12<00:30, 18.16it/s]
 30%|##9       | 234/781 [00:13<00:30, 18.22it/s]
 30%|###       | 236/781 [00:13<00:29, 18.29it/s]
 30%|###       | 238/781 [00:13<00:29, 18.29it/s]
 31%|###       | 240/781 [00:13<00:29, 18.10it/s]
 31%|###       | 242/781 [00:13<00:29, 18.06it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.09it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.15it/s]
 32%|###1      | 248/781 [00:13<00:29, 17.96it/s]
 32%|###2      | 250/781 [00:13<00:29, 18.03it/s]
 32%|###2      | 252/781 [00:14<00:29, 18.07it/s]
 33%|###2      | 254/781 [00:14<00:29, 18.01it/s]
 33%|###2      | 256/781 [00:14<00:29, 17.83it/s]
 33%|###3      | 258/781 [00:14<00:29, 17.66it/s]
 33%|###3      | 260/781 [00:14<00:29, 17.72it/s]
 34%|###3      | 262/781 [00:14<00:29, 17.87it/s]
 34%|###3      | 264/781 [00:14<00:28, 17.94it/s]
 34%|###4      | 266/781 [00:14<00:28, 17.99it/s]
 34%|###4      | 268/781 [00:14<00:28, 17.96it/s]
 35%|###4      | 270/781 [00:15<00:28, 17.84it/s]
 35%|###4      | 272/781 [00:15<00:28, 17.85it/s]
 35%|###5      | 274/781 [00:15<00:28, 17.92it/s]
 35%|###5      | 276/781 [00:15<00:28, 17.72it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.70it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.67it/s]
 36%|###6      | 282/781 [00:15<00:28, 17.60it/s]
 36%|###6      | 284/781 [00:15<00:28, 17.46it/s]
 37%|###6      | 286/781 [00:15<00:28, 17.64it/s]
 37%|###6      | 288/781 [00:16<00:28, 17.56it/s]
 37%|###7      | 290/781 [00:16<00:27, 17.55it/s]
 37%|###7      | 292/781 [00:16<00:27, 17.49it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.42it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.38it/s]
 38%|###8      | 298/781 [00:16<00:27, 17.51it/s]
 38%|###8      | 300/781 [00:16<00:27, 17.59it/s]
 39%|###8      | 302/781 [00:16<00:27, 17.69it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.84it/s]
 39%|###9      | 306/781 [00:17<00:26, 17.76it/s]
 39%|###9      | 308/781 [00:17<00:26, 17.83it/s]
 40%|###9      | 310/781 [00:17<00:26, 17.97it/s]
 40%|###9      | 312/781 [00:17<00:26, 17.78it/s]
 40%|####      | 314/781 [00:17<00:26, 17.89it/s]
 40%|####      | 316/781 [00:17<00:26, 17.86it/s]
 41%|####      | 318/781 [00:17<00:25, 17.97it/s]
 41%|####      | 320/781 [00:17<00:25, 18.00it/s]
 41%|####1     | 322/781 [00:17<00:25, 18.03it/s]
 41%|####1     | 324/781 [00:18<00:25, 18.00it/s]
 42%|####1     | 326/781 [00:18<00:25, 18.06it/s]
 42%|####1     | 328/781 [00:18<00:25, 18.10it/s]
 42%|####2     | 330/781 [00:18<00:24, 18.06it/s]
 43%|####2     | 332/781 [00:18<00:24, 18.02it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.03it/s]
 43%|####3     | 336/781 [00:18<00:25, 17.69it/s]
 43%|####3     | 338/781 [00:18<00:24, 17.84it/s]
 44%|####3     | 340/781 [00:18<00:24, 17.91it/s]
 44%|####3     | 342/781 [00:19<00:24, 17.87it/s]
 44%|####4     | 344/781 [00:19<00:24, 17.72it/s]
 44%|####4     | 346/781 [00:19<00:24, 17.62it/s]
 45%|####4     | 348/781 [00:19<00:24, 17.80it/s]
 45%|####4     | 350/781 [00:19<00:24, 17.83it/s]
 45%|####5     | 352/781 [00:19<00:24, 17.69it/s]
 45%|####5     | 354/781 [00:19<00:23, 17.85it/s]
 46%|####5     | 356/781 [00:19<00:23, 17.80it/s]
 46%|####5     | 358/781 [00:20<00:23, 17.77it/s]
 46%|####6     | 360/781 [00:20<00:23, 17.90it/s]
 46%|####6     | 362/781 [00:20<00:23, 17.96it/s]
 47%|####6     | 364/781 [00:20<00:23, 17.83it/s]
 47%|####6     | 366/781 [00:20<00:23, 17.82it/s]
 47%|####7     | 368/781 [00:20<00:23, 17.72it/s]
 47%|####7     | 370/781 [00:20<00:23, 17.81it/s]
 48%|####7     | 372/781 [00:20<00:22, 17.93it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.00it/s]
 48%|####8     | 376/781 [00:21<00:22, 18.11it/s]
 48%|####8     | 378/781 [00:21<00:22, 18.20it/s]
 49%|####8     | 380/781 [00:21<00:22, 18.20it/s]
 49%|####8     | 382/781 [00:21<00:22, 18.11it/s]
 49%|####9     | 384/781 [00:21<00:21, 18.09it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.01it/s]
 50%|####9     | 388/781 [00:21<00:21, 17.96it/s]
 50%|####9     | 390/781 [00:21<00:21, 17.92it/s]
 50%|#####     | 392/781 [00:21<00:21, 17.91it/s]
 50%|#####     | 394/781 [00:22<00:21, 17.87it/s]
 51%|#####     | 396/781 [00:22<00:21, 18.00it/s]
 51%|#####     | 398/781 [00:22<00:21, 17.70it/s]
 51%|#####1    | 400/781 [00:22<00:21, 17.90it/s]
 51%|#####1    | 402/781 [00:22<00:21, 17.98it/s]
 52%|#####1    | 404/781 [00:22<00:21, 17.74it/s]
 52%|#####1    | 406/781 [00:22<00:20, 17.92it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.05it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.20it/s]
 53%|#####2    | 412/781 [00:23<00:20, 18.22it/s]
 53%|#####3    | 414/781 [00:23<00:20, 18.24it/s]
 53%|#####3    | 416/781 [00:23<00:20, 17.90it/s]
 54%|#####3    | 418/781 [00:23<00:20, 17.76it/s]
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 54%|#####4    | 422/781 [00:23<00:20, 17.63it/s]
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 55%|#####4    | 426/781 [00:23<00:19, 17.86it/s]
 55%|#####4    | 428/781 [00:23<00:19, 17.86it/s]
 55%|#####5    | 430/781 [00:24<00:19, 17.83it/s]
 55%|#####5    | 432/781 [00:24<00:19, 17.74it/s]
 56%|#####5    | 434/781 [00:24<00:19, 17.83it/s]
 56%|#####5    | 436/781 [00:24<00:19, 17.94it/s]
 56%|#####6    | 438/781 [00:24<00:19, 17.89it/s]
 56%|#####6    | 440/781 [00:24<00:19, 17.68it/s]
 57%|#####6    | 442/781 [00:24<00:19, 17.55it/s]
 57%|#####6    | 444/781 [00:24<00:19, 17.70it/s]
 57%|#####7    | 446/781 [00:24<00:18, 17.81it/s]
 57%|#####7    | 448/781 [00:25<00:18, 17.87it/s]
 58%|#####7    | 450/781 [00:25<00:18, 17.88it/s]
 58%|#####7    | 452/781 [00:25<00:18, 17.92it/s]
 58%|#####8    | 454/781 [00:25<00:18, 17.60it/s]
 58%|#####8    | 456/781 [00:25<00:18, 17.65it/s]
 59%|#####8    | 458/781 [00:25<00:18, 17.56it/s]
 59%|#####8    | 460/781 [00:25<00:18, 17.22it/s]
 59%|#####9    | 462/781 [00:25<00:18, 17.29it/s]
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 60%|#####9    | 466/781 [00:26<00:18, 17.25it/s]
 60%|#####9    | 468/781 [00:26<00:17, 17.47it/s]
 60%|######    | 470/781 [00:26<00:17, 17.56it/s]
 60%|######    | 472/781 [00:26<00:17, 17.43it/s]
 61%|######    | 474/781 [00:26<00:17, 17.81it/s]
 61%|######    | 476/781 [00:26<00:17, 17.43it/s]
 61%|######1   | 478/781 [00:26<00:17, 17.63it/s]
 61%|######1   | 480/781 [00:26<00:17, 17.53it/s]
 62%|######1   | 482/781 [00:26<00:17, 17.53it/s]
 62%|######1   | 484/781 [00:27<00:16, 17.58it/s]
 62%|######2   | 486/781 [00:27<00:16, 17.64it/s]
 62%|######2   | 488/781 [00:27<00:16, 17.77it/s]
 63%|######2   | 490/781 [00:27<00:16, 17.70it/s]
 63%|######2   | 492/781 [00:27<00:16, 17.97it/s]
 63%|######3   | 494/781 [00:27<00:15, 18.21it/s]
 64%|######3   | 496/781 [00:27<00:15, 18.70it/s]
 64%|######3   | 498/781 [00:27<00:15, 18.85it/s]
 64%|######4   | 500/781 [00:27<00:14, 18.91it/s]
 64%|######4   | 502/781 [00:28<00:14, 18.79it/s]
 65%|######4   | 504/781 [00:28<00:14, 18.62it/s]
 65%|######4   | 506/781 [00:28<00:14, 18.69it/s]
 65%|######5   | 508/781 [00:28<00:14, 18.99it/s]
 65%|######5   | 510/781 [00:28<00:14, 18.67it/s]
 66%|######5   | 512/781 [00:28<00:14, 18.42it/s]
 66%|######5   | 514/781 [00:28<00:14, 18.23it/s]
 66%|######6   | 516/781 [00:28<00:14, 17.73it/s]
 66%|######6   | 518/781 [00:28<00:14, 18.01it/s]
 67%|######6   | 520/781 [00:29<00:14, 17.76it/s]
 67%|######6   | 522/781 [00:29<00:14, 18.08it/s]
 67%|######7   | 525/781 [00:29<00:13, 18.68it/s]
 67%|######7   | 527/781 [00:29<00:13, 18.66it/s]
 68%|######7   | 529/781 [00:29<00:13, 18.38it/s]
 68%|######7   | 531/781 [00:29<00:13, 17.92it/s]
 68%|######8   | 533/781 [00:29<00:14, 17.67it/s]
 69%|######8   | 535/781 [00:29<00:13, 17.67it/s]
 69%|######8   | 537/781 [00:29<00:13, 17.73it/s]
 69%|######9   | 539/781 [00:30<00:13, 17.75it/s]
 69%|######9   | 541/781 [00:30<00:13, 17.61it/s]
 70%|######9   | 543/781 [00:30<00:13, 17.68it/s]
 70%|######9   | 545/781 [00:30<00:13, 17.71it/s]
 70%|#######   | 547/781 [00:30<00:13, 17.70it/s]
 70%|#######   | 549/781 [00:30<00:13, 17.70it/s]
 71%|#######   | 551/781 [00:30<00:13, 17.48it/s]
 71%|#######   | 553/781 [00:30<00:12, 17.68it/s]
 71%|#######1  | 555/781 [00:31<00:12, 17.66it/s]
 71%|#######1  | 557/781 [00:31<00:12, 17.82it/s]
 72%|#######1  | 559/781 [00:31<00:12, 17.94it/s]
 72%|#######1  | 561/781 [00:31<00:12, 17.88it/s]
 72%|#######2  | 563/781 [00:31<00:12, 17.99it/s]
 72%|#######2  | 565/781 [00:31<00:11, 18.10it/s]
 73%|#######2  | 567/781 [00:31<00:12, 17.75it/s]
 73%|#######2  | 569/781 [00:31<00:11, 17.78it/s]
 73%|#######3  | 571/781 [00:31<00:11, 17.78it/s]
 73%|#######3  | 573/781 [00:32<00:11, 17.53it/s]
 74%|#######3  | 575/781 [00:32<00:11, 17.59it/s]
 74%|#######3  | 577/781 [00:32<00:11, 17.54it/s]
 74%|#######4  | 579/781 [00:32<00:11, 17.61it/s]
 74%|#######4  | 581/781 [00:32<00:11, 17.75it/s]
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 75%|#######4  | 585/781 [00:32<00:10, 17.91it/s]
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 76%|#######5  | 591/781 [00:33<00:10, 18.15it/s]
 76%|#######5  | 593/781 [00:33<00:10, 18.11it/s]
 76%|#######6  | 595/781 [00:33<00:10, 17.64it/s]
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 77%|#######6  | 599/781 [00:33<00:10, 17.64it/s]
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 77%|#######7  | 605/781 [00:33<00:09, 17.76it/s]
 78%|#######7  | 607/781 [00:33<00:09, 17.78it/s]
 78%|#######7  | 609/781 [00:34<00:09, 17.49it/s]
 78%|#######8  | 611/781 [00:34<00:09, 17.45it/s]
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 79%|#######8  | 615/781 [00:34<00:09, 17.76it/s]
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 80%|#######9  | 621/781 [00:34<00:08, 18.06it/s]
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 80%|########  | 625/781 [00:34<00:08, 17.72it/s]
 80%|########  | 627/781 [00:35<00:08, 17.79it/s]
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 84%|########4 | 657/781 [00:36<00:06, 17.83it/s]
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100%|##########| 781/781 [00:43<00:00, 17.90it/s]




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 39%|###9      | 62/157 [00:04<00:06, 14.09it/s]
 41%|####      | 64/157 [00:04<00:06, 14.17it/s]
 42%|####2     | 66/157 [00:04<00:06, 14.02it/s]
 43%|####3     | 68/157 [00:04<00:06, 14.12it/s]
 45%|####4     | 70/157 [00:04<00:06, 14.01it/s]
 46%|####5     | 72/157 [00:05<00:06, 13.97it/s]
 47%|####7     | 74/157 [00:05<00:05, 14.03it/s]
 48%|####8     | 76/157 [00:05<00:05, 13.95it/s]
 50%|####9     | 78/157 [00:05<00:05, 13.96it/s]
 51%|#####     | 80/157 [00:05<00:05, 14.00it/s]
 52%|#####2    | 82/157 [00:05<00:05, 13.99it/s]
 54%|#####3    | 84/157 [00:05<00:05, 13.93it/s]
 55%|#####4    | 86/157 [00:06<00:05, 13.99it/s]
 56%|#####6    | 88/157 [00:06<00:04, 13.95it/s]
 57%|#####7    | 90/157 [00:06<00:04, 13.90it/s]
 59%|#####8    | 92/157 [00:06<00:04, 13.95it/s]
 60%|#####9    | 94/157 [00:06<00:04, 14.06it/s]
 61%|######1   | 96/157 [00:06<00:04, 13.98it/s]
 62%|######2   | 98/157 [00:06<00:04, 14.01it/s]
 64%|######3   | 100/157 [00:07<00:04, 14.09it/s]
 65%|######4   | 102/157 [00:07<00:03, 14.20it/s]
 66%|######6   | 104/157 [00:07<00:03, 14.23it/s]
 68%|######7   | 106/157 [00:07<00:03, 14.17it/s]
 69%|######8   | 108/157 [00:07<00:03, 14.19it/s]
 70%|#######   | 110/157 [00:07<00:03, 14.23it/s]
 71%|#######1  | 112/157 [00:07<00:03, 14.18it/s]
 73%|#######2  | 114/157 [00:08<00:03, 14.01it/s]
 74%|#######3  | 116/157 [00:08<00:02, 14.16it/s]
 75%|#######5  | 118/157 [00:08<00:02, 14.18it/s]
 76%|#######6  | 120/157 [00:08<00:02, 14.12it/s]
 78%|#######7  | 122/157 [00:08<00:02, 14.10it/s]
 79%|#######8  | 124/157 [00:08<00:02, 14.05it/s]
 80%|########  | 126/157 [00:08<00:02, 14.11it/s]
 82%|########1 | 128/157 [00:09<00:02, 14.12it/s]
 83%|########2 | 130/157 [00:09<00:01, 14.07it/s]
 84%|########4 | 132/157 [00:09<00:01, 14.08it/s]
 85%|########5 | 134/157 [00:09<00:01, 14.15it/s]
 87%|########6 | 136/157 [00:09<00:01, 14.04it/s]
 88%|########7 | 138/157 [00:09<00:01, 13.85it/s]
 89%|########9 | 140/157 [00:09<00:01, 13.96it/s]
 90%|######### | 142/157 [00:10<00:01, 13.93it/s]
 92%|#########1| 144/157 [00:10<00:00, 13.88it/s]
 93%|#########2| 146/157 [00:10<00:00, 13.98it/s]
 94%|#########4| 148/157 [00:10<00:00, 14.07it/s]
 96%|#########5| 150/157 [00:10<00:00, 14.11it/s]
 97%|#########6| 152/157 [00:10<00:00, 14.15it/s]
 98%|#########8| 154/157 [00:10<00:00, 13.94it/s]
 99%|#########9| 156/157 [00:11<00:00, 13.77it/s]
100%|##########| 157/157 [00:11<00:00, 14.08it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:49, 15.88it/s]
  1%|          | 4/781 [00:00<00:46, 16.58it/s]
  1%|          | 6/781 [00:00<00:47, 16.26it/s]
  1%|1         | 8/781 [00:00<00:48, 16.00it/s]
  1%|1         | 10/781 [00:00<00:48, 16.05it/s]
  2%|1         | 12/781 [00:00<00:48, 15.91it/s]
  2%|1         | 14/781 [00:00<00:47, 16.02it/s]
  2%|2         | 16/781 [00:00<00:47, 16.05it/s]
  2%|2         | 18/781 [00:01<00:47, 16.08it/s]
  3%|2         | 20/781 [00:01<00:47, 16.10it/s]
  3%|2         | 22/781 [00:01<00:47, 16.02it/s]
  3%|3         | 24/781 [00:01<00:47, 15.97it/s]
  3%|3         | 26/781 [00:01<00:47, 15.91it/s]
  4%|3         | 28/781 [00:01<00:47, 15.85it/s]
  4%|3         | 30/781 [00:01<00:47, 15.83it/s]
  4%|4         | 32/781 [00:02<00:47, 15.81it/s]
  4%|4         | 34/781 [00:02<00:47, 15.82it/s]
  5%|4         | 36/781 [00:02<00:47, 15.82it/s]
  5%|4         | 38/781 [00:02<00:46, 15.84it/s]
  5%|5         | 40/781 [00:02<00:46, 15.94it/s]
  5%|5         | 42/781 [00:02<00:47, 15.60it/s]
  6%|5         | 44/781 [00:02<00:47, 15.66it/s]
  6%|5         | 46/781 [00:02<00:46, 15.66it/s]
  6%|6         | 48/781 [00:03<00:46, 15.67it/s]
  6%|6         | 50/781 [00:03<00:46, 15.69it/s]
  7%|6         | 52/781 [00:03<00:46, 15.58it/s]
  7%|6         | 54/781 [00:03<00:46, 15.53it/s]
  7%|7         | 56/781 [00:03<00:46, 15.47it/s]
  7%|7         | 58/781 [00:03<00:46, 15.41it/s]
  8%|7         | 60/781 [00:03<00:46, 15.38it/s]
  8%|7         | 62/781 [00:03<00:46, 15.44it/s]
  8%|8         | 64/781 [00:04<00:46, 15.34it/s]
  8%|8         | 66/781 [00:04<00:46, 15.31it/s]
  9%|8         | 68/781 [00:04<00:46, 15.41it/s]
  9%|8         | 70/781 [00:04<00:46, 15.44it/s]
  9%|9         | 72/781 [00:04<00:45, 15.64it/s]
  9%|9         | 74/781 [00:04<00:44, 15.74it/s]
 10%|9         | 76/781 [00:04<00:44, 15.78it/s]
 10%|9         | 78/781 [00:04<00:44, 15.72it/s]
 10%|#         | 80/781 [00:05<00:44, 15.83it/s]
 10%|#         | 82/781 [00:05<00:43, 15.90it/s]
 11%|#         | 84/781 [00:05<00:43, 15.86it/s]
 11%|#1        | 86/781 [00:05<00:44, 15.75it/s]
 11%|#1        | 88/781 [00:05<00:43, 15.80it/s]
 12%|#1        | 90/781 [00:05<00:43, 15.90it/s]
 12%|#1        | 92/781 [00:05<00:43, 15.96it/s]
 12%|#2        | 94/781 [00:05<00:42, 16.01it/s]
 12%|#2        | 96/781 [00:06<00:42, 16.02it/s]
 13%|#2        | 98/781 [00:06<00:42, 16.03it/s]
 13%|#2        | 100/781 [00:06<00:42, 16.02it/s]
 13%|#3        | 102/781 [00:06<00:42, 15.79it/s]
 13%|#3        | 104/781 [00:06<00:42, 15.88it/s]
 14%|#3        | 106/781 [00:06<00:42, 15.94it/s]
 14%|#3        | 108/781 [00:06<00:42, 16.02it/s]
 14%|#4        | 110/781 [00:06<00:41, 16.05it/s]
 14%|#4        | 112/781 [00:07<00:41, 16.05it/s]
 15%|#4        | 114/781 [00:07<00:41, 15.97it/s]
 15%|#4        | 116/781 [00:07<00:41, 15.99it/s]
 15%|#5        | 118/781 [00:07<00:41, 15.97it/s]
 15%|#5        | 120/781 [00:07<00:41, 15.98it/s]
 16%|#5        | 122/781 [00:07<00:41, 15.76it/s]
 16%|#5        | 124/781 [00:07<00:41, 15.81it/s]
 16%|#6        | 126/781 [00:07<00:41, 15.87it/s]
 16%|#6        | 128/781 [00:08<00:41, 15.73it/s]
 17%|#6        | 130/781 [00:08<00:41, 15.82it/s]
 17%|#6        | 132/781 [00:08<00:40, 15.86it/s]
 17%|#7        | 134/781 [00:08<00:40, 15.84it/s]
 17%|#7        | 136/781 [00:08<00:40, 15.90it/s]
 18%|#7        | 138/781 [00:08<00:40, 15.93it/s]
 18%|#7        | 140/781 [00:08<00:40, 15.95it/s]
 18%|#8        | 142/781 [00:08<00:40, 15.94it/s]
 18%|#8        | 144/781 [00:09<00:39, 15.96it/s]
 19%|#8        | 146/781 [00:09<00:40, 15.72it/s]
 19%|#8        | 148/781 [00:09<00:40, 15.72it/s]
 19%|#9        | 150/781 [00:09<00:40, 15.75it/s]
 19%|#9        | 152/781 [00:09<00:40, 15.70it/s]
 20%|#9        | 154/781 [00:09<00:39, 15.81it/s]
 20%|#9        | 156/781 [00:09<00:39, 15.90it/s]
 20%|##        | 158/781 [00:09<00:38, 15.97it/s]
 20%|##        | 160/781 [00:10<00:38, 15.95it/s]
 21%|##        | 162/781 [00:10<00:39, 15.73it/s]
 21%|##        | 164/781 [00:10<00:39, 15.71it/s]
 21%|##1       | 166/781 [00:10<00:39, 15.74it/s]
 22%|##1       | 168/781 [00:10<00:39, 15.64it/s]
 22%|##1       | 170/781 [00:10<00:38, 15.75it/s]
 22%|##2       | 172/781 [00:10<00:38, 15.81it/s]
 22%|##2       | 174/781 [00:11<00:38, 15.71it/s]
 23%|##2       | 176/781 [00:11<00:38, 15.76it/s]
 23%|##2       | 178/781 [00:11<00:38, 15.84it/s]
 23%|##3       | 180/781 [00:11<00:38, 15.81it/s]
 23%|##3       | 182/781 [00:11<00:38, 15.76it/s]
 24%|##3       | 184/781 [00:11<00:37, 15.84it/s]
 24%|##3       | 186/781 [00:11<00:37, 15.92it/s]
 24%|##4       | 188/781 [00:11<00:37, 15.72it/s]
 24%|##4       | 190/781 [00:12<00:37, 15.66it/s]
 25%|##4       | 192/781 [00:12<00:37, 15.74it/s]
 25%|##4       | 194/781 [00:12<00:37, 15.67it/s]
 25%|##5       | 196/781 [00:12<00:37, 15.63it/s]
 25%|##5       | 198/781 [00:12<00:36, 15.80it/s]
 26%|##5       | 200/781 [00:12<00:36, 15.72it/s]
 26%|##5       | 202/781 [00:12<00:36, 15.84it/s]
 26%|##6       | 204/781 [00:12<00:36, 15.91it/s]
 26%|##6       | 206/781 [00:13<00:36, 15.72it/s]
 27%|##6       | 208/781 [00:13<00:36, 15.62it/s]
 27%|##6       | 210/781 [00:13<00:36, 15.54it/s]
 27%|##7       | 212/781 [00:13<00:36, 15.63it/s]
 27%|##7       | 214/781 [00:13<00:36, 15.59it/s]
 28%|##7       | 216/781 [00:13<00:36, 15.51it/s]
 28%|##7       | 218/781 [00:13<00:36, 15.35it/s]
 28%|##8       | 220/781 [00:13<00:36, 15.55it/s]
 28%|##8       | 222/781 [00:14<00:35, 15.56it/s]
 29%|##8       | 224/781 [00:14<00:35, 15.63it/s]
 29%|##8       | 226/781 [00:14<00:35, 15.72it/s]
 29%|##9       | 228/781 [00:14<00:35, 15.64it/s]
 29%|##9       | 230/781 [00:14<00:34, 15.75it/s]
 30%|##9       | 232/781 [00:14<00:34, 15.81it/s]
 30%|##9       | 234/781 [00:14<00:34, 15.79it/s]
 30%|###       | 236/781 [00:14<00:34, 15.84it/s]
 30%|###       | 238/781 [00:15<00:34, 15.74it/s]
 31%|###       | 240/781 [00:15<00:34, 15.74it/s]
 31%|###       | 242/781 [00:15<00:34, 15.67it/s]
 31%|###1      | 244/781 [00:15<00:34, 15.74it/s]
 31%|###1      | 246/781 [00:15<00:33, 15.77it/s]
 32%|###1      | 248/781 [00:15<00:34, 15.67it/s]
 32%|###2      | 250/781 [00:15<00:33, 15.68it/s]
 32%|###2      | 252/781 [00:15<00:33, 15.82it/s]
 33%|###2      | 254/781 [00:16<00:33, 15.84it/s]
 33%|###2      | 256/781 [00:16<00:33, 15.71it/s]
 33%|###3      | 258/781 [00:16<00:33, 15.58it/s]
 33%|###3      | 260/781 [00:16<00:33, 15.72it/s]
 34%|###3      | 262/781 [00:16<00:32, 15.81it/s]
 34%|###3      | 264/781 [00:16<00:32, 15.85it/s]
 34%|###4      | 266/781 [00:16<00:32, 15.87it/s]
 34%|###4      | 268/781 [00:16<00:32, 15.90it/s]
 35%|###4      | 270/781 [00:17<00:32, 15.89it/s]
 35%|###4      | 272/781 [00:17<00:31, 15.95it/s]
 35%|###5      | 274/781 [00:17<00:31, 16.02it/s]
 35%|###5      | 276/781 [00:17<00:31, 16.08it/s]
 36%|###5      | 278/781 [00:17<00:31, 16.10it/s]
 36%|###5      | 280/781 [00:17<00:31, 15.91it/s]
 36%|###6      | 282/781 [00:17<00:31, 15.85it/s]
 36%|###6      | 284/781 [00:17<00:31, 15.71it/s]
 37%|###6      | 286/781 [00:18<00:31, 15.83it/s]
 37%|###6      | 288/781 [00:18<00:30, 15.92it/s]
 37%|###7      | 290/781 [00:18<00:30, 15.94it/s]
 37%|###7      | 292/781 [00:18<00:30, 16.01it/s]
 38%|###7      | 294/781 [00:18<00:30, 16.00it/s]
 38%|###7      | 296/781 [00:18<00:30, 15.91it/s]
 38%|###8      | 298/781 [00:18<00:30, 15.84it/s]
 38%|###8      | 300/781 [00:18<00:30, 15.78it/s]
 39%|###8      | 302/781 [00:19<00:30, 15.75it/s]
 39%|###8      | 304/781 [00:19<00:30, 15.82it/s]
 39%|###9      | 306/781 [00:19<00:29, 15.90it/s]
 39%|###9      | 308/781 [00:19<00:29, 15.94it/s]
 40%|###9      | 310/781 [00:19<00:29, 15.99it/s]
 40%|###9      | 312/781 [00:19<00:29, 16.01it/s]
 40%|####      | 314/781 [00:19<00:29, 16.02it/s]
 40%|####      | 316/781 [00:19<00:28, 16.05it/s]
 41%|####      | 318/781 [00:20<00:29, 15.83it/s]
 41%|####      | 320/781 [00:20<00:29, 15.77it/s]
 41%|####1     | 322/781 [00:20<00:29, 15.77it/s]
 41%|####1     | 324/781 [00:20<00:28, 15.84it/s]
 42%|####1     | 326/781 [00:20<00:28, 15.86it/s]
 42%|####1     | 328/781 [00:20<00:28, 15.93it/s]
 42%|####2     | 330/781 [00:20<00:28, 15.92it/s]
 43%|####2     | 332/781 [00:21<00:28, 15.87it/s]
 43%|####2     | 334/781 [00:21<00:28, 15.90it/s]
 43%|####3     | 336/781 [00:21<00:27, 15.95it/s]
 43%|####3     | 338/781 [00:21<00:28, 15.82it/s]
 44%|####3     | 340/781 [00:21<00:28, 15.68it/s]
 44%|####3     | 342/781 [00:21<00:28, 15.46it/s]
 44%|####4     | 344/781 [00:21<00:28, 15.39it/s]
 44%|####4     | 346/781 [00:21<00:27, 15.60it/s]
 45%|####4     | 348/781 [00:22<00:27, 15.67it/s]
 45%|####4     | 350/781 [00:22<00:27, 15.70it/s]
 45%|####5     | 352/781 [00:22<00:27, 15.64it/s]
 45%|####5     | 354/781 [00:22<00:27, 15.58it/s]
 46%|####5     | 356/781 [00:22<00:27, 15.58it/s]
 46%|####5     | 358/781 [00:22<00:27, 15.56it/s]
 46%|####6     | 360/781 [00:22<00:26, 15.66it/s]
 46%|####6     | 362/781 [00:22<00:26, 15.80it/s]
 47%|####6     | 364/781 [00:23<00:26, 15.87it/s]
 47%|####6     | 366/781 [00:23<00:26, 15.89it/s]
 47%|####7     | 368/781 [00:23<00:26, 15.78it/s]
 47%|####7     | 370/781 [00:23<00:26, 15.71it/s]
 48%|####7     | 372/781 [00:23<00:25, 15.77it/s]
 48%|####7     | 374/781 [00:23<00:25, 15.84it/s]
 48%|####8     | 376/781 [00:23<00:25, 15.82it/s]
 48%|####8     | 378/781 [00:23<00:25, 15.89it/s]
 49%|####8     | 380/781 [00:24<00:25, 15.87it/s]
 49%|####8     | 382/781 [00:24<00:25, 15.89it/s]
 49%|####9     | 384/781 [00:24<00:25, 15.87it/s]
 49%|####9     | 386/781 [00:24<00:25, 15.78it/s]
 50%|####9     | 388/781 [00:24<00:24, 15.74it/s]
 50%|####9     | 390/781 [00:24<00:24, 15.83it/s]
 50%|#####     | 392/781 [00:24<00:24, 15.88it/s]
 50%|#####     | 394/781 [00:24<00:24, 15.62it/s]
 51%|#####     | 396/781 [00:25<00:24, 15.62it/s]
 51%|#####     | 398/781 [00:25<00:24, 15.51it/s]
 51%|#####1    | 400/781 [00:25<00:24, 15.49it/s]
 51%|#####1    | 402/781 [00:25<00:24, 15.50it/s]
 52%|#####1    | 404/781 [00:25<00:24, 15.56it/s]
 52%|#####1    | 406/781 [00:25<00:24, 15.60it/s]
 52%|#####2    | 408/781 [00:25<00:23, 15.70it/s]
 52%|#####2    | 410/781 [00:25<00:23, 15.54it/s]
 53%|#####2    | 412/781 [00:26<00:23, 15.68it/s]
 53%|#####3    | 414/781 [00:26<00:23, 15.77it/s]
 53%|#####3    | 416/781 [00:26<00:23, 15.72it/s]
 54%|#####3    | 418/781 [00:26<00:23, 15.75it/s]
 54%|#####3    | 420/781 [00:26<00:22, 15.77it/s]
 54%|#####4    | 422/781 [00:26<00:22, 15.83it/s]
 54%|#####4    | 424/781 [00:26<00:22, 15.70it/s]
 55%|#####4    | 426/781 [00:26<00:22, 15.67it/s]
 55%|#####4    | 428/781 [00:27<00:22, 15.74it/s]
 55%|#####5    | 430/781 [00:27<00:22, 15.31it/s]
 55%|#####5    | 432/781 [00:27<00:22, 15.54it/s]
 56%|#####5    | 434/781 [00:27<00:22, 15.69it/s]
 56%|#####5    | 436/781 [00:27<00:21, 15.76it/s]
 56%|#####6    | 438/781 [00:27<00:22, 15.34it/s]
 56%|#####6    | 440/781 [00:27<00:21, 15.55it/s]
 57%|#####6    | 442/781 [00:28<00:21, 15.69it/s]
 57%|#####6    | 444/781 [00:28<00:21, 15.49it/s]
 57%|#####7    | 446/781 [00:28<00:21, 15.68it/s]
 57%|#####7    | 448/781 [00:28<00:21, 15.68it/s]
 58%|#####7    | 450/781 [00:28<00:21, 15.67it/s]
 58%|#####7    | 452/781 [00:28<00:21, 15.62it/s]
 58%|#####8    | 454/781 [00:28<00:20, 15.63it/s]
 58%|#####8    | 456/781 [00:28<00:20, 15.55it/s]
 59%|#####8    | 458/781 [00:29<00:20, 15.57it/s]
 59%|#####8    | 460/781 [00:29<00:20, 15.76it/s]
 59%|#####9    | 462/781 [00:29<00:20, 15.92it/s]
 59%|#####9    | 464/781 [00:29<00:20, 15.84it/s]
 60%|#####9    | 466/781 [00:29<00:19, 15.88it/s]
 60%|#####9    | 468/781 [00:29<00:19, 15.92it/s]
 60%|######    | 470/781 [00:29<00:19, 15.92it/s]
 60%|######    | 472/781 [00:29<00:19, 15.87it/s]
 61%|######    | 474/781 [00:30<00:19, 15.78it/s]
 61%|######    | 476/781 [00:30<00:19, 15.70it/s]
 61%|######1   | 478/781 [00:30<00:19, 15.55it/s]
 61%|######1   | 480/781 [00:30<00:19, 15.31it/s]
 62%|######1   | 482/781 [00:30<00:19, 15.40it/s]
 62%|######1   | 484/781 [00:30<00:19, 15.57it/s]
 62%|######2   | 486/781 [00:30<00:18, 15.85it/s]
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100%|#########9| 780/781 [00:49<00:00, 16.94it/s]
100%|##########| 781/781 [00:49<00:00, 15.92it/s]




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Validation Progress:  66%|######5   | 29/44 [00:35<00:19,  1.29s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.26s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.26s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.26s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.26s/it]
Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.26s/it]
Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.26s/it]
Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.26s/it]
Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.26s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:14,  1.25s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:14,  1.25s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:14,  1.25s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:14,  1.25s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
Validation Progress:  77%|#######7  | 34/44 [00:42<00:13,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:42<00:13,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:42<00:13,  1.30s/it]
Validation Progress:  77%|#######7  | 34/44 [00:42<00:13,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.29s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.29s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.34s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.34s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.34s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.34s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.34s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.30s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.35s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.34s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.35s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.35s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.29s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.29s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.30s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:18<00:00, 18.66s/it]
100%|##########| 1/1 [00:18<00:00, 18.66s/it]

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  9%|8         | 14/157 [00:00<00:08, 17.48it/s]
 10%|#         | 16/157 [00:00<00:08, 17.60it/s]
 11%|#1        | 18/157 [00:01<00:07, 17.59it/s]
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 18%|#7        | 28/157 [00:01<00:07, 17.73it/s]
 19%|#9        | 30/157 [00:01<00:07, 17.65it/s]
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100%|##########| 157/157 [00:08<00:00, 17.60it/s]

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  1%|1         | 8/781 [00:00<00:42, 18.09it/s]
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  2%|1         | 14/781 [00:00<00:39, 19.27it/s]
  2%|2         | 16/781 [00:00<00:39, 19.28it/s]
  2%|2         | 18/781 [00:00<00:39, 19.19it/s]
  3%|2         | 21/781 [00:01<00:38, 19.60it/s]
  3%|2         | 23/781 [00:01<00:39, 19.05it/s]
  3%|3         | 25/781 [00:01<00:40, 18.86it/s]
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  7%|7         | 56/781 [00:02<00:36, 19.62it/s]
  8%|7         | 59/781 [00:03<00:36, 19.78it/s]
  8%|7         | 62/781 [00:03<00:36, 19.78it/s]
  8%|8         | 65/781 [00:03<00:35, 20.03it/s]
  9%|8         | 68/781 [00:03<00:35, 20.21it/s]
  9%|9         | 71/781 [00:03<00:35, 20.14it/s]
  9%|9         | 74/781 [00:03<00:34, 20.28it/s]
 10%|9         | 77/781 [00:03<00:34, 20.22it/s]
 10%|#         | 80/781 [00:04<00:34, 20.15it/s]
 11%|#         | 83/781 [00:04<00:34, 20.05it/s]
 11%|#1        | 86/781 [00:04<00:34, 19.88it/s]
 11%|#1        | 89/781 [00:04<00:34, 20.05it/s]
 12%|#1        | 92/781 [00:04<00:34, 20.16it/s]
 12%|#2        | 95/781 [00:04<00:33, 20.19it/s]
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 17%|#6        | 131/781 [00:06<00:32, 20.12it/s]
 17%|#7        | 134/781 [00:06<00:32, 20.07it/s]
 18%|#7        | 137/781 [00:06<00:31, 20.16it/s]
 18%|#7        | 140/781 [00:07<00:31, 20.16it/s]
 18%|#8        | 143/781 [00:07<00:31, 20.29it/s]
 19%|#8        | 146/781 [00:07<00:31, 20.34it/s]
 19%|#9        | 149/781 [00:07<00:31, 20.37it/s]
 19%|#9        | 152/781 [00:07<00:30, 20.39it/s]
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 20%|##        | 158/781 [00:07<00:30, 20.21it/s]
 21%|##        | 161/781 [00:08<00:30, 20.35it/s]
 21%|##        | 164/781 [00:08<00:30, 20.37it/s]
 21%|##1       | 167/781 [00:08<00:30, 20.07it/s]
 22%|##1       | 170/781 [00:08<00:30, 20.23it/s]
 22%|##2       | 173/781 [00:08<00:29, 20.36it/s]
 23%|##2       | 176/781 [00:08<00:29, 20.37it/s]
 23%|##2       | 179/781 [00:09<00:29, 20.41it/s]
 23%|##3       | 182/781 [00:09<00:29, 20.44it/s]
 24%|##3       | 185/781 [00:09<00:29, 20.19it/s]
 24%|##4       | 188/781 [00:09<00:29, 20.27it/s]
 24%|##4       | 191/781 [00:09<00:29, 20.33it/s]
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 25%|##5       | 197/781 [00:09<00:28, 20.21it/s]
 26%|##5       | 200/781 [00:10<00:29, 19.99it/s]
 26%|##5       | 203/781 [00:10<00:28, 20.09it/s]
 26%|##6       | 206/781 [00:10<00:28, 20.16it/s]
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 27%|##7       | 212/781 [00:10<00:28, 20.05it/s]
 28%|##7       | 215/781 [00:10<00:28, 20.10it/s]
 28%|##7       | 218/781 [00:10<00:27, 20.17it/s]
 28%|##8       | 221/781 [00:11<00:27, 20.21it/s]
 29%|##8       | 224/781 [00:11<00:27, 20.12it/s]
 29%|##9       | 227/781 [00:11<00:27, 20.17it/s]
 29%|##9       | 230/781 [00:11<00:27, 20.15it/s]
 30%|##9       | 233/781 [00:11<00:27, 20.10it/s]
 30%|###       | 236/781 [00:11<00:27, 20.06it/s]
 31%|###       | 239/781 [00:12<00:27, 19.89it/s]
 31%|###       | 242/781 [00:12<00:26, 20.01it/s]
 31%|###1      | 245/781 [00:12<00:27, 19.56it/s]
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 32%|###1      | 249/781 [00:12<00:28, 18.71it/s]
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 32%|###2      | 253/781 [00:12<00:28, 18.38it/s]
 33%|###2      | 255/781 [00:12<00:28, 18.75it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.43it/s]
 33%|###3      | 261/781 [00:13<00:26, 19.80it/s]
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 34%|###3      | 265/781 [00:13<00:27, 18.76it/s]
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 43%|####2     | 333/781 [00:17<00:25, 17.89it/s]
 43%|####2     | 335/781 [00:17<00:24, 17.89it/s]
 43%|####3     | 337/781 [00:17<00:24, 17.81it/s]
 43%|####3     | 339/781 [00:17<00:24, 17.86it/s]
 44%|####3     | 341/781 [00:18<00:24, 18.02it/s]
 44%|####3     | 343/781 [00:18<00:24, 17.99it/s]
 44%|####4     | 345/781 [00:18<00:24, 18.09it/s]
 44%|####4     | 347/781 [00:18<00:23, 18.14it/s]
 45%|####4     | 349/781 [00:18<00:23, 18.16it/s]
 45%|####4     | 351/781 [00:18<00:23, 18.16it/s]
 45%|####5     | 353/781 [00:18<00:23, 18.18it/s]
 45%|####5     | 355/781 [00:18<00:23, 18.22it/s]
 46%|####5     | 357/781 [00:18<00:23, 18.25it/s]
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 46%|####6     | 361/781 [00:19<00:22, 18.26it/s]
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 48%|####7     | 371/781 [00:19<00:22, 17.92it/s]
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 50%|#####     | 391/781 [00:20<00:21, 17.87it/s]
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 51%|#####     | 395/781 [00:21<00:21, 17.90it/s]
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 51%|#####1    | 399/781 [00:21<00:21, 17.88it/s]
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 80%|########  | 625/781 [00:33<00:08, 17.89it/s]
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100%|#########9| 780/781 [00:41<00:00, 17.60it/s]
100%|##########| 781/781 [00:41<00:00, 18.61it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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Validation Progress:   2%|2         | 1/44 [00:01<00:49,  1.15s/it]
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Validation Progress:   2%|2         | 1/44 [00:01<00:51,  1.19s/it]
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Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.12s/it]
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Validation Progress:  11%|#1        | 5/44 [00:05<00:45,  1.16s/it]
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Validation Progress:  11%|#1        | 5/44 [00:05<00:46,  1.19s/it]
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Validation Progress:  14%|#3        | 6/44 [00:06<00:44,  1.18s/it]
Validation Progress:  16%|#5        | 7/44 [00:08<00:42,  1.15s/it]
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Validation Progress:  18%|#8        | 8/44 [00:09<00:42,  1.19s/it]
Validation Progress:  20%|##        | 9/44 [00:10<00:40,  1.16s/it]
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Validation Progress:  20%|##        | 9/44 [00:10<00:40,  1.17s/it]
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Validation Progress:  23%|##2       | 10/44 [00:11<00:41,  1.21s/it]
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Validation Progress:  27%|##7       | 12/44 [00:14<00:37,  1.18s/it]
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Validation Progress:  30%|##9       | 13/44 [00:15<00:36,  1.18s/it]
Validation Progress:  30%|##9       | 13/44 [00:15<00:36,  1.17s/it]
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Validation Progress:  32%|###1      | 14/44 [00:16<00:37,  1.26s/it]
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Validation Progress:  32%|###1      | 14/44 [00:16<00:37,  1.27s/it]
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Validation Progress:  34%|###4      | 15/44 [00:17<00:36,  1.27s/it]
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Validation Progress:  36%|###6      | 16/44 [00:19<00:35,  1.27s/it]
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Validation Progress:  39%|###8      | 17/44 [00:20<00:35,  1.30s/it]
Validation Progress:  39%|###8      | 17/44 [00:20<00:35,  1.30s/it]
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Validation Progress:  61%|######1   | 27/44 [00:33<00:21,  1.25s/it]
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Validation Progress:  64%|######3   | 28/44 [00:34<00:20,  1.25s/it]
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Validation Progress:  66%|######5   | 29/44 [00:35<00:19,  1.28s/it]
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Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.26s/it]
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Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.25s/it]
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Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.26s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:14,  1.23s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:41<00:13,  1.31s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.29s/it]
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Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
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Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.34s/it]
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Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.32s/it]
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Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
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Validation Progress:  93%|#########3| 41/44 [00:51<00:03,  1.32s/it]
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Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.28s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.06s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
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 19%|#8        | 146/781 [00:08<00:34, 18.42it/s]
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 19%|#9        | 150/781 [00:08<00:33, 18.60it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.58it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.57it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.50it/s]
 20%|##        | 158/781 [00:08<00:33, 18.39it/s]
 20%|##        | 160/781 [00:09<00:33, 18.48it/s]
 21%|##        | 162/781 [00:09<00:33, 18.64it/s]
 21%|##        | 164/781 [00:09<00:33, 18.53it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.58it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.59it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.60it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.62it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.75it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.49it/s]
 23%|##2       | 178/781 [00:09<00:32, 18.63it/s]
 23%|##3       | 180/781 [00:10<00:32, 18.75it/s]
 23%|##3       | 182/781 [00:10<00:31, 18.79it/s]
 24%|##3       | 184/781 [00:10<00:31, 18.70it/s]
 24%|##3       | 186/781 [00:10<00:32, 18.46it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.57it/s]
 24%|##4       | 190/781 [00:10<00:31, 18.74it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.80it/s]
 25%|##4       | 194/781 [00:10<00:31, 18.71it/s]
 25%|##5       | 196/781 [00:10<00:31, 18.58it/s]
 25%|##5       | 198/781 [00:11<00:31, 18.55it/s]
 26%|##5       | 200/781 [00:11<00:31, 18.66it/s]
 26%|##5       | 202/781 [00:11<00:30, 18.78it/s]
 26%|##6       | 204/781 [00:11<00:30, 18.72it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.81it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.85it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.74it/s]
 27%|##7       | 212/781 [00:11<00:30, 18.80it/s]
 27%|##7       | 214/781 [00:11<00:30, 18.59it/s]
 28%|##7       | 216/781 [00:12<00:30, 18.63it/s]
 28%|##7       | 218/781 [00:12<00:30, 18.58it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.62it/s]
 28%|##8       | 222/781 [00:12<00:29, 18.71it/s]
 29%|##8       | 224/781 [00:12<00:29, 18.82it/s]
 29%|##8       | 226/781 [00:12<00:29, 18.91it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.99it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.99it/s]
 30%|##9       | 232/781 [00:12<00:28, 18.98it/s]
 30%|##9       | 234/781 [00:12<00:29, 18.59it/s]
 30%|###       | 236/781 [00:13<00:29, 18.46it/s]
 30%|###       | 238/781 [00:13<00:29, 18.34it/s]
 31%|###       | 240/781 [00:13<00:29, 18.34it/s]
 31%|###       | 242/781 [00:13<00:29, 18.47it/s]
 31%|###1      | 244/781 [00:13<00:29, 18.31it/s]
 31%|###1      | 246/781 [00:13<00:29, 18.42it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.56it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.56it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.57it/s]
 33%|###2      | 254/781 [00:14<00:28, 18.49it/s]
 33%|###2      | 256/781 [00:14<00:28, 18.47it/s]
 33%|###3      | 258/781 [00:14<00:28, 18.44it/s]
 33%|###3      | 260/781 [00:14<00:28, 18.36it/s]
 34%|###3      | 262/781 [00:14<00:28, 18.37it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.53it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.52it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.43it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.56it/s]
 35%|###4      | 272/781 [00:15<00:27, 18.72it/s]
 35%|###5      | 274/781 [00:15<00:26, 18.80it/s]
 35%|###5      | 276/781 [00:15<00:26, 18.89it/s]
 36%|###5      | 278/781 [00:15<00:26, 18.89it/s]
 36%|###5      | 280/781 [00:15<00:26, 18.99it/s]
 36%|###6      | 282/781 [00:15<00:26, 19.07it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.71it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.83it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.79it/s]
 37%|###7      | 290/781 [00:15<00:25, 18.89it/s]
 37%|###7      | 292/781 [00:16<00:26, 18.70it/s]
 38%|###7      | 294/781 [00:16<00:25, 18.74it/s]
 38%|###7      | 296/781 [00:16<00:25, 18.81it/s]
 38%|###8      | 298/781 [00:16<00:25, 18.58it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.47it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.51it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.72it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.78it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.71it/s]
 40%|###9      | 310/781 [00:17<00:25, 18.63it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.68it/s]
 40%|####      | 314/781 [00:17<00:25, 18.56it/s]
 40%|####      | 316/781 [00:17<00:25, 18.58it/s]
 41%|####      | 318/781 [00:17<00:24, 18.61it/s]
 41%|####      | 320/781 [00:17<00:24, 18.60it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.59it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.72it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.85it/s]
 42%|####1     | 328/781 [00:18<00:24, 18.86it/s]
 42%|####2     | 330/781 [00:18<00:23, 18.94it/s]
 43%|####2     | 332/781 [00:18<00:23, 18.96it/s]
 43%|####2     | 334/781 [00:18<00:23, 18.90it/s]
 43%|####3     | 336/781 [00:18<00:23, 18.84it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.92it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.96it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.97it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.92it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.70it/s]
 45%|####4     | 348/781 [00:19<00:23, 18.59it/s]
 45%|####4     | 350/781 [00:19<00:23, 18.70it/s]
 45%|####5     | 352/781 [00:19<00:23, 18.47it/s]
 45%|####5     | 354/781 [00:19<00:23, 18.45it/s]
 46%|####5     | 356/781 [00:19<00:23, 18.32it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.42it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.51it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.38it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.37it/s]
 47%|####6     | 366/781 [00:20<00:22, 18.28it/s]
 47%|####7     | 368/781 [00:20<00:22, 18.32it/s]
 47%|####7     | 370/781 [00:20<00:22, 18.28it/s]
 48%|####7     | 372/781 [00:20<00:22, 18.36it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.23it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.24it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.22it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.26it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.34it/s]
 49%|####9     | 384/781 [00:21<00:21, 18.24it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.28it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.32it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.39it/s]
 50%|#####     | 392/781 [00:21<00:20, 18.58it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.72it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.60it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.71it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.79it/s]
 51%|#####1    | 402/781 [00:22<00:20, 18.85it/s]
 52%|#####1    | 404/781 [00:22<00:19, 18.92it/s]
 52%|#####1    | 406/781 [00:22<00:19, 18.90it/s]
 52%|#####2    | 408/781 [00:22<00:20, 18.16it/s]
 52%|#####2    | 410/781 [00:22<00:20, 18.17it/s]
 53%|#####2    | 412/781 [00:22<00:20, 17.92it/s]
 53%|#####3    | 414/781 [00:22<00:20, 18.09it/s]
 53%|#####3    | 416/781 [00:22<00:20, 18.13it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.16it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.34it/s]
 54%|#####4    | 422/781 [00:23<00:19, 18.39it/s]
 54%|#####4    | 424/781 [00:23<00:19, 18.40it/s]
 55%|#####4    | 426/781 [00:23<00:19, 18.49it/s]
 55%|#####4    | 428/781 [00:23<00:19, 18.49it/s]
 55%|#####5    | 430/781 [00:23<00:18, 18.65it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.84it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.96it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.91it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.89it/s]
 56%|#####6    | 440/781 [00:24<00:17, 18.98it/s]
 57%|#####6    | 442/781 [00:24<00:17, 19.01it/s]
 57%|#####6    | 444/781 [00:24<00:17, 19.01it/s]
 57%|#####7    | 446/781 [00:24<00:17, 18.89it/s]
 57%|#####7    | 448/781 [00:24<00:17, 18.76it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.63it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.71it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.63it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.51it/s]
 59%|#####8    | 458/781 [00:25<00:17, 18.53it/s]
 59%|#####8    | 460/781 [00:25<00:17, 18.45it/s]
 59%|#####9    | 462/781 [00:25<00:17, 18.50it/s]
 59%|#####9    | 464/781 [00:25<00:16, 18.73it/s]
 60%|#####9    | 466/781 [00:25<00:16, 18.81it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.84it/s]
 60%|######    | 470/781 [00:25<00:16, 18.83it/s]
 60%|######    | 472/781 [00:25<00:16, 18.77it/s]
 61%|######    | 474/781 [00:25<00:16, 18.91it/s]
 61%|######    | 476/781 [00:25<00:16, 18.96it/s]
 61%|######1   | 478/781 [00:26<00:16, 18.89it/s]
 61%|######1   | 480/781 [00:26<00:15, 18.96it/s]
 62%|######1   | 482/781 [00:26<00:15, 18.90it/s]
 62%|######1   | 484/781 [00:26<00:15, 18.97it/s]
 62%|######2   | 486/781 [00:26<00:15, 19.00it/s]
 62%|######2   | 488/781 [00:26<00:15, 19.04it/s]
 63%|######2   | 490/781 [00:26<00:15, 19.07it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.26it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.52it/s]
 64%|######3   | 496/781 [00:27<00:15, 18.36it/s]
 64%|######3   | 498/781 [00:27<00:15, 18.50it/s]
 64%|######4   | 500/781 [00:27<00:15, 18.63it/s]
 64%|######4   | 502/781 [00:27<00:15, 18.52it/s]
 65%|######4   | 504/781 [00:27<00:15, 18.46it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.53it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.72it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.86it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.82it/s]
 66%|######5   | 514/781 [00:28<00:14, 18.66it/s]
 66%|######6   | 516/781 [00:28<00:14, 18.81it/s]
 66%|######6   | 518/781 [00:28<00:13, 18.93it/s]
 67%|######6   | 520/781 [00:28<00:13, 19.03it/s]
 67%|######6   | 522/781 [00:28<00:13, 18.81it/s]
 67%|######7   | 524/781 [00:28<00:13, 18.86it/s]
 67%|######7   | 526/781 [00:28<00:13, 18.83it/s]
 68%|######7   | 528/781 [00:28<00:13, 18.90it/s]
 68%|######7   | 530/781 [00:28<00:13, 18.99it/s]
 68%|######8   | 532/781 [00:28<00:13, 18.97it/s]
 68%|######8   | 534/781 [00:29<00:13, 18.86it/s]
 69%|######8   | 536/781 [00:29<00:13, 18.19it/s]
 69%|######8   | 538/781 [00:29<00:13, 17.98it/s]
 69%|######9   | 540/781 [00:29<00:13, 18.23it/s]
 69%|######9   | 542/781 [00:29<00:13, 18.34it/s]
 70%|######9   | 544/781 [00:29<00:12, 18.50it/s]
 70%|######9   | 546/781 [00:29<00:12, 18.39it/s]
 70%|#######   | 548/781 [00:29<00:12, 18.06it/s]
 70%|#######   | 550/781 [00:29<00:12, 18.09it/s]
 71%|#######   | 552/781 [00:30<00:12, 18.22it/s]
 71%|#######   | 554/781 [00:30<00:12, 18.52it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.45it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.27it/s]
 72%|#######1  | 560/781 [00:30<00:11, 18.47it/s]
 72%|#######1  | 562/781 [00:30<00:11, 18.62it/s]
 72%|#######2  | 564/781 [00:30<00:11, 18.52it/s]
 72%|#######2  | 566/781 [00:30<00:11, 18.59it/s]
 73%|#######2  | 568/781 [00:30<00:11, 18.27it/s]
 73%|#######2  | 570/781 [00:31<00:11, 18.39it/s]
 73%|#######3  | 572/781 [00:31<00:11, 18.53it/s]
 73%|#######3  | 574/781 [00:31<00:11, 18.68it/s]
 74%|#######3  | 576/781 [00:31<00:10, 18.70it/s]
 74%|#######4  | 578/781 [00:31<00:10, 18.78it/s]
 74%|#######4  | 580/781 [00:31<00:10, 18.74it/s]
 75%|#######4  | 582/781 [00:31<00:10, 18.47it/s]
 75%|#######4  | 584/781 [00:31<00:10, 18.48it/s]
 75%|#######5  | 586/781 [00:31<00:10, 18.44it/s]
 75%|#######5  | 588/781 [00:32<00:10, 18.39it/s]
 76%|#######5  | 590/781 [00:32<00:10, 18.64it/s]
 76%|#######5  | 592/781 [00:32<00:10, 18.66it/s]
 76%|#######6  | 594/781 [00:32<00:09, 18.77it/s]
 76%|#######6  | 596/781 [00:32<00:09, 18.76it/s]
 77%|#######6  | 598/781 [00:32<00:09, 18.53it/s]
 77%|#######6  | 600/781 [00:32<00:09, 18.67it/s]
 77%|#######7  | 602/781 [00:32<00:09, 18.61it/s]
 77%|#######7  | 604/781 [00:32<00:09, 18.68it/s]
 78%|#######7  | 606/781 [00:32<00:09, 18.80it/s]
 78%|#######7  | 608/781 [00:33<00:09, 18.78it/s]
 78%|#######8  | 610/781 [00:33<00:09, 18.82it/s]
 78%|#######8  | 612/781 [00:33<00:08, 18.91it/s]
 79%|#######8  | 614/781 [00:33<00:08, 18.90it/s]
 79%|#######8  | 616/781 [00:33<00:08, 18.85it/s]
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 80%|#######9  | 622/781 [00:33<00:08, 18.81it/s]
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 80%|########  | 626/781 [00:34<00:08, 18.89it/s]
 80%|########  | 628/781 [00:34<00:08, 18.92it/s]
 81%|########  | 630/781 [00:34<00:07, 18.91it/s]
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 81%|########1 | 636/781 [00:34<00:07, 18.89it/s]
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 83%|########3 | 650/781 [00:35<00:06, 19.04it/s]
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 84%|########4 | 658/781 [00:35<00:06, 19.05it/s]
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 86%|########5 | 670/781 [00:36<00:05, 19.10it/s]
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 87%|########7 | 680/781 [00:36<00:05, 19.27it/s]
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 88%|########7 | 684/781 [00:37<00:05, 19.19it/s]
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 88%|########8 | 688/781 [00:37<00:04, 18.93it/s]
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 89%|########8 | 692/781 [00:37<00:04, 18.54it/s]
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 90%|########9 | 700/781 [00:37<00:04, 18.56it/s]
 90%|########9 | 702/781 [00:38<00:04, 18.82it/s]
 90%|######### | 704/781 [00:38<00:04, 18.83it/s]
 90%|######### | 706/781 [00:38<00:04, 18.67it/s]
 91%|######### | 708/781 [00:38<00:03, 18.87it/s]
 91%|######### | 710/781 [00:38<00:03, 19.03it/s]
 91%|#########1| 712/781 [00:38<00:03, 18.96it/s]
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 92%|#########2| 720/781 [00:38<00:03, 19.27it/s]
 92%|#########2| 722/781 [00:39<00:03, 19.39it/s]
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100%|#########9| 780/781 [00:42<00:00, 17.62it/s]
100%|##########| 781/781 [00:42<00:00, 18.48it/s]




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 55%|#####4    | 86/157 [00:05<00:04, 15.47it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.45it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.59it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.34it/s]
 60%|#####9    | 94/157 [00:05<00:04, 15.42it/s]
 61%|######1   | 96/157 [00:05<00:03, 15.54it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.60it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.65it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.71it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.53it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.52it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.53it/s]
 70%|#######   | 110/157 [00:06<00:03, 15.43it/s]
 71%|#######1  | 112/157 [00:06<00:02, 15.67it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.24it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.24it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.23it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.12it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.26it/s]
 79%|#######8  | 124/157 [00:07<00:02, 15.40it/s]
 80%|########  | 126/157 [00:07<00:01, 15.54it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.58it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.57it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.63it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.62it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.52it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.35it/s]
 89%|########9 | 140/157 [00:08<00:01, 15.35it/s]
 90%|######### | 142/157 [00:08<00:00, 15.35it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.31it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.57it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.76it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.98it/s]
 97%|#########6| 152/157 [00:09<00:00, 16.19it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.25it/s]
 99%|#########9| 156/157 [00:09<00:00, 16.31it/s]
100%|##########| 157/157 [00:09<00:00, 16.02it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:50, 15.35it/s]
  1%|          | 4/781 [00:00<00:45, 17.01it/s]
  1%|          | 6/781 [00:00<00:44, 17.59it/s]
  1%|1         | 8/781 [00:00<00:42, 17.99it/s]
  1%|1         | 10/781 [00:00<00:42, 18.26it/s]
  2%|1         | 12/781 [00:00<00:41, 18.34it/s]
  2%|1         | 14/781 [00:00<00:41, 18.38it/s]
  2%|2         | 16/781 [00:00<00:41, 18.54it/s]
  2%|2         | 18/781 [00:00<00:40, 18.75it/s]
  3%|2         | 20/781 [00:01<00:40, 18.87it/s]
  3%|2         | 22/781 [00:01<00:40, 18.93it/s]
  3%|3         | 24/781 [00:01<00:39, 18.99it/s]
  3%|3         | 26/781 [00:01<00:39, 18.95it/s]
  4%|3         | 28/781 [00:01<00:40, 18.82it/s]
  4%|3         | 30/781 [00:01<00:40, 18.64it/s]
  4%|4         | 32/781 [00:01<00:40, 18.39it/s]
  4%|4         | 34/781 [00:01<00:40, 18.50it/s]
  5%|4         | 36/781 [00:01<00:40, 18.48it/s]
  5%|4         | 38/781 [00:02<00:40, 18.56it/s]
  5%|5         | 40/781 [00:02<00:39, 18.74it/s]
  5%|5         | 42/781 [00:02<00:39, 18.83it/s]
  6%|5         | 44/781 [00:02<00:38, 18.94it/s]
  6%|5         | 46/781 [00:02<00:39, 18.64it/s]
  6%|6         | 48/781 [00:02<00:39, 18.52it/s]
  6%|6         | 50/781 [00:02<00:39, 18.57it/s]
  7%|6         | 52/781 [00:02<00:39, 18.64it/s]
  7%|6         | 54/781 [00:02<00:39, 18.54it/s]
  7%|7         | 56/781 [00:03<00:39, 18.59it/s]
  7%|7         | 58/781 [00:03<00:39, 18.52it/s]
  8%|7         | 60/781 [00:03<00:39, 18.46it/s]
  8%|7         | 62/781 [00:03<00:38, 18.51it/s]
  8%|8         | 64/781 [00:03<00:38, 18.57it/s]
  8%|8         | 66/781 [00:03<00:38, 18.63it/s]
  9%|8         | 68/781 [00:03<00:38, 18.47it/s]
  9%|8         | 70/781 [00:03<00:38, 18.48it/s]
  9%|9         | 72/781 [00:03<00:38, 18.52it/s]
  9%|9         | 74/781 [00:03<00:38, 18.60it/s]
 10%|9         | 76/781 [00:04<00:37, 18.66it/s]
 10%|9         | 78/781 [00:04<00:38, 18.43it/s]
 10%|#         | 80/781 [00:04<00:37, 18.59it/s]
 10%|#         | 82/781 [00:04<00:37, 18.58it/s]
 11%|#         | 84/781 [00:04<00:37, 18.73it/s]
 11%|#1        | 86/781 [00:04<00:36, 18.83it/s]
 11%|#1        | 88/781 [00:04<00:36, 18.92it/s]
 12%|#1        | 90/781 [00:04<00:36, 18.91it/s]
 12%|#1        | 92/781 [00:04<00:37, 18.43it/s]
 12%|#2        | 94/781 [00:05<00:37, 18.53it/s]
 12%|#2        | 96/781 [00:05<00:36, 18.66it/s]
 13%|#2        | 98/781 [00:05<00:36, 18.82it/s]
 13%|#2        | 100/781 [00:05<00:35, 18.96it/s]
 13%|#3        | 102/781 [00:05<00:35, 18.99it/s]
 13%|#3        | 104/781 [00:05<00:35, 19.01it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.92it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.81it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.81it/s]
 14%|#4        | 112/781 [00:06<00:35, 18.89it/s]
 15%|#4        | 114/781 [00:06<00:35, 18.81it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.66it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.60it/s]
 15%|#5        | 120/781 [00:06<00:35, 18.65it/s]
 16%|#5        | 122/781 [00:06<00:35, 18.57it/s]
 16%|#5        | 124/781 [00:06<00:35, 18.66it/s]
 16%|#6        | 126/781 [00:06<00:34, 18.72it/s]
 16%|#6        | 128/781 [00:06<00:34, 18.79it/s]
 17%|#6        | 130/781 [00:06<00:34, 18.88it/s]
 17%|#6        | 132/781 [00:07<00:34, 18.83it/s]
 17%|#7        | 134/781 [00:07<00:34, 18.93it/s]
 17%|#7        | 136/781 [00:07<00:34, 18.88it/s]
 18%|#7        | 138/781 [00:07<00:33, 18.96it/s]
 18%|#7        | 140/781 [00:07<00:33, 18.88it/s]
 18%|#8        | 142/781 [00:07<00:33, 18.90it/s]
 18%|#8        | 144/781 [00:07<00:33, 18.89it/s]
 19%|#8        | 146/781 [00:07<00:33, 18.94it/s]
 19%|#8        | 148/781 [00:07<00:33, 18.88it/s]
 19%|#9        | 150/781 [00:08<00:33, 18.79it/s]
 19%|#9        | 152/781 [00:08<00:33, 18.70it/s]
 20%|#9        | 154/781 [00:08<00:33, 18.60it/s]
 20%|#9        | 156/781 [00:08<00:33, 18.68it/s]
 20%|##        | 158/781 [00:08<00:33, 18.55it/s]
 20%|##        | 160/781 [00:08<00:33, 18.47it/s]
 21%|##        | 162/781 [00:08<00:33, 18.28it/s]
 21%|##        | 164/781 [00:08<00:33, 18.54it/s]
 21%|##1       | 166/781 [00:08<00:32, 18.73it/s]
 22%|##1       | 168/781 [00:09<00:32, 18.81it/s]
 22%|##1       | 170/781 [00:09<00:32, 18.92it/s]
 22%|##2       | 172/781 [00:09<00:32, 18.94it/s]
 22%|##2       | 174/781 [00:09<00:32, 18.75it/s]
 23%|##2       | 176/781 [00:09<00:32, 18.85it/s]
 23%|##2       | 178/781 [00:09<00:31, 18.90it/s]
 23%|##3       | 180/781 [00:09<00:31, 18.97it/s]
 23%|##3       | 182/781 [00:09<00:31, 19.04it/s]
 24%|##3       | 184/781 [00:09<00:31, 19.09it/s]
 24%|##3       | 186/781 [00:09<00:31, 19.04it/s]
 24%|##4       | 188/781 [00:10<00:31, 18.96it/s]
 24%|##4       | 190/781 [00:10<00:31, 19.01it/s]
 25%|##4       | 192/781 [00:10<00:31, 18.95it/s]
 25%|##4       | 194/781 [00:10<00:30, 18.96it/s]
 25%|##5       | 196/781 [00:10<00:30, 18.96it/s]
 25%|##5       | 198/781 [00:10<00:30, 18.92it/s]
 26%|##5       | 200/781 [00:10<00:31, 18.59it/s]
 26%|##5       | 202/781 [00:10<00:30, 18.70it/s]
 26%|##6       | 204/781 [00:10<00:30, 18.80it/s]
 26%|##6       | 206/781 [00:11<00:30, 18.88it/s]
 27%|##6       | 208/781 [00:11<00:30, 18.94it/s]
 27%|##6       | 210/781 [00:11<00:30, 18.92it/s]
 27%|##7       | 212/781 [00:11<00:29, 18.98it/s]
 27%|##7       | 214/781 [00:11<00:29, 19.02it/s]
 28%|##7       | 216/781 [00:11<00:29, 18.89it/s]
 28%|##7       | 218/781 [00:11<00:29, 18.84it/s]
 28%|##8       | 220/781 [00:11<00:29, 18.90it/s]
 28%|##8       | 222/781 [00:11<00:29, 18.94it/s]
 29%|##8       | 224/781 [00:11<00:29, 18.98it/s]
 29%|##8       | 226/781 [00:12<00:29, 19.00it/s]
 29%|##9       | 228/781 [00:12<00:29, 18.84it/s]
 29%|##9       | 230/781 [00:12<00:29, 18.96it/s]
 30%|##9       | 232/781 [00:12<00:28, 18.97it/s]
 30%|##9       | 234/781 [00:12<00:28, 18.95it/s]
 30%|###       | 236/781 [00:12<00:29, 18.74it/s]
 30%|###       | 238/781 [00:12<00:28, 18.76it/s]
 31%|###       | 240/781 [00:12<00:28, 18.85it/s]
 31%|###       | 242/781 [00:12<00:28, 18.89it/s]
 31%|###1      | 244/781 [00:13<00:28, 18.94it/s]
 31%|###1      | 246/781 [00:13<00:28, 18.57it/s]
 32%|###1      | 248/781 [00:13<00:28, 18.54it/s]
 32%|###2      | 250/781 [00:13<00:28, 18.69it/s]
 32%|###2      | 252/781 [00:13<00:28, 18.69it/s]
 33%|###2      | 254/781 [00:13<00:28, 18.74it/s]
 33%|###2      | 256/781 [00:13<00:27, 18.80it/s]
 33%|###3      | 258/781 [00:13<00:27, 18.81it/s]
 33%|###3      | 260/781 [00:13<00:28, 18.46it/s]
 34%|###3      | 262/781 [00:13<00:27, 18.56it/s]
 34%|###3      | 264/781 [00:14<00:27, 18.63it/s]
 34%|###4      | 266/781 [00:14<00:27, 18.49it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.57it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.32it/s]
 35%|###4      | 272/781 [00:14<00:27, 18.47it/s]
 35%|###5      | 274/781 [00:14<00:27, 18.61it/s]
 35%|###5      | 276/781 [00:14<00:26, 18.75it/s]
 36%|###5      | 278/781 [00:14<00:26, 18.70it/s]
 36%|###5      | 280/781 [00:14<00:26, 18.84it/s]
 36%|###6      | 282/781 [00:15<00:26, 18.70it/s]
 36%|###6      | 284/781 [00:15<00:26, 18.55it/s]
 37%|###6      | 286/781 [00:15<00:26, 18.66it/s]
 37%|###6      | 288/781 [00:15<00:26, 18.73it/s]
 37%|###7      | 290/781 [00:15<00:26, 18.26it/s]
 37%|###7      | 292/781 [00:15<00:26, 18.40it/s]
 38%|###7      | 294/781 [00:15<00:26, 18.43it/s]
 38%|###7      | 296/781 [00:15<00:26, 18.47it/s]
 38%|###8      | 298/781 [00:15<00:26, 18.34it/s]
 38%|###8      | 300/781 [00:16<00:26, 18.45it/s]
 39%|###8      | 302/781 [00:16<00:25, 18.68it/s]
 39%|###8      | 304/781 [00:16<00:25, 18.68it/s]
 39%|###9      | 306/781 [00:16<00:25, 18.46it/s]
 39%|###9      | 308/781 [00:16<00:25, 18.69it/s]
 40%|###9      | 310/781 [00:16<00:25, 18.79it/s]
 40%|###9      | 312/781 [00:16<00:24, 18.88it/s]
 40%|####      | 314/781 [00:16<00:24, 19.00it/s]
 40%|####      | 316/781 [00:16<00:24, 18.91it/s]
 41%|####      | 318/781 [00:16<00:24, 18.84it/s]
 41%|####      | 320/781 [00:17<00:24, 18.56it/s]
 41%|####1     | 322/781 [00:17<00:24, 18.40it/s]
 41%|####1     | 324/781 [00:17<00:24, 18.51it/s]
 42%|####1     | 326/781 [00:17<00:24, 18.62it/s]
 42%|####1     | 328/781 [00:17<00:24, 18.56it/s]
 42%|####2     | 330/781 [00:17<00:24, 18.64it/s]
 43%|####2     | 332/781 [00:17<00:23, 18.72it/s]
 43%|####2     | 334/781 [00:17<00:23, 18.78it/s]
 43%|####3     | 336/781 [00:17<00:23, 18.87it/s]
 43%|####3     | 338/781 [00:18<00:23, 18.80it/s]
 44%|####3     | 340/781 [00:18<00:23, 18.80it/s]
 44%|####3     | 342/781 [00:18<00:23, 18.83it/s]
 44%|####4     | 344/781 [00:18<00:23, 18.90it/s]
 44%|####4     | 346/781 [00:18<00:23, 18.49it/s]
 45%|####4     | 348/781 [00:18<00:23, 18.53it/s]
 45%|####4     | 350/781 [00:18<00:23, 18.59it/s]
 45%|####5     | 352/781 [00:18<00:22, 18.65it/s]
 45%|####5     | 354/781 [00:18<00:22, 18.73it/s]
 46%|####5     | 356/781 [00:19<00:22, 18.68it/s]
 46%|####5     | 358/781 [00:19<00:22, 18.63it/s]
 46%|####6     | 360/781 [00:19<00:22, 18.65it/s]
 46%|####6     | 362/781 [00:19<00:22, 18.74it/s]
 47%|####6     | 364/781 [00:19<00:22, 18.61it/s]
 47%|####6     | 366/781 [00:19<00:22, 18.75it/s]
 47%|####7     | 368/781 [00:19<00:22, 18.72it/s]
 47%|####7     | 370/781 [00:19<00:22, 18.64it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.66it/s]
 48%|####7     | 374/781 [00:20<00:21, 18.59it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.58it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.64it/s]
 49%|####8     | 380/781 [00:20<00:21, 18.81it/s]
 49%|####8     | 382/781 [00:20<00:21, 18.79it/s]
 49%|####9     | 384/781 [00:20<00:21, 18.68it/s]
 49%|####9     | 386/781 [00:20<00:21, 18.80it/s]
 50%|####9     | 388/781 [00:20<00:21, 18.68it/s]
 50%|####9     | 390/781 [00:20<00:20, 18.80it/s]
 50%|#####     | 392/781 [00:20<00:20, 18.61it/s]
 50%|#####     | 394/781 [00:21<00:20, 18.71it/s]
 51%|#####     | 396/781 [00:21<00:20, 18.80it/s]
 51%|#####     | 398/781 [00:21<00:20, 18.83it/s]
 51%|#####1    | 400/781 [00:21<00:20, 18.95it/s]
 51%|#####1    | 402/781 [00:21<00:20, 18.89it/s]
 52%|#####1    | 404/781 [00:21<00:19, 18.90it/s]
 52%|#####1    | 406/781 [00:21<00:19, 18.90it/s]
 52%|#####2    | 408/781 [00:21<00:19, 18.92it/s]
 52%|#####2    | 410/781 [00:21<00:19, 18.91it/s]
 53%|#####2    | 412/781 [00:22<00:19, 18.83it/s]
 53%|#####3    | 414/781 [00:22<00:19, 18.88it/s]
 53%|#####3    | 416/781 [00:22<00:19, 18.52it/s]
 54%|#####3    | 418/781 [00:22<00:19, 18.52it/s]
 54%|#####3    | 420/781 [00:22<00:19, 18.58it/s]
 54%|#####4    | 422/781 [00:22<00:19, 18.59it/s]
 54%|#####4    | 424/781 [00:22<00:19, 18.50it/s]
 55%|#####4    | 426/781 [00:22<00:19, 18.60it/s]
 55%|#####4    | 428/781 [00:22<00:18, 18.68it/s]
 55%|#####5    | 430/781 [00:22<00:18, 18.50it/s]
 55%|#####5    | 432/781 [00:23<00:18, 18.62it/s]
 56%|#####5    | 434/781 [00:23<00:18, 18.76it/s]
 56%|#####5    | 436/781 [00:23<00:18, 18.78it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.80it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.77it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.77it/s]
 57%|#####6    | 444/781 [00:23<00:17, 18.84it/s]
 57%|#####7    | 446/781 [00:23<00:17, 18.81it/s]
 57%|#####7    | 448/781 [00:23<00:18, 18.48it/s]
 58%|#####7    | 450/781 [00:24<00:17, 18.65it/s]
 58%|#####7    | 452/781 [00:24<00:17, 18.42it/s]
 58%|#####8    | 454/781 [00:24<00:17, 18.48it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.54it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.57it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.69it/s]
 59%|#####9    | 462/781 [00:24<00:16, 18.81it/s]
 59%|#####9    | 464/781 [00:24<00:16, 18.77it/s]
 60%|#####9    | 466/781 [00:24<00:16, 18.85it/s]
 60%|#####9    | 468/781 [00:25<00:16, 18.77it/s]
 60%|######    | 470/781 [00:25<00:16, 18.69it/s]
 60%|######    | 472/781 [00:25<00:16, 18.62it/s]
 61%|######    | 474/781 [00:25<00:16, 18.46it/s]
 61%|######    | 476/781 [00:25<00:16, 18.57it/s]
 61%|######1   | 478/781 [00:25<00:16, 18.67it/s]
 61%|######1   | 480/781 [00:25<00:16, 18.62it/s]
 62%|######1   | 482/781 [00:25<00:16, 18.44it/s]
 62%|######1   | 484/781 [00:25<00:16, 18.46it/s]
 62%|######2   | 486/781 [00:25<00:15, 18.57it/s]
 62%|######2   | 488/781 [00:26<00:15, 18.63it/s]
 63%|######2   | 490/781 [00:26<00:15, 18.47it/s]
 63%|######2   | 492/781 [00:26<00:15, 18.61it/s]
 63%|######3   | 494/781 [00:26<00:15, 18.73it/s]
 64%|######3   | 496/781 [00:26<00:15, 18.89it/s]
 64%|######3   | 498/781 [00:26<00:14, 18.93it/s]
 64%|######4   | 500/781 [00:26<00:14, 18.97it/s]
 64%|######4   | 502/781 [00:26<00:14, 18.84it/s]
 65%|######4   | 504/781 [00:26<00:14, 18.83it/s]
 65%|######4   | 506/781 [00:27<00:14, 18.86it/s]
 65%|######5   | 508/781 [00:27<00:14, 18.86it/s]
 65%|######5   | 510/781 [00:27<00:14, 18.91it/s]
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100%|##########| 781/781 [00:41<00:00, 18.72it/s]




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Validation Progress:  73%|#######2  | 32/44 [00:39<00:15,  1.26s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:15,  1.26s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:15,  1.26s/it]
Validation Progress:  73%|#######2  | 32/44 [00:39<00:15,  1.26s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.25s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.25s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.25s/it]
Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.25s/it]
Validation Progress:  77%|#######7  | 34/44 [00:42<00:13,  1.32s/it]
Validation Progress:  77%|#######7  | 34/44 [00:42<00:13,  1.32s/it]
Validation Progress:  77%|#######7  | 34/44 [00:42<00:13,  1.32s/it]
Validation Progress:  77%|#######7  | 34/44 [00:42<00:13,  1.32s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.30s/it]
Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.31s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.34s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.35s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.34s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.34s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.34s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.31s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.31s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.31s/it]
Validation Progress:  91%|######### | 40/44 [00:50<00:05,  1.31s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.34s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.34s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.34s/it]
Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.34s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.32s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.32s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.32s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.32s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.09s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.10s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:20<00:00, 20.69s/it]
100%|##########| 1/1 [00:20<00:00, 20.69s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:12, 12.14it/s]
  3%|2         | 4/157 [00:00<00:11, 13.22it/s]
  4%|3         | 6/157 [00:00<00:10, 14.15it/s]
  5%|5         | 8/157 [00:00<00:10, 14.55it/s]
  6%|6         | 10/157 [00:00<00:10, 14.51it/s]
  8%|7         | 12/157 [00:00<00:09, 14.67it/s]
  9%|8         | 14/157 [00:00<00:09, 14.99it/s]
 10%|#         | 16/157 [00:01<00:09, 15.21it/s]
 11%|#1        | 18/157 [00:01<00:09, 15.21it/s]
 13%|#2        | 20/157 [00:01<00:09, 15.07it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.27it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.34it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.50it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.44it/s]
 19%|#9        | 30/157 [00:02<00:08, 15.55it/s]
 20%|##        | 32/157 [00:02<00:07, 15.63it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.65it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.66it/s]
 24%|##4       | 38/157 [00:02<00:07, 15.72it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.75it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.78it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.80it/s]
 29%|##9       | 46/157 [00:03<00:07, 15.82it/s]
 31%|###       | 48/157 [00:03<00:06, 15.75it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.78it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.72it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.75it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.76it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.82it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.88it/s]
 39%|###9      | 62/157 [00:04<00:05, 15.84it/s]
 41%|####      | 64/157 [00:04<00:05, 15.68it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.55it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.61it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.71it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.76it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.82it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.79it/s]
 50%|####9     | 78/157 [00:05<00:05, 15.58it/s]
 51%|#####     | 80/157 [00:05<00:04, 15.57it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.64it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.70it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.72it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.63it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.67it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.72it/s]
 60%|#####9    | 94/157 [00:06<00:04, 15.72it/s]
 61%|######1   | 96/157 [00:06<00:03, 15.67it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.67it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.69it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.72it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.74it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.40it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.40it/s]
 70%|#######   | 110/157 [00:07<00:03, 14.86it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.18it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.32it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.67it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.73it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.98it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.86it/s]
 79%|#######8  | 124/157 [00:07<00:02, 16.10it/s]
 80%|########  | 126/157 [00:08<00:01, 16.21it/s]
 82%|########1 | 128/157 [00:08<00:01, 16.42it/s]
 83%|########2 | 130/157 [00:08<00:01, 16.49it/s]
 84%|########4 | 132/157 [00:08<00:01, 16.46it/s]
 85%|########5 | 134/157 [00:08<00:01, 16.51it/s]
 87%|########6 | 136/157 [00:08<00:01, 16.54it/s]
 88%|########7 | 138/157 [00:08<00:01, 16.58it/s]
 89%|########9 | 140/157 [00:08<00:01, 16.70it/s]
 90%|######### | 142/157 [00:09<00:00, 16.66it/s]
 92%|#########1| 144/157 [00:09<00:00, 16.36it/s]
 93%|#########2| 146/157 [00:09<00:00, 16.19it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.86it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.78it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.67it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.78it/s]
 99%|#########9| 156/157 [00:09<00:00, 15.76it/s]
100%|##########| 157/157 [00:09<00:00, 15.72it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:50, 15.56it/s]
  1%|          | 4/781 [00:00<00:46, 16.79it/s]
  1%|          | 6/781 [00:00<00:44, 17.56it/s]
  1%|1         | 8/781 [00:00<00:43, 17.77it/s]
  1%|1         | 10/781 [00:00<00:43, 17.56it/s]
  2%|1         | 12/781 [00:00<00:43, 17.74it/s]
  2%|1         | 14/781 [00:00<00:42, 17.87it/s]
  2%|2         | 16/781 [00:00<00:43, 17.79it/s]
  2%|2         | 18/781 [00:01<00:42, 17.81it/s]
  3%|2         | 20/781 [00:01<00:42, 17.90it/s]
  3%|2         | 22/781 [00:01<00:42, 17.70it/s]
  3%|3         | 24/781 [00:01<00:42, 17.79it/s]
  3%|3         | 26/781 [00:01<00:42, 17.97it/s]
  4%|3         | 28/781 [00:01<00:42, 17.90it/s]
  4%|3         | 30/781 [00:01<00:41, 18.05it/s]
  4%|4         | 32/781 [00:01<00:41, 17.86it/s]
  4%|4         | 34/781 [00:01<00:41, 17.80it/s]
  5%|4         | 36/781 [00:02<00:41, 17.85it/s]
  5%|4         | 38/781 [00:02<00:41, 17.95it/s]
  5%|5         | 40/781 [00:02<00:41, 18.04it/s]
  5%|5         | 42/781 [00:02<00:41, 17.89it/s]
  6%|5         | 44/781 [00:02<00:41, 17.64it/s]
  6%|5         | 46/781 [00:02<00:41, 17.70it/s]
  6%|6         | 48/781 [00:02<00:41, 17.76it/s]
  6%|6         | 50/781 [00:02<00:41, 17.71it/s]
  7%|6         | 52/781 [00:02<00:41, 17.68it/s]
  7%|6         | 54/781 [00:03<00:40, 17.81it/s]
  7%|7         | 56/781 [00:03<00:40, 17.93it/s]
  7%|7         | 58/781 [00:03<00:40, 17.96it/s]
  8%|7         | 60/781 [00:03<00:40, 17.98it/s]
  8%|7         | 62/781 [00:03<00:39, 18.02it/s]
  8%|8         | 64/781 [00:03<00:39, 18.05it/s]
  8%|8         | 66/781 [00:03<00:40, 17.82it/s]
  9%|8         | 68/781 [00:03<00:39, 17.95it/s]
  9%|8         | 70/781 [00:03<00:39, 17.80it/s]
  9%|9         | 72/781 [00:04<00:40, 17.64it/s]
  9%|9         | 74/781 [00:04<00:39, 17.79it/s]
 10%|9         | 76/781 [00:04<00:40, 17.50it/s]
 10%|9         | 78/781 [00:04<00:39, 17.70it/s]
 10%|#         | 80/781 [00:04<00:39, 17.79it/s]
 10%|#         | 82/781 [00:04<00:39, 17.78it/s]
 11%|#         | 84/781 [00:04<00:39, 17.78it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.81it/s]
 11%|#1        | 88/781 [00:04<00:39, 17.74it/s]
 12%|#1        | 90/781 [00:05<00:39, 17.68it/s]
 12%|#1        | 92/781 [00:05<00:39, 17.56it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.67it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.79it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.82it/s]
 13%|#2        | 100/781 [00:05<00:37, 17.97it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.98it/s]
 13%|#3        | 104/781 [00:05<00:37, 18.11it/s]
 14%|#3        | 106/781 [00:05<00:37, 18.16it/s]
 14%|#3        | 108/781 [00:06<00:37, 18.16it/s]
 14%|#4        | 110/781 [00:06<00:38, 17.62it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.62it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.73it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.90it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.03it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.12it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.14it/s]
 16%|#5        | 124/781 [00:06<00:36, 17.92it/s]
 16%|#6        | 126/781 [00:07<00:36, 17.98it/s]
 16%|#6        | 128/781 [00:07<00:36, 18.07it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.11it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.14it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.18it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.24it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.28it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.24it/s]
 18%|#8        | 142/781 [00:07<00:34, 18.28it/s]
 18%|#8        | 144/781 [00:08<00:35, 18.19it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.16it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.19it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.20it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.23it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.24it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.21it/s]
 20%|##        | 158/781 [00:08<00:34, 17.99it/s]
 20%|##        | 160/781 [00:08<00:34, 17.80it/s]
 21%|##        | 162/781 [00:09<00:34, 17.96it/s]
 21%|##        | 164/781 [00:09<00:34, 18.05it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.13it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.86it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.81it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.80it/s]
 22%|##2       | 174/781 [00:09<00:33, 17.88it/s]
 23%|##2       | 176/781 [00:09<00:33, 17.85it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.03it/s]
 23%|##3       | 180/781 [00:10<00:33, 18.02it/s]
 23%|##3       | 182/781 [00:10<00:33, 17.74it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.16it/s]
 24%|##3       | 187/781 [00:10<00:31, 18.91it/s]
 24%|##4       | 189/781 [00:10<00:31, 18.93it/s]
 24%|##4       | 191/781 [00:10<00:31, 18.84it/s]
 25%|##4       | 193/781 [00:10<00:31, 18.57it/s]
 25%|##4       | 195/781 [00:10<00:31, 18.67it/s]
 25%|##5       | 198/781 [00:11<00:30, 19.32it/s]
 26%|##5       | 200/781 [00:11<00:29, 19.47it/s]
 26%|##5       | 202/781 [00:11<00:29, 19.52it/s]
 26%|##6       | 205/781 [00:11<00:28, 19.98it/s]
 27%|##6       | 208/781 [00:11<00:28, 20.17it/s]
 27%|##7       | 211/781 [00:11<00:28, 20.20it/s]
 27%|##7       | 214/781 [00:11<00:28, 20.12it/s]
 28%|##7       | 217/781 [00:11<00:27, 20.26it/s]
 28%|##8       | 220/781 [00:12<00:28, 20.00it/s]
 29%|##8       | 223/781 [00:12<00:27, 19.96it/s]
 29%|##8       | 225/781 [00:12<00:27, 19.94it/s]
 29%|##9       | 228/781 [00:12<00:27, 20.19it/s]
 30%|##9       | 231/781 [00:12<00:26, 20.37it/s]
 30%|##9       | 234/781 [00:12<00:26, 20.46it/s]
 30%|###       | 237/781 [00:12<00:26, 20.40it/s]
 31%|###       | 240/781 [00:13<00:26, 20.16it/s]
 31%|###1      | 243/781 [00:13<00:26, 20.12it/s]
 31%|###1      | 246/781 [00:13<00:26, 20.05it/s]
 32%|###1      | 249/781 [00:13<00:26, 19.94it/s]
 32%|###2      | 251/781 [00:13<00:26, 19.93it/s]
 33%|###2      | 254/781 [00:13<00:26, 19.96it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.87it/s]
 33%|###3      | 259/781 [00:14<00:26, 20.02it/s]
 34%|###3      | 262/781 [00:14<00:25, 20.13it/s]
 34%|###3      | 265/781 [00:14<00:25, 20.29it/s]
 34%|###4      | 268/781 [00:14<00:25, 20.38it/s]
 35%|###4      | 271/781 [00:14<00:25, 20.21it/s]
 35%|###5      | 274/781 [00:14<00:25, 20.27it/s]
 35%|###5      | 277/781 [00:14<00:25, 20.04it/s]
 36%|###5      | 280/781 [00:15<00:25, 19.93it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.91it/s]
 36%|###6      | 285/781 [00:15<00:24, 20.02it/s]
 37%|###6      | 288/781 [00:15<00:24, 20.06it/s]
 37%|###7      | 291/781 [00:15<00:24, 20.07it/s]
 38%|###7      | 294/781 [00:15<00:24, 20.22it/s]
 38%|###8      | 297/781 [00:15<00:23, 20.30it/s]
 38%|###8      | 300/781 [00:16<00:23, 20.24it/s]
 39%|###8      | 303/781 [00:16<00:23, 20.34it/s]
 39%|###9      | 306/781 [00:16<00:23, 20.37it/s]
 40%|###9      | 309/781 [00:16<00:23, 20.28it/s]
 40%|###9      | 312/781 [00:16<00:23, 20.34it/s]
 40%|####      | 315/781 [00:16<00:23, 20.17it/s]
 41%|####      | 318/781 [00:16<00:23, 19.99it/s]
 41%|####      | 320/781 [00:17<00:23, 19.95it/s]
 41%|####1     | 323/781 [00:17<00:22, 20.00it/s]
 42%|####1     | 326/781 [00:17<00:22, 20.12it/s]
 42%|####2     | 329/781 [00:17<00:22, 20.23it/s]
 43%|####2     | 332/781 [00:17<00:22, 20.39it/s]
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100%|#########9| 780/781 [00:41<00:00, 17.95it/s]
100%|##########| 781/781 [00:41<00:00, 18.92it/s]




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Validation Progress:  59%|#####9    | 26/44 [00:31<00:22,  1.24s/it]
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Validation Progress:  61%|######1   | 27/44 [00:32<00:21,  1.25s/it]
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Validation Progress:  61%|######1   | 27/44 [00:33<00:21,  1.25s/it]
Validation Progress:  64%|######3   | 28/44 [00:34<00:19,  1.25s/it]
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Validation Progress:  66%|######5   | 29/44 [00:35<00:19,  1.27s/it]
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Validation Progress:  66%|######5   | 29/44 [00:35<00:19,  1.28s/it]
Validation Progress:  68%|######8   | 30/44 [00:36<00:17,  1.27s/it]
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Validation Progress:  70%|#######   | 31/44 [00:38<00:16,  1.27s/it]
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Validation Progress:  73%|#######2  | 32/44 [00:39<00:15,  1.25s/it]
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Validation Progress:  75%|#######5  | 33/44 [00:40<00:13,  1.23s/it]
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Validation Progress:  77%|#######7  | 34/44 [00:42<00:13,  1.32s/it]
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Validation Progress:  80%|#######9  | 35/44 [00:43<00:11,  1.30s/it]
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Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  82%|########1 | 36/44 [00:44<00:10,  1.30s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.34s/it]
Validation Progress:  84%|########4 | 37/44 [00:46<00:09,  1.34s/it]
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Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.36s/it]
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Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.33s/it]
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Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.29s/it]
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Validation Progress:  93%|#########3| 41/44 [00:51<00:04,  1.33s/it]
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Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.28s/it]
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Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]
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Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.29s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.07s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.23s/it]
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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.08s/it]
Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.24s/it]

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 26%|##5       | 201/781 [00:11<00:32, 17.76it/s]
 26%|##5       | 203/781 [00:11<00:32, 17.62it/s]
 26%|##6       | 205/781 [00:11<00:32, 17.47it/s]
 27%|##6       | 207/781 [00:11<00:32, 17.52it/s]
 27%|##6       | 209/781 [00:11<00:32, 17.51it/s]
 27%|##7       | 211/781 [00:11<00:32, 17.57it/s]
 27%|##7       | 213/781 [00:11<00:32, 17.42it/s]
 28%|##7       | 215/781 [00:12<00:32, 17.49it/s]
 28%|##7       | 217/781 [00:12<00:31, 17.69it/s]
 28%|##8       | 219/781 [00:12<00:31, 17.82it/s]
 28%|##8       | 221/781 [00:12<00:31, 17.86it/s]
 29%|##8       | 223/781 [00:12<00:30, 18.03it/s]
 29%|##8       | 225/781 [00:12<00:30, 18.07it/s]
 29%|##9       | 227/781 [00:12<00:30, 17.93it/s]
 29%|##9       | 229/781 [00:12<00:30, 17.89it/s]
 30%|##9       | 231/781 [00:12<00:30, 17.87it/s]
 30%|##9       | 233/781 [00:13<00:30, 17.96it/s]
 30%|###       | 235/781 [00:13<00:30, 17.75it/s]
 30%|###       | 237/781 [00:13<00:30, 17.92it/s]
 31%|###       | 239/781 [00:13<00:29, 18.07it/s]
 31%|###       | 241/781 [00:13<00:30, 18.00it/s]
 31%|###1      | 243/781 [00:13<00:29, 18.10it/s]
 31%|###1      | 245/781 [00:13<00:29, 17.97it/s]
 32%|###1      | 247/781 [00:13<00:29, 18.10it/s]
 32%|###1      | 249/781 [00:13<00:29, 18.13it/s]
 32%|###2      | 251/781 [00:14<00:29, 18.20it/s]
 32%|###2      | 253/781 [00:14<00:29, 18.04it/s]
 33%|###2      | 255/781 [00:14<00:29, 17.82it/s]
 33%|###2      | 257/781 [00:14<00:29, 17.80it/s]
 33%|###3      | 259/781 [00:14<00:29, 17.82it/s]
 33%|###3      | 261/781 [00:14<00:29, 17.91it/s]
 34%|###3      | 263/781 [00:14<00:28, 18.08it/s]
 34%|###3      | 265/781 [00:14<00:28, 18.16it/s]
 34%|###4      | 267/781 [00:14<00:28, 18.21it/s]
 34%|###4      | 269/781 [00:15<00:28, 18.28it/s]
 35%|###4      | 271/781 [00:15<00:27, 18.30it/s]
 35%|###4      | 273/781 [00:15<00:27, 18.33it/s]
 35%|###5      | 275/781 [00:15<00:27, 18.30it/s]
 35%|###5      | 277/781 [00:15<00:28, 17.63it/s]
 36%|###5      | 279/781 [00:15<00:28, 17.80it/s]
 36%|###5      | 281/781 [00:15<00:27, 17.93it/s]
 36%|###6      | 283/781 [00:15<00:27, 18.05it/s]
 36%|###6      | 285/781 [00:15<00:27, 18.14it/s]
 37%|###6      | 287/781 [00:16<00:27, 18.18it/s]
 37%|###7      | 289/781 [00:16<00:26, 18.25it/s]
 37%|###7      | 291/781 [00:16<00:26, 18.23it/s]
 38%|###7      | 293/781 [00:16<00:27, 17.85it/s]
 38%|###7      | 295/781 [00:16<00:27, 17.83it/s]
 38%|###8      | 297/781 [00:16<00:27, 17.79it/s]
 38%|###8      | 299/781 [00:16<00:26, 17.94it/s]
 39%|###8      | 301/781 [00:16<00:26, 17.88it/s]
 39%|###8      | 303/781 [00:16<00:27, 17.66it/s]
 39%|###9      | 305/781 [00:17<00:26, 17.70it/s]
 39%|###9      | 307/781 [00:17<00:26, 17.83it/s]
 40%|###9      | 309/781 [00:17<00:26, 17.91it/s]
 40%|###9      | 311/781 [00:17<00:26, 18.01it/s]
 40%|####      | 313/781 [00:17<00:26, 17.90it/s]
 40%|####      | 315/781 [00:17<00:25, 17.93it/s]
 41%|####      | 317/781 [00:17<00:25, 18.02it/s]
 41%|####      | 319/781 [00:17<00:25, 17.93it/s]
 41%|####1     | 321/781 [00:17<00:25, 17.96it/s]
 41%|####1     | 323/781 [00:18<00:25, 17.74it/s]
 42%|####1     | 325/781 [00:18<00:26, 17.50it/s]
 42%|####1     | 327/781 [00:18<00:26, 17.33it/s]
 42%|####2     | 329/781 [00:18<00:25, 17.50it/s]
 42%|####2     | 331/781 [00:18<00:25, 17.68it/s]
 43%|####2     | 333/781 [00:18<00:25, 17.76it/s]
 43%|####2     | 335/781 [00:18<00:24, 17.95it/s]
 43%|####3     | 337/781 [00:18<00:24, 18.01it/s]
 43%|####3     | 339/781 [00:18<00:24, 18.10it/s]
 44%|####3     | 341/781 [00:19<00:24, 18.14it/s]
 44%|####3     | 343/781 [00:19<00:24, 18.03it/s]
 44%|####4     | 345/781 [00:19<00:24, 17.94it/s]
 44%|####4     | 347/781 [00:19<00:24, 18.06it/s]
 45%|####4     | 349/781 [00:19<00:23, 18.12it/s]
 45%|####4     | 351/781 [00:19<00:23, 18.17it/s]
 45%|####5     | 353/781 [00:19<00:23, 17.94it/s]
 45%|####5     | 355/781 [00:19<00:23, 18.03it/s]
 46%|####5     | 357/781 [00:19<00:23, 18.06it/s]
 46%|####5     | 359/781 [00:20<00:23, 17.81it/s]
 46%|####6     | 361/781 [00:20<00:23, 17.61it/s]
 46%|####6     | 363/781 [00:20<00:23, 17.61it/s]
 47%|####6     | 365/781 [00:20<00:23, 17.66it/s]
 47%|####6     | 367/781 [00:20<00:23, 17.68it/s]
 47%|####7     | 369/781 [00:20<00:23, 17.64it/s]
 48%|####7     | 371/781 [00:20<00:23, 17.76it/s]
 48%|####7     | 373/781 [00:20<00:23, 17.38it/s]
 48%|####8     | 375/781 [00:20<00:23, 17.62it/s]
 48%|####8     | 377/781 [00:21<00:22, 17.75it/s]
 49%|####8     | 379/781 [00:21<00:22, 17.99it/s]
 49%|####8     | 381/781 [00:21<00:22, 17.91it/s]
 49%|####9     | 383/781 [00:21<00:22, 18.05it/s]
 49%|####9     | 385/781 [00:21<00:22, 17.87it/s]
 50%|####9     | 387/781 [00:21<00:22, 17.90it/s]
 50%|####9     | 389/781 [00:21<00:21, 17.97it/s]
 50%|#####     | 391/781 [00:21<00:21, 17.98it/s]
 50%|#####     | 393/781 [00:21<00:21, 17.92it/s]
 51%|#####     | 395/781 [00:22<00:22, 17.50it/s]
 51%|#####     | 397/781 [00:22<00:21, 17.72it/s]
 51%|#####1    | 399/781 [00:22<00:21, 17.87it/s]
 51%|#####1    | 401/781 [00:22<00:21, 17.92it/s]
 52%|#####1    | 403/781 [00:22<00:21, 17.99it/s]
 52%|#####1    | 405/781 [00:22<00:20, 17.93it/s]
 52%|#####2    | 407/781 [00:22<00:20, 18.05it/s]
 52%|#####2    | 409/781 [00:22<00:20, 18.06it/s]
 53%|#####2    | 411/781 [00:22<00:20, 18.09it/s]
 53%|#####2    | 413/781 [00:23<00:20, 18.15it/s]
 53%|#####3    | 415/781 [00:23<00:20, 18.05it/s]
 53%|#####3    | 417/781 [00:23<00:20, 18.00it/s]
 54%|#####3    | 419/781 [00:23<00:20, 17.98it/s]
 54%|#####3    | 421/781 [00:23<00:20, 17.93it/s]
 54%|#####4    | 423/781 [00:23<00:19, 18.02it/s]
 54%|#####4    | 425/781 [00:23<00:19, 18.12it/s]
 55%|#####4    | 427/781 [00:23<00:19, 18.17it/s]
 55%|#####4    | 429/781 [00:23<00:19, 18.17it/s]
 55%|#####5    | 431/781 [00:24<00:19, 18.08it/s]
 55%|#####5    | 433/781 [00:24<00:19, 18.11it/s]
 56%|#####5    | 435/781 [00:24<00:19, 18.07it/s]
 56%|#####5    | 437/781 [00:24<00:19, 17.98it/s]
 56%|#####6    | 439/781 [00:24<00:19, 17.83it/s]
 56%|#####6    | 441/781 [00:24<00:18, 18.02it/s]
 57%|#####6    | 443/781 [00:24<00:18, 18.02it/s]
 57%|#####6    | 445/781 [00:24<00:18, 17.97it/s]
 57%|#####7    | 447/781 [00:24<00:18, 18.00it/s]
 57%|#####7    | 449/781 [00:25<00:18, 18.04it/s]
 58%|#####7    | 451/781 [00:25<00:18, 17.80it/s]
 58%|#####8    | 453/781 [00:25<00:18, 17.75it/s]
 58%|#####8    | 455/781 [00:25<00:18, 17.82it/s]
 59%|#####8    | 457/781 [00:25<00:18, 17.78it/s]
 59%|#####8    | 459/781 [00:25<00:18, 17.87it/s]
 59%|#####9    | 461/781 [00:25<00:17, 17.97it/s]
 59%|#####9    | 463/781 [00:25<00:17, 18.05it/s]
 60%|#####9    | 465/781 [00:25<00:17, 18.00it/s]
 60%|#####9    | 467/781 [00:26<00:17, 17.86it/s]
 60%|######    | 469/781 [00:26<00:17, 17.75it/s]
 60%|######    | 471/781 [00:26<00:17, 17.81it/s]
 61%|######    | 473/781 [00:26<00:17, 17.93it/s]
 61%|######    | 475/781 [00:26<00:17, 17.75it/s]
 61%|######1   | 477/781 [00:26<00:16, 17.90it/s]
 61%|######1   | 479/781 [00:26<00:16, 17.85it/s]
 62%|######1   | 481/781 [00:26<00:16, 17.86it/s]
 62%|######1   | 483/781 [00:27<00:16, 17.86it/s]
 62%|######2   | 485/781 [00:27<00:16, 17.87it/s]
 62%|######2   | 487/781 [00:27<00:16, 17.81it/s]
 63%|######2   | 489/781 [00:27<00:16, 17.73it/s]
 63%|######2   | 491/781 [00:27<00:16, 17.76it/s]
 63%|######3   | 493/781 [00:27<00:16, 17.74it/s]
 63%|######3   | 495/781 [00:27<00:16, 17.65it/s]
 64%|######3   | 497/781 [00:27<00:16, 17.59it/s]
 64%|######3   | 499/781 [00:27<00:15, 17.77it/s]
 64%|######4   | 501/781 [00:28<00:15, 17.56it/s]
 64%|######4   | 503/781 [00:28<00:15, 17.73it/s]
 65%|######4   | 505/781 [00:28<00:15, 17.85it/s]
 65%|######4   | 507/781 [00:28<00:15, 17.72it/s]
 65%|######5   | 509/781 [00:28<00:15, 17.83it/s]
 65%|######5   | 511/781 [00:28<00:15, 17.86it/s]
 66%|######5   | 513/781 [00:28<00:14, 17.97it/s]
 66%|######5   | 515/781 [00:28<00:14, 18.02it/s]
 66%|######6   | 517/781 [00:28<00:14, 18.10it/s]
 66%|######6   | 519/781 [00:29<00:14, 17.82it/s]
 67%|######6   | 521/781 [00:29<00:14, 17.69it/s]
 67%|######6   | 523/781 [00:29<00:14, 17.58it/s]
 67%|######7   | 525/781 [00:29<00:14, 17.39it/s]
 67%|######7   | 527/781 [00:29<00:14, 17.36it/s]
 68%|######7   | 529/781 [00:29<00:14, 17.53it/s]
 68%|######7   | 531/781 [00:29<00:14, 17.64it/s]
 68%|######8   | 533/781 [00:29<00:14, 17.61it/s]
 69%|######8   | 535/781 [00:29<00:14, 17.25it/s]
 69%|######8   | 537/781 [00:30<00:14, 17.38it/s]
 69%|######9   | 539/781 [00:30<00:13, 17.49it/s]
 69%|######9   | 541/781 [00:30<00:13, 17.59it/s]
 70%|######9   | 543/781 [00:30<00:13, 17.60it/s]
 70%|######9   | 545/781 [00:30<00:13, 17.77it/s]
 70%|#######   | 547/781 [00:30<00:13, 17.86it/s]
 70%|#######   | 549/781 [00:30<00:12, 17.93it/s]
 71%|#######   | 551/781 [00:30<00:12, 17.97it/s]
 71%|#######   | 553/781 [00:30<00:12, 17.87it/s]
 71%|#######1  | 555/781 [00:31<00:12, 17.94it/s]
 71%|#######1  | 557/781 [00:31<00:12, 18.04it/s]
 72%|#######1  | 559/781 [00:31<00:12, 18.07it/s]
 72%|#######1  | 561/781 [00:31<00:12, 18.12it/s]
 72%|#######2  | 563/781 [00:31<00:11, 18.17it/s]
 72%|#######2  | 565/781 [00:31<00:12, 18.00it/s]
 73%|#######2  | 567/781 [00:31<00:11, 18.04it/s]
 73%|#######2  | 569/781 [00:31<00:11, 17.95it/s]
 73%|#######3  | 571/781 [00:31<00:11, 17.95it/s]
 73%|#######3  | 573/781 [00:32<00:11, 17.94it/s]
 74%|#######3  | 575/781 [00:32<00:11, 17.76it/s]
 74%|#######3  | 577/781 [00:32<00:11, 17.84it/s]
 74%|#######4  | 579/781 [00:32<00:11, 17.91it/s]
 74%|#######4  | 581/781 [00:32<00:11, 17.83it/s]
 75%|#######4  | 583/781 [00:32<00:11, 17.77it/s]
 75%|#######4  | 585/781 [00:32<00:10, 17.86it/s]
 75%|#######5  | 587/781 [00:32<00:10, 17.66it/s]
 75%|#######5  | 589/781 [00:32<00:10, 17.82it/s]
 76%|#######5  | 591/781 [00:33<00:10, 17.90it/s]
 76%|#######5  | 593/781 [00:33<00:10, 17.92it/s]
 76%|#######6  | 595/781 [00:33<00:10, 17.91it/s]
 76%|#######6  | 597/781 [00:33<00:10, 17.79it/s]
 77%|#######6  | 599/781 [00:33<00:10, 17.89it/s]
 77%|#######6  | 601/781 [00:33<00:10, 17.76it/s]
 77%|#######7  | 603/781 [00:33<00:10, 17.74it/s]
 77%|#######7  | 605/781 [00:33<00:09, 17.75it/s]
 78%|#######7  | 607/781 [00:33<00:09, 17.65it/s]
 78%|#######7  | 609/781 [00:34<00:09, 17.75it/s]
 78%|#######8  | 611/781 [00:34<00:09, 17.85it/s]
 78%|#######8  | 613/781 [00:34<00:09, 17.80it/s]
 79%|#######8  | 615/781 [00:34<00:09, 17.78it/s]
 79%|#######9  | 617/781 [00:34<00:09, 17.91it/s]
 79%|#######9  | 619/781 [00:34<00:09, 17.99it/s]
 80%|#######9  | 621/781 [00:34<00:08, 17.97it/s]
 80%|#######9  | 623/781 [00:34<00:08, 18.08it/s]
 80%|########  | 625/781 [00:34<00:08, 18.17it/s]
 80%|########  | 627/781 [00:35<00:08, 18.21it/s]
 81%|########  | 629/781 [00:35<00:08, 18.22it/s]
 81%|########  | 631/781 [00:35<00:08, 18.20it/s]
 81%|########1 | 633/781 [00:35<00:08, 18.11it/s]
 81%|########1 | 635/781 [00:35<00:08, 18.04it/s]
 82%|########1 | 637/781 [00:35<00:08, 17.97it/s]
 82%|########1 | 639/781 [00:35<00:07, 18.06it/s]
 82%|########2 | 641/781 [00:35<00:07, 18.10it/s]
 82%|########2 | 643/781 [00:35<00:07, 18.10it/s]
 83%|########2 | 645/781 [00:36<00:07, 18.19it/s]
 83%|########2 | 647/781 [00:36<00:07, 18.08it/s]
 83%|########3 | 649/781 [00:36<00:07, 18.00it/s]
 83%|########3 | 651/781 [00:36<00:07, 18.04it/s]
 84%|########3 | 653/781 [00:36<00:07, 18.14it/s]
 84%|########3 | 655/781 [00:36<00:06, 18.14it/s]
 84%|########4 | 657/781 [00:36<00:06, 18.03it/s]
 84%|########4 | 659/781 [00:36<00:06, 17.87it/s]
 85%|########4 | 661/781 [00:36<00:06, 17.96it/s]
 85%|########4 | 663/781 [00:37<00:06, 17.93it/s]
 85%|########5 | 665/781 [00:37<00:06, 18.04it/s]
 85%|########5 | 667/781 [00:37<00:06, 18.03it/s]
 86%|########5 | 669/781 [00:37<00:06, 17.80it/s]
 86%|########5 | 671/781 [00:37<00:06, 17.92it/s]
 86%|########6 | 673/781 [00:37<00:06, 17.94it/s]
 86%|########6 | 675/781 [00:37<00:05, 17.97it/s]
 87%|########6 | 677/781 [00:37<00:05, 17.99it/s]
 87%|########6 | 679/781 [00:37<00:05, 18.10it/s]
 87%|########7 | 681/781 [00:38<00:05, 18.17it/s]
 87%|########7 | 683/781 [00:38<00:05, 17.84it/s]
 88%|########7 | 685/781 [00:38<00:05, 18.00it/s]
 88%|########7 | 687/781 [00:38<00:05, 18.08it/s]
 88%|########8 | 689/781 [00:38<00:05, 18.19it/s]
 88%|########8 | 691/781 [00:38<00:04, 18.25it/s]
 89%|########8 | 693/781 [00:38<00:04, 18.26it/s]
 89%|########8 | 695/781 [00:38<00:04, 18.21it/s]
 89%|########9 | 697/781 [00:38<00:04, 18.21it/s]
 90%|########9 | 699/781 [00:39<00:04, 18.15it/s]
 90%|########9 | 701/781 [00:39<00:04, 17.61it/s]
 90%|######### | 703/781 [00:39<00:04, 17.77it/s]
 90%|######### | 705/781 [00:39<00:04, 17.86it/s]
 91%|######### | 707/781 [00:39<00:04, 17.80it/s]
 91%|######### | 709/781 [00:39<00:04, 17.93it/s]
 91%|#########1| 711/781 [00:39<00:03, 17.64it/s]
 91%|#########1| 713/781 [00:39<00:03, 17.62it/s]
 92%|#########1| 715/781 [00:39<00:03, 17.75it/s]
 92%|#########1| 717/781 [00:40<00:03, 17.73it/s]
 92%|#########2| 719/781 [00:40<00:03, 17.87it/s]
 92%|#########2| 721/781 [00:40<00:03, 17.67it/s]
 93%|#########2| 723/781 [00:40<00:03, 17.73it/s]
 93%|#########2| 725/781 [00:40<00:03, 17.57it/s]
 93%|#########3| 727/781 [00:40<00:03, 17.75it/s]
 93%|#########3| 729/781 [00:40<00:02, 17.59it/s]
 94%|#########3| 731/781 [00:40<00:02, 17.40it/s]
 94%|#########3| 733/781 [00:41<00:02, 17.53it/s]
 94%|#########4| 735/781 [00:41<00:02, 17.71it/s]
 94%|#########4| 737/781 [00:41<00:02, 17.86it/s]
 95%|#########4| 739/781 [00:41<00:02, 17.94it/s]
 95%|#########4| 741/781 [00:41<00:02, 17.90it/s]
 95%|#########5| 743/781 [00:41<00:02, 17.77it/s]
 95%|#########5| 745/781 [00:41<00:02, 17.83it/s]
 96%|#########5| 747/781 [00:41<00:01, 17.87it/s]
 96%|#########5| 749/781 [00:41<00:01, 17.99it/s]
 96%|#########6| 751/781 [00:42<00:01, 17.91it/s]
 96%|#########6| 753/781 [00:42<00:01, 17.81it/s]
 97%|#########6| 755/781 [00:42<00:01, 17.84it/s]
 97%|#########6| 757/781 [00:42<00:01, 17.72it/s]
 97%|#########7| 759/781 [00:42<00:01, 17.78it/s]
 97%|#########7| 761/781 [00:42<00:01, 18.17it/s]
 98%|#########7| 763/781 [00:42<00:00, 18.56it/s]
 98%|#########7| 765/781 [00:42<00:00, 18.72it/s]
 98%|#########8| 768/781 [00:42<00:00, 19.34it/s]
 99%|#########8| 770/781 [00:43<00:00, 19.48it/s]
 99%|#########8| 773/781 [00:43<00:00, 19.86it/s]
 99%|#########9| 776/781 [00:43<00:00, 20.04it/s]
100%|#########9| 779/781 [00:43<00:00, 20.08it/s]
100%|##########| 781/781 [00:43<00:00, 17.93it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
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 96%|#########5| 150/157 [00:08<00:00, 17.57it/s]
 97%|#########6| 152/157 [00:08<00:00, 17.39it/s]
 98%|#########8| 154/157 [00:08<00:00, 17.29it/s]
 99%|#########9| 156/157 [00:08<00:00, 17.34it/s]
100%|##########| 157/157 [00:08<00:00, 17.46it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:45, 17.09it/s]
  1%|          | 4/781 [00:00<00:44, 17.56it/s]
  1%|          | 6/781 [00:00<00:42, 18.31it/s]
  1%|1         | 8/781 [00:00<00:42, 18.37it/s]
  1%|1         | 11/781 [00:00<00:39, 19.33it/s]
  2%|1         | 14/781 [00:00<00:39, 19.62it/s]
  2%|2         | 16/781 [00:00<00:38, 19.70it/s]
  2%|2         | 18/781 [00:00<00:38, 19.77it/s]
  3%|2         | 20/781 [00:01<00:38, 19.82it/s]
  3%|2         | 23/781 [00:01<00:38, 19.91it/s]
  3%|3         | 26/781 [00:01<00:37, 19.99it/s]
  4%|3         | 29/781 [00:01<00:37, 20.18it/s]
  4%|4         | 32/781 [00:01<00:37, 20.01it/s]
  4%|4         | 35/781 [00:01<00:37, 20.16it/s]
  5%|4         | 38/781 [00:01<00:36, 20.23it/s]
  5%|5         | 41/781 [00:02<00:36, 20.28it/s]
  6%|5         | 44/781 [00:02<00:36, 20.09it/s]
  6%|6         | 47/781 [00:02<00:36, 19.98it/s]
  6%|6         | 50/781 [00:02<00:36, 20.03it/s]
  7%|6         | 53/781 [00:02<00:36, 19.86it/s]
  7%|7         | 56/781 [00:02<00:36, 19.97it/s]
  8%|7         | 59/781 [00:02<00:35, 20.08it/s]
  8%|7         | 62/781 [00:03<00:35, 20.22it/s]
  8%|8         | 65/781 [00:03<00:35, 20.20it/s]
  9%|8         | 68/781 [00:03<00:35, 20.05it/s]
  9%|9         | 71/781 [00:03<00:36, 19.44it/s]
  9%|9         | 73/781 [00:03<00:37, 19.07it/s]
 10%|9         | 75/781 [00:03<00:37, 18.82it/s]
 10%|9         | 77/781 [00:03<00:37, 18.55it/s]
 10%|#         | 79/781 [00:04<00:38, 18.25it/s]
 10%|#         | 81/781 [00:04<00:38, 18.03it/s]
 11%|#         | 83/781 [00:04<00:38, 17.91it/s]
 11%|#         | 85/781 [00:04<00:38, 17.91it/s]
 11%|#1        | 87/781 [00:04<00:39, 17.54it/s]
 11%|#1        | 89/781 [00:04<00:39, 17.40it/s]
 12%|#1        | 91/781 [00:04<00:39, 17.44it/s]
 12%|#1        | 93/781 [00:04<00:39, 17.43it/s]
 12%|#2        | 95/781 [00:04<00:40, 17.05it/s]
 12%|#2        | 97/781 [00:05<00:38, 17.76it/s]
 13%|#2        | 99/781 [00:05<00:37, 18.37it/s]
 13%|#2        | 101/781 [00:05<00:37, 18.19it/s]
 13%|#3        | 104/781 [00:05<00:35, 18.84it/s]
 14%|#3        | 106/781 [00:05<00:35, 18.81it/s]
 14%|#3        | 108/781 [00:05<00:35, 18.86it/s]
 14%|#4        | 110/781 [00:05<00:35, 18.82it/s]
 14%|#4        | 112/781 [00:05<00:36, 18.46it/s]
 15%|#4        | 114/781 [00:05<00:35, 18.59it/s]
 15%|#4        | 116/781 [00:06<00:35, 18.57it/s]
 15%|#5        | 118/781 [00:06<00:35, 18.88it/s]
 15%|#5        | 121/781 [00:06<00:33, 19.45it/s]
 16%|#5        | 124/781 [00:06<00:33, 19.65it/s]
 16%|#6        | 127/781 [00:06<00:32, 19.86it/s]
 17%|#6        | 130/781 [00:06<00:32, 19.83it/s]
 17%|#7        | 133/781 [00:06<00:32, 19.96it/s]
 17%|#7        | 136/781 [00:07<00:32, 20.02it/s]
 18%|#7        | 139/781 [00:07<00:32, 20.02it/s]
 18%|#8        | 141/781 [00:07<00:32, 19.76it/s]
 18%|#8        | 143/781 [00:07<00:32, 19.68it/s]
 19%|#8        | 146/781 [00:07<00:31, 19.88it/s]
 19%|#9        | 149/781 [00:07<00:31, 19.90it/s]
 19%|#9        | 152/781 [00:07<00:31, 20.01it/s]
 20%|#9        | 154/781 [00:07<00:31, 19.81it/s]
 20%|##        | 157/781 [00:08<00:31, 19.96it/s]
 20%|##        | 159/781 [00:08<00:31, 19.79it/s]
 21%|##        | 162/781 [00:08<00:30, 19.97it/s]
 21%|##        | 164/781 [00:08<00:31, 19.85it/s]
 21%|##1       | 167/781 [00:08<00:30, 19.97it/s]
 22%|##1       | 170/781 [00:08<00:30, 20.14it/s]
 22%|##2       | 173/781 [00:08<00:30, 20.15it/s]
 23%|##2       | 176/781 [00:09<00:30, 20.16it/s]
 23%|##2       | 179/781 [00:09<00:29, 20.11it/s]
 23%|##3       | 182/781 [00:09<00:29, 20.24it/s]
 24%|##3       | 185/781 [00:09<00:29, 20.18it/s]
 24%|##4       | 188/781 [00:09<00:29, 20.01it/s]
 24%|##4       | 191/781 [00:09<00:29, 20.18it/s]
 25%|##4       | 194/781 [00:09<00:29, 20.13it/s]
 25%|##5       | 197/781 [00:10<00:28, 20.21it/s]
 26%|##5       | 200/781 [00:10<00:28, 20.30it/s]
 26%|##5       | 203/781 [00:10<00:28, 20.43it/s]
 26%|##6       | 206/781 [00:10<00:28, 20.49it/s]
 27%|##6       | 209/781 [00:10<00:28, 20.36it/s]
 27%|##7       | 212/781 [00:10<00:27, 20.42it/s]
 28%|##7       | 215/781 [00:11<00:27, 20.30it/s]
 28%|##7       | 218/781 [00:11<00:27, 20.36it/s]
 28%|##8       | 221/781 [00:11<00:27, 20.44it/s]
 29%|##8       | 224/781 [00:11<00:27, 20.38it/s]
 29%|##9       | 227/781 [00:11<00:27, 20.31it/s]
 29%|##9       | 230/781 [00:11<00:27, 20.09it/s]
 30%|##9       | 233/781 [00:11<00:27, 20.05it/s]
 30%|###       | 236/781 [00:12<00:27, 19.90it/s]
 31%|###       | 239/781 [00:12<00:27, 20.01it/s]
 31%|###       | 242/781 [00:12<00:26, 20.15it/s]
 31%|###1      | 245/781 [00:12<00:26, 20.29it/s]
 32%|###1      | 248/781 [00:12<00:26, 20.33it/s]
 32%|###2      | 251/781 [00:12<00:26, 20.26it/s]
 33%|###2      | 254/781 [00:12<00:26, 20.26it/s]
 33%|###2      | 257/781 [00:13<00:25, 20.17it/s]
 33%|###3      | 260/781 [00:13<00:25, 20.10it/s]
 34%|###3      | 263/781 [00:13<00:25, 20.07it/s]
 34%|###4      | 266/781 [00:13<00:25, 20.19it/s]
 34%|###4      | 269/781 [00:13<00:25, 20.29it/s]
 35%|###4      | 272/781 [00:13<00:24, 20.42it/s]
 35%|###5      | 275/781 [00:13<00:24, 20.31it/s]
 36%|###5      | 278/781 [00:14<00:24, 20.23it/s]
 36%|###5      | 281/781 [00:14<00:24, 20.16it/s]
 36%|###6      | 284/781 [00:14<00:25, 19.79it/s]
 37%|###6      | 287/781 [00:14<00:24, 20.05it/s]
 37%|###7      | 290/781 [00:14<00:24, 20.24it/s]
 38%|###7      | 293/781 [00:14<00:24, 20.13it/s]
 38%|###7      | 296/781 [00:15<00:24, 19.84it/s]
 38%|###8      | 298/781 [00:15<00:25, 19.13it/s]
 38%|###8      | 300/781 [00:15<00:25, 18.54it/s]
 39%|###8      | 302/781 [00:15<00:26, 18.28it/s]
 39%|###8      | 304/781 [00:15<00:26, 17.99it/s]
 39%|###9      | 306/781 [00:15<00:26, 17.94it/s]
 39%|###9      | 308/781 [00:15<00:26, 17.82it/s]
 40%|###9      | 310/781 [00:15<00:26, 17.80it/s]
 40%|###9      | 312/781 [00:15<00:26, 17.80it/s]
 40%|####      | 314/781 [00:16<00:26, 17.73it/s]
 40%|####      | 316/781 [00:16<00:26, 17.74it/s]
 41%|####      | 318/781 [00:16<00:26, 17.67it/s]
 41%|####      | 320/781 [00:16<00:26, 17.52it/s]
 41%|####1     | 322/781 [00:16<00:26, 17.54it/s]
 41%|####1     | 324/781 [00:16<00:25, 17.67it/s]
 42%|####1     | 326/781 [00:16<00:25, 17.82it/s]
 42%|####1     | 328/781 [00:16<00:25, 17.84it/s]
 42%|####2     | 330/781 [00:16<00:25, 17.68it/s]
 43%|####2     | 332/781 [00:17<00:25, 17.67it/s]
 43%|####2     | 334/781 [00:17<00:25, 17.81it/s]
 43%|####3     | 336/781 [00:17<00:25, 17.74it/s]
 43%|####3     | 338/781 [00:17<00:24, 17.74it/s]
 44%|####3     | 340/781 [00:17<00:25, 17.59it/s]
 44%|####3     | 342/781 [00:17<00:24, 17.72it/s]
 44%|####4     | 344/781 [00:17<00:24, 17.87it/s]
 44%|####4     | 346/781 [00:17<00:23, 18.38it/s]
 45%|####4     | 348/781 [00:17<00:23, 18.79it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.32it/s]
 45%|####5     | 354/781 [00:18<00:21, 19.66it/s]
 46%|####5     | 357/781 [00:18<00:21, 19.88it/s]
 46%|####5     | 359/781 [00:18<00:21, 19.71it/s]
 46%|####6     | 362/781 [00:18<00:20, 19.95it/s]
 47%|####6     | 365/781 [00:18<00:20, 20.14it/s]
 47%|####7     | 368/781 [00:18<00:20, 20.31it/s]
 48%|####7     | 371/781 [00:19<00:20, 20.26it/s]
 48%|####7     | 374/781 [00:19<00:19, 20.36it/s]
 48%|####8     | 377/781 [00:19<00:19, 20.40it/s]
 49%|####8     | 380/781 [00:19<00:19, 20.33it/s]
 49%|####9     | 383/781 [00:19<00:19, 20.12it/s]
 49%|####9     | 386/781 [00:19<00:19, 20.18it/s]
 50%|####9     | 389/781 [00:19<00:19, 20.27it/s]
 50%|#####     | 392/781 [00:20<00:19, 20.26it/s]
 51%|#####     | 395/781 [00:20<00:19, 20.31it/s]
 51%|#####     | 398/781 [00:20<00:18, 20.36it/s]
 51%|#####1    | 401/781 [00:20<00:18, 20.40it/s]
 52%|#####1    | 404/781 [00:20<00:18, 20.31it/s]
 52%|#####2    | 407/781 [00:20<00:18, 20.26it/s]
 52%|#####2    | 410/781 [00:21<00:18, 20.36it/s]
 53%|#####2    | 413/781 [00:21<00:18, 20.36it/s]
 53%|#####3    | 416/781 [00:21<00:17, 20.41it/s]
 54%|#####3    | 419/781 [00:21<00:17, 20.36it/s]
 54%|#####4    | 422/781 [00:21<00:17, 20.40it/s]
 54%|#####4    | 425/781 [00:21<00:17, 20.39it/s]
 55%|#####4    | 428/781 [00:21<00:17, 20.11it/s]
 55%|#####5    | 431/781 [00:22<00:17, 20.03it/s]
 56%|#####5    | 434/781 [00:22<00:17, 20.23it/s]
 56%|#####5    | 437/781 [00:22<00:16, 20.31it/s]
 56%|#####6    | 440/781 [00:22<00:16, 20.39it/s]
 57%|#####6    | 443/781 [00:22<00:16, 20.08it/s]
 57%|#####7    | 446/781 [00:22<00:16, 20.11it/s]
 57%|#####7    | 449/781 [00:22<00:16, 20.25it/s]
 58%|#####7    | 452/781 [00:23<00:16, 20.28it/s]
 58%|#####8    | 455/781 [00:23<00:16, 20.29it/s]
 59%|#####8    | 458/781 [00:23<00:15, 20.44it/s]
 59%|#####9    | 461/781 [00:23<00:15, 20.51it/s]
 59%|#####9    | 464/781 [00:23<00:15, 20.30it/s]
 60%|#####9    | 467/781 [00:23<00:15, 20.46it/s]
 60%|######    | 470/781 [00:23<00:15, 20.40it/s]
 61%|######    | 473/781 [00:24<00:15, 20.37it/s]
 61%|######    | 476/781 [00:24<00:15, 20.32it/s]
 61%|######1   | 479/781 [00:24<00:14, 20.40it/s]
 62%|######1   | 482/781 [00:24<00:14, 20.20it/s]
 62%|######2   | 485/781 [00:24<00:14, 20.33it/s]
 62%|######2   | 488/781 [00:24<00:14, 20.41it/s]
 63%|######2   | 491/781 [00:24<00:14, 20.43it/s]
 63%|######3   | 494/781 [00:25<00:14, 20.06it/s]
 64%|######3   | 497/781 [00:25<00:14, 20.15it/s]
 64%|######4   | 500/781 [00:25<00:13, 20.10it/s]
 64%|######4   | 503/781 [00:25<00:13, 19.91it/s]
 65%|######4   | 506/781 [00:25<00:13, 19.74it/s]
 65%|######5   | 508/781 [00:25<00:13, 19.74it/s]
 65%|######5   | 511/781 [00:25<00:13, 19.96it/s]
 66%|######5   | 514/781 [00:26<00:13, 20.05it/s]
 66%|######6   | 517/781 [00:26<00:13, 20.03it/s]
 67%|######6   | 520/781 [00:26<00:12, 20.13it/s]
 67%|######6   | 523/781 [00:26<00:12, 20.04it/s]
 67%|######7   | 526/781 [00:26<00:12, 20.06it/s]
 68%|######7   | 529/781 [00:26<00:12, 20.14it/s]
 68%|######8   | 532/781 [00:27<00:12, 19.99it/s]
 68%|######8   | 534/781 [00:27<00:12, 19.99it/s]
 69%|######8   | 536/781 [00:27<00:12, 19.94it/s]
 69%|######8   | 538/781 [00:27<00:12, 19.70it/s]
 69%|######9   | 540/781 [00:27<00:12, 19.28it/s]
 69%|######9   | 542/781 [00:27<00:12, 19.07it/s]
 70%|######9   | 544/781 [00:27<00:12, 18.83it/s]
 70%|######9   | 546/781 [00:27<00:12, 18.57it/s]
 70%|#######   | 548/781 [00:27<00:12, 18.37it/s]
 70%|#######   | 550/781 [00:28<00:12, 18.17it/s]
 71%|#######   | 552/781 [00:28<00:12, 17.97it/s]
 71%|#######   | 554/781 [00:28<00:12, 18.07it/s]
 71%|#######1  | 556/781 [00:28<00:12, 18.05it/s]
 71%|#######1  | 558/781 [00:28<00:12, 17.78it/s]
 72%|#######1  | 560/781 [00:28<00:12, 17.33it/s]
 72%|#######1  | 562/781 [00:28<00:12, 17.54it/s]
 72%|#######2  | 564/781 [00:28<00:12, 17.40it/s]
 72%|#######2  | 566/781 [00:28<00:12, 17.61it/s]
 73%|#######2  | 568/781 [00:29<00:12, 17.59it/s]
 73%|#######2  | 570/781 [00:29<00:11, 17.97it/s]
 73%|#######3  | 572/781 [00:29<00:11, 17.71it/s]
 73%|#######3  | 574/781 [00:29<00:11, 17.69it/s]
 74%|#######3  | 576/781 [00:29<00:11, 18.16it/s]
 74%|#######4  | 578/781 [00:29<00:11, 18.07it/s]
 74%|#######4  | 580/781 [00:29<00:10, 18.32it/s]
 75%|#######4  | 582/781 [00:29<00:11, 18.05it/s]
 75%|#######4  | 584/781 [00:29<00:10, 18.31it/s]
 75%|#######5  | 586/781 [00:30<00:10, 17.83it/s]
 75%|#######5  | 588/781 [00:30<00:10, 18.31it/s]
 76%|#######5  | 590/781 [00:30<00:10, 18.28it/s]
 76%|#######5  | 592/781 [00:30<00:10, 18.12it/s]
 76%|#######6  | 595/781 [00:30<00:09, 18.68it/s]
 76%|#######6  | 597/781 [00:30<00:09, 18.78it/s]
 77%|#######6  | 599/781 [00:30<00:09, 18.87it/s]
 77%|#######6  | 601/781 [00:30<00:09, 18.45it/s]
 77%|#######7  | 603/781 [00:30<00:09, 18.80it/s]
 78%|#######7  | 606/781 [00:31<00:09, 19.34it/s]
 78%|#######7  | 609/781 [00:31<00:08, 19.56it/s]
 78%|#######8  | 611/781 [00:31<00:08, 19.33it/s]
 78%|#######8  | 613/781 [00:31<00:08, 19.39it/s]
 79%|#######8  | 615/781 [00:31<00:08, 19.39it/s]
 79%|#######9  | 617/781 [00:31<00:08, 19.40it/s]
 79%|#######9  | 619/781 [00:31<00:08, 19.32it/s]
 80%|#######9  | 621/781 [00:31<00:08, 19.51it/s]
 80%|#######9  | 624/781 [00:32<00:07, 19.91it/s]
 80%|########  | 627/781 [00:32<00:07, 20.00it/s]
 81%|########  | 629/781 [00:32<00:07, 19.97it/s]
 81%|########  | 631/781 [00:32<00:07, 19.95it/s]
 81%|########1 | 634/781 [00:32<00:07, 20.18it/s]
 82%|########1 | 637/781 [00:32<00:07, 20.34it/s]
 82%|########1 | 640/781 [00:32<00:06, 20.43it/s]
 82%|########2 | 643/781 [00:32<00:06, 20.44it/s]
 83%|########2 | 646/781 [00:33<00:06, 20.51it/s]
 83%|########3 | 649/781 [00:33<00:06, 20.51it/s]
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 84%|########3 | 655/781 [00:33<00:06, 20.48it/s]
 84%|########4 | 658/781 [00:33<00:06, 20.46it/s]
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 85%|########5 | 664/781 [00:33<00:05, 20.44it/s]
 85%|########5 | 667/781 [00:34<00:05, 20.43it/s]
 86%|########5 | 670/781 [00:34<00:05, 20.49it/s]
 86%|########6 | 673/781 [00:34<00:05, 20.38it/s]
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 87%|########7 | 682/781 [00:34<00:04, 20.13it/s]
 88%|########7 | 685/781 [00:35<00:04, 20.23it/s]
 88%|########8 | 688/781 [00:35<00:04, 20.06it/s]
 88%|########8 | 691/781 [00:35<00:04, 20.08it/s]
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 89%|########9 | 697/781 [00:35<00:04, 20.19it/s]
 90%|########9 | 700/781 [00:35<00:04, 20.10it/s]
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 91%|######### | 708/781 [00:36<00:03, 19.97it/s]
 91%|#########1| 711/781 [00:36<00:03, 19.80it/s]
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 92%|#########2| 721/781 [00:36<00:03, 19.66it/s]
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 93%|#########3| 727/781 [00:37<00:02, 18.54it/s]
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 94%|#########3| 731/781 [00:37<00:02, 18.65it/s]
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100%|##########| 781/781 [00:40<00:00, 19.44it/s]




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 62%|######2   | 98/157 [00:06<00:03, 15.60it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.61it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.69it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.54it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.53it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.25it/s]
 70%|#######   | 110/157 [00:07<00:03, 15.47it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.52it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.61it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.70it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.70it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.69it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.36it/s]
 79%|#######8  | 124/157 [00:08<00:02, 15.47it/s]
 80%|########  | 126/157 [00:08<00:01, 15.55it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.59it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.60it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.45it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.54it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.60it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.67it/s]
 89%|########9 | 140/157 [00:09<00:01, 15.59it/s]
 90%|######### | 142/157 [00:09<00:00, 15.63it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.58it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.49it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.44it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.42it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.50it/s]
 98%|#########8| 154/157 [00:09<00:00, 15.43it/s]
 99%|#########9| 156/157 [00:10<00:00, 15.47it/s]
100%|##########| 157/157 [00:10<00:00, 15.54it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:51, 15.27it/s]
  1%|          | 4/781 [00:00<00:46, 16.62it/s]
  1%|          | 6/781 [00:00<00:45, 16.97it/s]
  1%|1         | 8/781 [00:00<00:44, 17.38it/s]
  1%|1         | 10/781 [00:00<00:43, 17.63it/s]
  2%|1         | 12/781 [00:00<00:43, 17.62it/s]
  2%|1         | 14/781 [00:00<00:44, 17.42it/s]
  2%|2         | 16/781 [00:00<00:43, 17.66it/s]
  2%|2         | 18/781 [00:01<00:42, 17.83it/s]
  3%|2         | 20/781 [00:01<00:43, 17.31it/s]
  3%|2         | 22/781 [00:01<00:43, 17.56it/s]
  3%|3         | 24/781 [00:01<00:42, 17.64it/s]
  3%|3         | 26/781 [00:01<00:42, 17.84it/s]
  4%|3         | 28/781 [00:01<00:41, 17.98it/s]
  4%|3         | 30/781 [00:01<00:41, 18.12it/s]
  4%|4         | 32/781 [00:01<00:41, 18.18it/s]
  4%|4         | 34/781 [00:01<00:41, 18.19it/s]
  5%|4         | 36/781 [00:02<00:41, 18.11it/s]
  5%|4         | 38/781 [00:02<00:41, 17.97it/s]
  5%|5         | 40/781 [00:02<00:41, 17.94it/s]
  5%|5         | 42/781 [00:02<00:41, 17.84it/s]
  6%|5         | 44/781 [00:02<00:41, 17.78it/s]
  6%|5         | 46/781 [00:02<00:40, 17.95it/s]
  6%|6         | 48/781 [00:02<00:41, 17.81it/s]
  6%|6         | 50/781 [00:02<00:41, 17.76it/s]
  7%|6         | 52/781 [00:02<00:41, 17.61it/s]
  7%|6         | 54/781 [00:03<00:41, 17.66it/s]
  7%|7         | 56/781 [00:03<00:40, 17.69it/s]
  7%|7         | 58/781 [00:03<00:40, 17.75it/s]
  8%|7         | 60/781 [00:03<00:40, 17.72it/s]
  8%|7         | 62/781 [00:03<00:40, 17.75it/s]
  8%|8         | 64/781 [00:03<00:40, 17.76it/s]
  8%|8         | 66/781 [00:03<00:40, 17.80it/s]
  9%|8         | 68/781 [00:03<00:39, 17.84it/s]
  9%|8         | 70/781 [00:03<00:39, 17.86it/s]
  9%|9         | 72/781 [00:04<00:39, 17.87it/s]
  9%|9         | 74/781 [00:04<00:39, 17.81it/s]
 10%|9         | 76/781 [00:04<00:39, 17.80it/s]
 10%|9         | 78/781 [00:04<00:39, 17.74it/s]
 10%|#         | 80/781 [00:04<00:39, 17.74it/s]
 10%|#         | 82/781 [00:04<00:39, 17.70it/s]
 11%|#         | 84/781 [00:04<00:39, 17.59it/s]
 11%|#1        | 86/781 [00:04<00:39, 17.60it/s]
 11%|#1        | 88/781 [00:04<00:39, 17.47it/s]
 12%|#1        | 90/781 [00:05<00:39, 17.60it/s]
 12%|#1        | 92/781 [00:05<00:39, 17.53it/s]
 12%|#2        | 94/781 [00:05<00:39, 17.57it/s]
 12%|#2        | 96/781 [00:05<00:39, 17.28it/s]
 13%|#2        | 98/781 [00:05<00:39, 17.49it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.65it/s]
 13%|#3        | 102/781 [00:05<00:38, 17.79it/s]
 13%|#3        | 104/781 [00:05<00:38, 17.81it/s]
 14%|#3        | 106/781 [00:05<00:38, 17.68it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.80it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.82it/s]
 14%|#4        | 112/781 [00:06<00:37, 18.04it/s]
 15%|#4        | 114/781 [00:06<00:37, 18.03it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.22it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.02it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.05it/s]
 16%|#5        | 122/781 [00:06<00:36, 18.25it/s]
 16%|#5        | 124/781 [00:06<00:36, 18.15it/s]
 16%|#6        | 126/781 [00:07<00:36, 18.17it/s]
 16%|#6        | 128/781 [00:07<00:35, 18.32it/s]
 17%|#6        | 130/781 [00:07<00:35, 18.27it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.18it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.16it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.16it/s]
 18%|#7        | 138/781 [00:07<00:35, 17.89it/s]
 18%|#7        | 140/781 [00:07<00:36, 17.60it/s]
 18%|#8        | 142/781 [00:07<00:36, 17.40it/s]
 18%|#8        | 144/781 [00:08<00:36, 17.39it/s]
 19%|#8        | 146/781 [00:08<00:36, 17.60it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.65it/s]
 19%|#9        | 150/781 [00:08<00:35, 17.57it/s]
 19%|#9        | 152/781 [00:08<00:35, 17.55it/s]
 20%|#9        | 154/781 [00:08<00:35, 17.70it/s]
 20%|#9        | 156/781 [00:08<00:35, 17.76it/s]
 20%|##        | 158/781 [00:08<00:35, 17.66it/s]
 20%|##        | 160/781 [00:09<00:35, 17.62it/s]
 21%|##        | 162/781 [00:09<00:35, 17.65it/s]
 21%|##        | 164/781 [00:09<00:34, 17.76it/s]
 21%|##1       | 166/781 [00:09<00:34, 17.86it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.82it/s]
 22%|##1       | 170/781 [00:09<00:34, 17.83it/s]
 22%|##2       | 172/781 [00:09<00:34, 17.81it/s]
 22%|##2       | 174/781 [00:09<00:34, 17.77it/s]
 23%|##2       | 176/781 [00:09<00:34, 17.65it/s]
 23%|##2       | 178/781 [00:10<00:34, 17.59it/s]
 23%|##3       | 180/781 [00:10<00:34, 17.49it/s]
 23%|##3       | 182/781 [00:10<00:34, 17.42it/s]
 24%|##3       | 184/781 [00:10<00:34, 17.40it/s]
 24%|##3       | 186/781 [00:10<00:33, 17.58it/s]
 24%|##4       | 188/781 [00:10<00:33, 17.65it/s]
 24%|##4       | 190/781 [00:10<00:33, 17.82it/s]
 25%|##4       | 192/781 [00:10<00:32, 17.94it/s]
 25%|##4       | 194/781 [00:10<00:33, 17.64it/s]
 25%|##5       | 196/781 [00:11<00:34, 17.13it/s]
 25%|##5       | 198/781 [00:11<00:33, 17.26it/s]
 26%|##5       | 200/781 [00:11<00:34, 16.95it/s]
 26%|##5       | 202/781 [00:11<00:33, 17.23it/s]
 26%|##6       | 204/781 [00:11<00:33, 17.30it/s]
 26%|##6       | 206/781 [00:11<00:33, 17.36it/s]
 27%|##6       | 208/781 [00:11<00:32, 17.58it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.05it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.11it/s]
 27%|##7       | 214/781 [00:12<00:31, 18.18it/s]
 28%|##7       | 216/781 [00:12<00:30, 18.56it/s]
 28%|##7       | 218/781 [00:12<00:30, 18.38it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.66it/s]
 28%|##8       | 222/781 [00:12<00:29, 18.97it/s]
 29%|##8       | 224/781 [00:12<00:28, 19.26it/s]
 29%|##9       | 227/781 [00:12<00:28, 19.62it/s]
 29%|##9       | 230/781 [00:12<00:27, 19.96it/s]
 30%|##9       | 233/781 [00:13<00:27, 20.07it/s]
 30%|###       | 236/781 [00:13<00:26, 20.22it/s]
 31%|###       | 239/781 [00:13<00:26, 20.25it/s]
 31%|###       | 242/781 [00:13<00:26, 20.41it/s]
 31%|###1      | 245/781 [00:13<00:26, 20.39it/s]
 32%|###1      | 248/781 [00:13<00:26, 20.43it/s]
 32%|###2      | 251/781 [00:13<00:25, 20.44it/s]
 33%|###2      | 254/781 [00:14<00:26, 20.04it/s]
 33%|###2      | 257/781 [00:14<00:26, 20.10it/s]
 33%|###3      | 260/781 [00:14<00:25, 20.29it/s]
 34%|###3      | 263/781 [00:14<00:25, 20.42it/s]
 34%|###4      | 266/781 [00:14<00:25, 20.47it/s]
 34%|###4      | 269/781 [00:14<00:25, 20.26it/s]
 35%|###4      | 272/781 [00:14<00:25, 20.35it/s]
 35%|###5      | 275/781 [00:15<00:24, 20.36it/s]
 36%|###5      | 278/781 [00:15<00:24, 20.42it/s]
 36%|###5      | 281/781 [00:15<00:24, 20.48it/s]
 36%|###6      | 284/781 [00:15<00:24, 20.60it/s]
 37%|###6      | 287/781 [00:15<00:23, 20.59it/s]
 37%|###7      | 290/781 [00:15<00:23, 20.62it/s]
 38%|###7      | 293/781 [00:15<00:23, 20.34it/s]
 38%|###7      | 296/781 [00:16<00:23, 20.26it/s]
 38%|###8      | 299/781 [00:16<00:23, 20.39it/s]
 39%|###8      | 302/781 [00:16<00:23, 20.46it/s]
 39%|###9      | 305/781 [00:16<00:23, 20.56it/s]
 39%|###9      | 308/781 [00:16<00:22, 20.60it/s]
 40%|###9      | 311/781 [00:16<00:22, 20.70it/s]
 40%|####      | 314/781 [00:16<00:22, 20.63it/s]
 41%|####      | 317/781 [00:17<00:22, 20.43it/s]
 41%|####      | 320/781 [00:17<00:22, 20.36it/s]
 41%|####1     | 323/781 [00:17<00:22, 20.45it/s]
 42%|####1     | 326/781 [00:17<00:22, 20.53it/s]
 42%|####2     | 329/781 [00:17<00:22, 20.53it/s]
 43%|####2     | 332/781 [00:17<00:22, 20.27it/s]
 43%|####2     | 335/781 [00:18<00:22, 19.99it/s]
 43%|####3     | 338/781 [00:18<00:22, 20.10it/s]
 44%|####3     | 341/781 [00:18<00:21, 20.18it/s]
 44%|####4     | 344/781 [00:18<00:21, 20.13it/s]
 44%|####4     | 347/781 [00:18<00:21, 19.96it/s]
 45%|####4     | 349/781 [00:18<00:21, 19.71it/s]
 45%|####4     | 351/781 [00:18<00:22, 19.27it/s]
 45%|####5     | 353/781 [00:18<00:22, 18.90it/s]
 45%|####5     | 355/781 [00:19<00:22, 18.74it/s]
 46%|####5     | 357/781 [00:19<00:22, 18.76it/s]
 46%|####5     | 359/781 [00:19<00:22, 18.42it/s]
 46%|####6     | 361/781 [00:19<00:22, 18.79it/s]
 46%|####6     | 363/781 [00:19<00:21, 19.09it/s]
 47%|####6     | 365/781 [00:19<00:21, 19.12it/s]
 47%|####7     | 368/781 [00:19<00:21, 19.42it/s]
 47%|####7     | 370/781 [00:19<00:21, 19.15it/s]
 48%|####7     | 372/781 [00:19<00:21, 18.71it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.37it/s]
 48%|####8     | 376/781 [00:20<00:21, 18.77it/s]
 48%|####8     | 378/781 [00:20<00:21, 18.48it/s]
 49%|####8     | 380/781 [00:20<00:22, 17.99it/s]
 49%|####8     | 382/781 [00:20<00:22, 17.92it/s]
 49%|####9     | 384/781 [00:20<00:22, 17.87it/s]
 49%|####9     | 386/781 [00:20<00:22, 17.92it/s]
 50%|####9     | 388/781 [00:20<00:22, 17.86it/s]
 50%|####9     | 390/781 [00:20<00:22, 17.67it/s]
 50%|#####     | 392/781 [00:21<00:22, 17.63it/s]
 50%|#####     | 394/781 [00:21<00:21, 17.69it/s]
 51%|#####     | 396/781 [00:21<00:21, 17.69it/s]
 51%|#####     | 398/781 [00:21<00:21, 17.68it/s]
 51%|#####1    | 400/781 [00:21<00:22, 17.09it/s]
 51%|#####1    | 402/781 [00:21<00:22, 16.73it/s]
 52%|#####1    | 404/781 [00:21<00:22, 17.03it/s]
 52%|#####1    | 406/781 [00:21<00:21, 17.29it/s]
 52%|#####2    | 408/781 [00:22<00:21, 17.50it/s]
 52%|#####2    | 410/781 [00:22<00:21, 17.50it/s]
 53%|#####2    | 412/781 [00:22<00:21, 17.55it/s]
 53%|#####3    | 414/781 [00:22<00:21, 17.44it/s]
 53%|#####3    | 416/781 [00:22<00:21, 17.36it/s]
 54%|#####3    | 418/781 [00:22<00:20, 17.43it/s]
 54%|#####3    | 420/781 [00:22<00:20, 17.49it/s]
 54%|#####4    | 422/781 [00:22<00:20, 17.49it/s]
 54%|#####4    | 424/781 [00:22<00:20, 17.55it/s]
 55%|#####4    | 426/781 [00:23<00:19, 17.77it/s]
 55%|#####4    | 428/781 [00:23<00:19, 17.92it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.04it/s]
 55%|#####5    | 432/781 [00:23<00:19, 17.97it/s]
 56%|#####5    | 434/781 [00:23<00:19, 17.99it/s]
 56%|#####5    | 436/781 [00:23<00:19, 17.94it/s]
 56%|#####6    | 438/781 [00:23<00:18, 18.07it/s]
 56%|#####6    | 440/781 [00:23<00:18, 18.09it/s]
 57%|#####6    | 442/781 [00:23<00:18, 18.16it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.22it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.25it/s]
 57%|#####7    | 448/781 [00:24<00:18, 18.31it/s]
 58%|#####7    | 450/781 [00:24<00:18, 18.22it/s]
 58%|#####7    | 452/781 [00:24<00:18, 18.23it/s]
 58%|#####8    | 454/781 [00:24<00:18, 18.15it/s]
 58%|#####8    | 456/781 [00:24<00:17, 18.23it/s]
 59%|#####8    | 458/781 [00:24<00:17, 18.23it/s]
 59%|#####8    | 460/781 [00:24<00:17, 18.28it/s]
 59%|#####9    | 462/781 [00:25<00:17, 18.30it/s]
 59%|#####9    | 464/781 [00:25<00:17, 18.31it/s]
 60%|#####9    | 466/781 [00:25<00:17, 18.21it/s]
 60%|#####9    | 468/781 [00:25<00:17, 18.15it/s]
 60%|######    | 470/781 [00:25<00:17, 18.00it/s]
 60%|######    | 472/781 [00:25<00:17, 17.91it/s]
 61%|######    | 474/781 [00:25<00:17, 17.82it/s]
 61%|######    | 476/781 [00:25<00:17, 17.80it/s]
 61%|######1   | 478/781 [00:25<00:16, 17.84it/s]
 61%|######1   | 480/781 [00:26<00:16, 17.84it/s]
 62%|######1   | 482/781 [00:26<00:16, 17.84it/s]
 62%|######1   | 484/781 [00:26<00:16, 17.80it/s]
 62%|######2   | 486/781 [00:26<00:16, 17.83it/s]
 62%|######2   | 488/781 [00:26<00:16, 17.84it/s]
 63%|######2   | 490/781 [00:26<00:16, 17.84it/s]
 63%|######2   | 492/781 [00:26<00:16, 17.93it/s]
 63%|######3   | 494/781 [00:26<00:16, 17.84it/s]
 64%|######3   | 496/781 [00:26<00:15, 17.91it/s]
 64%|######3   | 498/781 [00:27<00:15, 17.92it/s]
 64%|######4   | 500/781 [00:27<00:15, 17.66it/s]
 64%|######4   | 502/781 [00:27<00:15, 17.92it/s]
 65%|######4   | 504/781 [00:27<00:15, 18.06it/s]
 65%|######4   | 506/781 [00:27<00:15, 18.13it/s]
 65%|######5   | 508/781 [00:27<00:15, 17.96it/s]
 65%|######5   | 510/781 [00:27<00:15, 18.02it/s]
 66%|######5   | 512/781 [00:27<00:14, 18.09it/s]
 66%|######5   | 514/781 [00:27<00:14, 18.02it/s]
 66%|######6   | 516/781 [00:28<00:14, 18.06it/s]
 66%|######6   | 518/781 [00:28<00:14, 17.98it/s]
 67%|######6   | 520/781 [00:28<00:14, 17.87it/s]
 67%|######6   | 522/781 [00:28<00:14, 17.83it/s]
 67%|######7   | 524/781 [00:28<00:14, 17.91it/s]
 67%|######7   | 526/781 [00:28<00:14, 17.95it/s]
 68%|######7   | 528/781 [00:28<00:14, 18.00it/s]
 68%|######7   | 530/781 [00:28<00:14, 17.61it/s]
 68%|######8   | 532/781 [00:28<00:14, 17.73it/s]
 68%|######8   | 534/781 [00:29<00:13, 17.85it/s]
 69%|######8   | 536/781 [00:29<00:13, 17.57it/s]
 69%|######8   | 538/781 [00:29<00:13, 17.84it/s]
 69%|######9   | 540/781 [00:29<00:13, 17.56it/s]
 69%|######9   | 542/781 [00:29<00:13, 17.53it/s]
 70%|######9   | 544/781 [00:29<00:13, 17.61it/s]
 70%|######9   | 546/781 [00:29<00:13, 17.86it/s]
 70%|#######   | 548/781 [00:29<00:13, 17.78it/s]
 70%|#######   | 550/781 [00:29<00:12, 17.85it/s]
 71%|#######   | 552/781 [00:30<00:12, 18.02it/s]
 71%|#######   | 554/781 [00:30<00:12, 18.11it/s]
 71%|#######1  | 556/781 [00:30<00:12, 18.08it/s]
 71%|#######1  | 558/781 [00:30<00:12, 18.12it/s]
 72%|#######1  | 560/781 [00:30<00:12, 18.03it/s]
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100%|##########| 781/781 [00:42<00:00, 18.24it/s]




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Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  84%|########4 | 37/44 [00:45<00:09,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:07,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:07,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:08,  1.33s/it]
Validation Progress:  86%|########6 | 38/44 [00:47<00:07,  1.33s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.31s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.31s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.31s/it]
Validation Progress:  89%|########8 | 39/44 [00:48<00:06,  1.31s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  91%|######### | 40/44 [00:49<00:05,  1.28s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  93%|#########3| 41/44 [00:50<00:03,  1.32s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  95%|#########5| 42/44 [00:52<00:02,  1.27s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.28s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.28s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.28s/it]
Validation Progress:  98%|#########7| 43/44 [00:53<00:01,  1.28s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.06s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.06s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.06s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.23s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.07s/it]
Validation Progress: 100%|##########| 44/44 [00:53<00:00,  1.23s/it]

  0%|          | 0/1 [00:00<?, ?it/s]
100%|##########| 1/1 [00:23<00:00, 23.45s/it]
100%|##########| 1/1 [00:23<00:00, 23.45s/it]

  0%|          | 0/157 [00:00<?, ?it/s]
  1%|1         | 2/157 [00:00<00:11, 13.17it/s]
  3%|2         | 4/157 [00:00<00:10, 14.20it/s]
  4%|3         | 6/157 [00:00<00:10, 14.71it/s]
  5%|5         | 8/157 [00:00<00:09, 15.10it/s]
  6%|6         | 10/157 [00:00<00:09, 15.33it/s]
  8%|7         | 12/157 [00:00<00:09, 15.37it/s]
  9%|8         | 14/157 [00:00<00:09, 15.47it/s]
 10%|#         | 16/157 [00:01<00:09, 15.41it/s]
 11%|#1        | 18/157 [00:01<00:09, 15.38it/s]
 13%|#2        | 20/157 [00:01<00:08, 15.35it/s]
 14%|#4        | 22/157 [00:01<00:08, 15.38it/s]
 15%|#5        | 24/157 [00:01<00:08, 15.49it/s]
 17%|#6        | 26/157 [00:01<00:08, 15.46it/s]
 18%|#7        | 28/157 [00:01<00:08, 15.48it/s]
 19%|#9        | 30/157 [00:01<00:08, 15.39it/s]
 20%|##        | 32/157 [00:02<00:08, 15.42it/s]
 22%|##1       | 34/157 [00:02<00:07, 15.46it/s]
 23%|##2       | 36/157 [00:02<00:07, 15.48it/s]
 24%|##4       | 38/157 [00:02<00:07, 15.47it/s]
 25%|##5       | 40/157 [00:02<00:07, 15.55it/s]
 27%|##6       | 42/157 [00:02<00:07, 15.58it/s]
 28%|##8       | 44/157 [00:02<00:07, 15.64it/s]
 29%|##9       | 46/157 [00:02<00:07, 15.73it/s]
 31%|###       | 48/157 [00:03<00:06, 15.78it/s]
 32%|###1      | 50/157 [00:03<00:06, 15.79it/s]
 33%|###3      | 52/157 [00:03<00:06, 15.77it/s]
 34%|###4      | 54/157 [00:03<00:06, 15.55it/s]
 36%|###5      | 56/157 [00:03<00:06, 15.67it/s]
 37%|###6      | 58/157 [00:03<00:06, 15.74it/s]
 38%|###8      | 60/157 [00:03<00:06, 15.64it/s]
 39%|###9      | 62/157 [00:04<00:06, 15.65it/s]
 41%|####      | 64/157 [00:04<00:05, 15.74it/s]
 42%|####2     | 66/157 [00:04<00:05, 15.73it/s]
 43%|####3     | 68/157 [00:04<00:05, 15.73it/s]
 45%|####4     | 70/157 [00:04<00:05, 15.74it/s]
 46%|####5     | 72/157 [00:04<00:05, 15.68it/s]
 47%|####7     | 74/157 [00:04<00:05, 15.45it/s]
 48%|####8     | 76/157 [00:04<00:05, 15.46it/s]
 50%|####9     | 78/157 [00:05<00:05, 15.58it/s]
 51%|#####     | 80/157 [00:05<00:04, 15.64it/s]
 52%|#####2    | 82/157 [00:05<00:04, 15.55it/s]
 54%|#####3    | 84/157 [00:05<00:04, 15.35it/s]
 55%|#####4    | 86/157 [00:05<00:04, 15.34it/s]
 56%|#####6    | 88/157 [00:05<00:04, 15.36it/s]
 57%|#####7    | 90/157 [00:05<00:04, 15.43it/s]
 59%|#####8    | 92/157 [00:05<00:04, 15.13it/s]
 60%|#####9    | 94/157 [00:06<00:04, 15.06it/s]
 61%|######1   | 96/157 [00:06<00:04, 15.15it/s]
 62%|######2   | 98/157 [00:06<00:03, 15.31it/s]
 64%|######3   | 100/157 [00:06<00:03, 15.20it/s]
 65%|######4   | 102/157 [00:06<00:03, 15.37it/s]
 66%|######6   | 104/157 [00:06<00:03, 15.35it/s]
 68%|######7   | 106/157 [00:06<00:03, 15.33it/s]
 69%|######8   | 108/157 [00:06<00:03, 15.39it/s]
 70%|#######   | 110/157 [00:07<00:03, 15.19it/s]
 71%|#######1  | 112/157 [00:07<00:02, 15.32it/s]
 73%|#######2  | 114/157 [00:07<00:02, 15.33it/s]
 74%|#######3  | 116/157 [00:07<00:02, 15.33it/s]
 75%|#######5  | 118/157 [00:07<00:02, 15.38it/s]
 76%|#######6  | 120/157 [00:07<00:02, 15.48it/s]
 78%|#######7  | 122/157 [00:07<00:02, 15.59it/s]
 79%|#######8  | 124/157 [00:08<00:02, 15.67it/s]
 80%|########  | 126/157 [00:08<00:01, 15.68it/s]
 82%|########1 | 128/157 [00:08<00:01, 15.37it/s]
 83%|########2 | 130/157 [00:08<00:01, 15.35it/s]
 84%|########4 | 132/157 [00:08<00:01, 15.48it/s]
 85%|########5 | 134/157 [00:08<00:01, 15.57it/s]
 87%|########6 | 136/157 [00:08<00:01, 15.62it/s]
 88%|########7 | 138/157 [00:08<00:01, 15.85it/s]
 89%|########9 | 140/157 [00:09<00:01, 15.75it/s]
 90%|######### | 142/157 [00:09<00:00, 15.74it/s]
 92%|#########1| 144/157 [00:09<00:00, 15.65it/s]
 93%|#########2| 146/157 [00:09<00:00, 15.70it/s]
 94%|#########4| 148/157 [00:09<00:00, 15.71it/s]
 96%|#########5| 150/157 [00:09<00:00, 15.63it/s]
 97%|#########6| 152/157 [00:09<00:00, 15.76it/s]
 98%|#########8| 154/157 [00:09<00:00, 16.00it/s]
 99%|#########9| 156/157 [00:10<00:00, 15.84it/s]
100%|##########| 157/157 [00:10<00:00, 15.55it/s]

  0%|          | 0/781 [00:00<?, ?it/s]
  0%|          | 2/781 [00:00<00:49, 15.81it/s]
  1%|          | 4/781 [00:00<00:45, 17.07it/s]
  1%|          | 6/781 [00:00<00:44, 17.57it/s]
  1%|1         | 8/781 [00:00<00:43, 17.75it/s]
  1%|1         | 10/781 [00:00<00:43, 17.86it/s]
  2%|1         | 12/781 [00:00<00:43, 17.73it/s]
  2%|1         | 14/781 [00:00<00:43, 17.69it/s]
  2%|2         | 16/781 [00:00<00:43, 17.58it/s]
  2%|2         | 18/781 [00:01<00:43, 17.48it/s]
  3%|2         | 20/781 [00:01<00:43, 17.49it/s]
  3%|2         | 22/781 [00:01<00:43, 17.63it/s]
  3%|3         | 24/781 [00:01<00:42, 17.68it/s]
  3%|3         | 26/781 [00:01<00:42, 17.71it/s]
  4%|3         | 28/781 [00:01<00:42, 17.83it/s]
  4%|3         | 30/781 [00:01<00:41, 18.02it/s]
  4%|4         | 32/781 [00:01<00:41, 17.94it/s]
  4%|4         | 34/781 [00:01<00:41, 17.86it/s]
  5%|4         | 36/781 [00:02<00:41, 17.92it/s]
  5%|4         | 38/781 [00:02<00:41, 18.01it/s]
  5%|5         | 40/781 [00:02<00:41, 17.99it/s]
  5%|5         | 42/781 [00:02<00:41, 17.99it/s]
  6%|5         | 44/781 [00:02<00:41, 17.96it/s]
  6%|5         | 46/781 [00:02<00:41, 17.83it/s]
  6%|6         | 48/781 [00:02<00:41, 17.79it/s]
  6%|6         | 50/781 [00:02<00:40, 17.91it/s]
  7%|6         | 52/781 [00:02<00:40, 17.87it/s]
  7%|6         | 54/781 [00:03<00:40, 17.91it/s]
  7%|7         | 56/781 [00:03<00:40, 18.04it/s]
  7%|7         | 58/781 [00:03<00:40, 18.06it/s]
  8%|7         | 60/781 [00:03<00:39, 18.07it/s]
  8%|7         | 62/781 [00:03<00:39, 18.09it/s]
  8%|8         | 64/781 [00:03<00:39, 18.07it/s]
  8%|8         | 66/781 [00:03<00:39, 18.08it/s]
  9%|8         | 68/781 [00:03<00:39, 18.18it/s]
  9%|8         | 70/781 [00:03<00:39, 18.23it/s]
  9%|9         | 72/781 [00:04<00:38, 18.25it/s]
  9%|9         | 74/781 [00:04<00:39, 18.12it/s]
 10%|9         | 76/781 [00:04<00:38, 18.19it/s]
 10%|9         | 78/781 [00:04<00:38, 18.22it/s]
 10%|#         | 80/781 [00:04<00:38, 18.19it/s]
 10%|#         | 82/781 [00:04<00:38, 18.22it/s]
 11%|#         | 84/781 [00:04<00:38, 18.12it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.09it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.86it/s]
 12%|#1        | 90/781 [00:05<00:39, 17.68it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.70it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.77it/s]
 12%|#2        | 96/781 [00:05<00:39, 17.45it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.56it/s]
 13%|#2        | 100/781 [00:05<00:39, 17.18it/s]
 13%|#3        | 102/781 [00:05<00:39, 17.33it/s]
 13%|#3        | 104/781 [00:05<00:38, 17.53it/s]
 14%|#3        | 106/781 [00:05<00:38, 17.57it/s]
 14%|#3        | 108/781 [00:06<00:37, 17.75it/s]
 14%|#4        | 110/781 [00:06<00:37, 17.92it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.93it/s]
 15%|#4        | 114/781 [00:06<00:37, 17.88it/s]
 15%|#4        | 116/781 [00:06<00:37, 17.74it/s]
 15%|#5        | 118/781 [00:06<00:37, 17.65it/s]
 15%|#5        | 120/781 [00:06<00:37, 17.68it/s]
 16%|#5        | 122/781 [00:06<00:37, 17.62it/s]
 16%|#5        | 124/781 [00:06<00:37, 17.70it/s]
 16%|#6        | 126/781 [00:07<00:37, 17.56it/s]
 16%|#6        | 128/781 [00:07<00:37, 17.63it/s]
 17%|#6        | 130/781 [00:07<00:36, 17.79it/s]
 17%|#6        | 132/781 [00:07<00:36, 17.83it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.84it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.63it/s]
 18%|#7        | 138/781 [00:07<00:36, 17.55it/s]
 18%|#7        | 140/781 [00:07<00:36, 17.50it/s]
 18%|#8        | 142/781 [00:07<00:36, 17.66it/s]
 18%|#8        | 144/781 [00:08<00:35, 17.94it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.32it/s]
 19%|#8        | 148/781 [00:08<00:33, 18.64it/s]
 19%|#9        | 151/781 [00:08<00:32, 19.26it/s]
 20%|#9        | 153/781 [00:08<00:32, 19.35it/s]
 20%|#9        | 155/781 [00:08<00:32, 19.15it/s]
 20%|##        | 157/781 [00:08<00:32, 19.08it/s]
 20%|##        | 159/781 [00:08<00:32, 18.90it/s]
 21%|##        | 161/781 [00:08<00:33, 18.61it/s]
 21%|##        | 163/781 [00:09<00:33, 18.42it/s]
 21%|##1       | 165/781 [00:09<00:33, 18.38it/s]
 21%|##1       | 167/781 [00:09<00:33, 18.24it/s]
 22%|##1       | 169/781 [00:09<00:33, 18.01it/s]
 22%|##1       | 171/781 [00:09<00:33, 18.20it/s]
 22%|##2       | 173/781 [00:09<00:33, 18.31it/s]
 22%|##2       | 175/781 [00:09<00:33, 18.21it/s]
 23%|##2       | 177/781 [00:09<00:33, 18.22it/s]
 23%|##2       | 179/781 [00:09<00:33, 18.18it/s]
 23%|##3       | 181/781 [00:10<00:33, 18.10it/s]
 23%|##3       | 183/781 [00:10<00:33, 18.05it/s]
 24%|##3       | 185/781 [00:10<00:33, 17.82it/s]
 24%|##3       | 187/781 [00:10<00:33, 17.88it/s]
 24%|##4       | 189/781 [00:10<00:32, 17.95it/s]
 24%|##4       | 191/781 [00:10<00:32, 18.05it/s]
 25%|##4       | 193/781 [00:10<00:32, 18.11it/s]
 25%|##4       | 195/781 [00:10<00:32, 18.01it/s]
 25%|##5       | 197/781 [00:10<00:32, 18.09it/s]
 25%|##5       | 199/781 [00:11<00:32, 18.16it/s]
 26%|##5       | 201/781 [00:11<00:31, 18.17it/s]
 26%|##5       | 203/781 [00:11<00:31, 18.22it/s]
 26%|##6       | 205/781 [00:11<00:31, 18.16it/s]
 27%|##6       | 207/781 [00:11<00:31, 18.05it/s]
 27%|##6       | 209/781 [00:11<00:32, 17.84it/s]
 27%|##7       | 211/781 [00:11<00:32, 17.81it/s]
 27%|##7       | 213/781 [00:11<00:31, 17.98it/s]
 28%|##7       | 215/781 [00:11<00:31, 18.07it/s]
 28%|##7       | 217/781 [00:12<00:31, 18.16it/s]
 28%|##8       | 219/781 [00:12<00:30, 18.21it/s]
 28%|##8       | 221/781 [00:12<00:30, 18.07it/s]
 29%|##8       | 223/781 [00:12<00:30, 18.13it/s]
 29%|##8       | 225/781 [00:12<00:30, 17.96it/s]
 29%|##9       | 227/781 [00:12<00:30, 17.97it/s]
 29%|##9       | 229/781 [00:12<00:30, 18.02it/s]
 30%|##9       | 231/781 [00:12<00:30, 18.08it/s]
 30%|##9       | 233/781 [00:12<00:31, 17.53it/s]
 30%|###       | 235/781 [00:13<00:30, 17.66it/s]
 30%|###       | 237/781 [00:13<00:30, 17.71it/s]
 31%|###       | 239/781 [00:13<00:30, 17.63it/s]
 31%|###       | 241/781 [00:13<00:30, 17.79it/s]
 31%|###1      | 243/781 [00:13<00:29, 17.94it/s]
 31%|###1      | 245/781 [00:13<00:30, 17.77it/s]
 32%|###1      | 247/781 [00:13<00:30, 17.76it/s]
 32%|###1      | 249/781 [00:13<00:29, 17.83it/s]
 32%|###2      | 251/781 [00:13<00:29, 17.94it/s]
 32%|###2      | 253/781 [00:14<00:29, 17.97it/s]
 33%|###2      | 255/781 [00:14<00:29, 18.07it/s]
 33%|###2      | 257/781 [00:14<00:28, 18.08it/s]
 33%|###3      | 259/781 [00:14<00:28, 18.02it/s]
 33%|###3      | 261/781 [00:14<00:28, 18.06it/s]
 34%|###3      | 263/781 [00:14<00:28, 18.16it/s]
 34%|###3      | 265/781 [00:14<00:28, 17.99it/s]
 34%|###4      | 267/781 [00:14<00:28, 18.10it/s]
 34%|###4      | 269/781 [00:14<00:28, 18.01it/s]
 35%|###4      | 271/781 [00:15<00:28, 17.99it/s]
 35%|###4      | 273/781 [00:15<00:28, 18.03it/s]
 35%|###5      | 275/781 [00:15<00:28, 17.73it/s]
 35%|###5      | 277/781 [00:15<00:29, 17.31it/s]
 36%|###5      | 279/781 [00:15<00:28, 17.58it/s]
 36%|###5      | 281/781 [00:15<00:28, 17.69it/s]
 36%|###6      | 283/781 [00:15<00:27, 17.85it/s]
 36%|###6      | 285/781 [00:15<00:28, 17.70it/s]
 37%|###6      | 287/781 [00:15<00:27, 17.94it/s]
 37%|###7      | 289/781 [00:16<00:27, 17.99it/s]
 37%|###7      | 291/781 [00:16<00:27, 17.74it/s]
 38%|###7      | 293/781 [00:16<00:27, 18.03it/s]
 38%|###7      | 295/781 [00:16<00:27, 17.92it/s]
 38%|###8      | 297/781 [00:16<00:27, 17.89it/s]
 38%|###8      | 299/781 [00:16<00:27, 17.79it/s]
 39%|###8      | 301/781 [00:16<00:27, 17.75it/s]
 39%|###8      | 303/781 [00:16<00:26, 17.76it/s]
 39%|###9      | 305/781 [00:16<00:26, 17.87it/s]
 39%|###9      | 307/781 [00:17<00:26, 17.76it/s]
 40%|###9      | 309/781 [00:17<00:26, 17.63it/s]
 40%|###9      | 311/781 [00:17<00:26, 17.72it/s]
 40%|####      | 313/781 [00:17<00:26, 17.77it/s]
 40%|####      | 315/781 [00:17<00:26, 17.82it/s]
 41%|####      | 317/781 [00:17<00:25, 17.88it/s]
 41%|####      | 319/781 [00:17<00:25, 17.92it/s]
 41%|####1     | 321/781 [00:17<00:25, 18.05it/s]
 41%|####1     | 323/781 [00:18<00:25, 17.91it/s]
 42%|####1     | 325/781 [00:18<00:25, 17.95it/s]
 42%|####1     | 327/781 [00:18<00:25, 17.96it/s]
 42%|####2     | 329/781 [00:18<00:25, 17.97it/s]
 42%|####2     | 331/781 [00:18<00:25, 17.81it/s]
 43%|####2     | 333/781 [00:18<00:24, 17.94it/s]
 43%|####2     | 335/781 [00:18<00:25, 17.68it/s]
 43%|####3     | 337/781 [00:18<00:24, 17.78it/s]
 43%|####3     | 339/781 [00:18<00:25, 17.56it/s]
 44%|####3     | 341/781 [00:19<00:24, 17.73it/s]
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100%|#########9| 780/781 [00:43<00:00, 17.90it/s]
100%|##########| 781/781 [00:43<00:00, 17.98it/s]




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Validation Progress: 100%|##########| 44/44 [00:54<00:00,  1.09s/it]
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 16%|#6        | 126/781 [00:07<00:36, 17.91it/s]
 16%|#6        | 128/781 [00:07<00:36, 17.99it/s]
 17%|#6        | 130/781 [00:07<00:36, 18.04it/s]
 17%|#6        | 132/781 [00:07<00:35, 18.07it/s]
 17%|#7        | 134/781 [00:07<00:35, 18.02it/s]
 17%|#7        | 136/781 [00:07<00:35, 18.04it/s]
 18%|#7        | 138/781 [00:07<00:35, 18.09it/s]
 18%|#7        | 140/781 [00:07<00:35, 18.10it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.03it/s]
 18%|#8        | 144/781 [00:08<00:35, 18.16it/s]
 19%|#8        | 146/781 [00:08<00:34, 18.27it/s]
 19%|#8        | 148/781 [00:08<00:34, 18.21it/s]
 19%|#9        | 150/781 [00:08<00:34, 18.18it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.16it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.19it/s]
 20%|#9        | 156/781 [00:08<00:34, 18.13it/s]
 20%|##        | 158/781 [00:08<00:34, 18.09it/s]
 20%|##        | 160/781 [00:08<00:34, 18.00it/s]
 21%|##        | 162/781 [00:09<00:33, 18.32it/s]
 21%|##        | 164/781 [00:09<00:33, 18.19it/s]
 21%|##1       | 166/781 [00:09<00:34, 18.08it/s]
 22%|##1       | 168/781 [00:09<00:34, 17.95it/s]
 22%|##1       | 170/781 [00:09<00:33, 17.99it/s]
 22%|##2       | 172/781 [00:09<00:33, 18.38it/s]
 22%|##2       | 174/781 [00:09<00:33, 17.97it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.17it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.22it/s]
 23%|##3       | 180/781 [00:10<00:32, 18.53it/s]
 23%|##3       | 182/781 [00:10<00:32, 18.32it/s]
 24%|##3       | 184/781 [00:10<00:31, 18.68it/s]
 24%|##3       | 187/781 [00:10<00:30, 19.31it/s]
 24%|##4       | 190/781 [00:10<00:29, 19.73it/s]
 25%|##4       | 192/781 [00:10<00:30, 19.51it/s]
 25%|##4       | 195/781 [00:10<00:29, 19.77it/s]
 25%|##5       | 197/781 [00:10<00:29, 19.61it/s]
 26%|##5       | 200/781 [00:11<00:29, 19.80it/s]
 26%|##5       | 203/781 [00:11<00:29, 19.73it/s]
 26%|##6       | 206/781 [00:11<00:28, 19.96it/s]
 27%|##6       | 209/781 [00:11<00:28, 20.02it/s]
 27%|##7       | 212/781 [00:11<00:28, 20.15it/s]
 28%|##7       | 215/781 [00:11<00:28, 20.12it/s]
 28%|##7       | 218/781 [00:11<00:28, 19.84it/s]
 28%|##8       | 220/781 [00:12<00:28, 19.81it/s]
 28%|##8       | 222/781 [00:12<00:28, 19.85it/s]
 29%|##8       | 225/781 [00:12<00:27, 20.00it/s]
 29%|##9       | 228/781 [00:12<00:27, 19.91it/s]
 30%|##9       | 231/781 [00:12<00:27, 19.95it/s]
 30%|##9       | 233/781 [00:12<00:27, 19.96it/s]
 30%|###       | 236/781 [00:12<00:27, 20.17it/s]
 31%|###       | 239/781 [00:12<00:26, 20.18it/s]
 31%|###       | 242/781 [00:13<00:27, 19.92it/s]
 31%|###1      | 245/781 [00:13<00:26, 20.12it/s]
 32%|###1      | 248/781 [00:13<00:26, 20.08it/s]
 32%|###2      | 251/781 [00:13<00:26, 19.96it/s]
 32%|###2      | 253/781 [00:13<00:26, 19.77it/s]
 33%|###2      | 256/781 [00:13<00:26, 19.94it/s]
 33%|###3      | 258/781 [00:13<00:26, 19.91it/s]
 33%|###3      | 260/781 [00:14<00:26, 19.90it/s]
 34%|###3      | 262/781 [00:14<00:26, 19.69it/s]
 34%|###3      | 264/781 [00:14<00:26, 19.70it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.75it/s]
 34%|###4      | 268/781 [00:14<00:25, 19.80it/s]
 35%|###4      | 270/781 [00:14<00:25, 19.82it/s]
 35%|###4      | 272/781 [00:14<00:25, 19.84it/s]
 35%|###5      | 274/781 [00:14<00:25, 19.83it/s]
 35%|###5      | 276/781 [00:14<00:25, 19.80it/s]
 36%|###5      | 278/781 [00:14<00:25, 19.73it/s]
 36%|###5      | 280/781 [00:15<00:25, 19.79it/s]
 36%|###6      | 282/781 [00:15<00:25, 19.63it/s]
 36%|###6      | 285/781 [00:15<00:25, 19.74it/s]
 37%|###6      | 288/781 [00:15<00:24, 19.93it/s]
 37%|###7      | 291/781 [00:15<00:24, 20.03it/s]
 38%|###7      | 293/781 [00:15<00:24, 20.01it/s]
 38%|###7      | 296/781 [00:15<00:24, 20.15it/s]
 38%|###8      | 299/781 [00:16<00:24, 19.94it/s]
 39%|###8      | 302/781 [00:16<00:23, 19.97it/s]
 39%|###9      | 305/781 [00:16<00:23, 20.16it/s]
 39%|###9      | 308/781 [00:16<00:23, 20.28it/s]
 40%|###9      | 311/781 [00:16<00:23, 20.10it/s]
 40%|####      | 314/781 [00:16<00:23, 20.30it/s]
 41%|####      | 317/781 [00:16<00:23, 20.14it/s]
 41%|####      | 320/781 [00:17<00:22, 20.05it/s]
 41%|####1     | 323/781 [00:17<00:22, 20.26it/s]
 42%|####1     | 326/781 [00:17<00:22, 20.42it/s]
 42%|####2     | 329/781 [00:17<00:22, 20.38it/s]
 43%|####2     | 332/781 [00:17<00:22, 20.21it/s]
 43%|####2     | 335/781 [00:17<00:22, 20.18it/s]
 43%|####3     | 338/781 [00:17<00:21, 20.18it/s]
 44%|####3     | 341/781 [00:18<00:21, 20.23it/s]
 44%|####4     | 344/781 [00:18<00:21, 20.33it/s]
 44%|####4     | 347/781 [00:18<00:21, 20.36it/s]
 45%|####4     | 350/781 [00:18<00:21, 20.13it/s]
 45%|####5     | 353/781 [00:18<00:21, 20.17it/s]
 46%|####5     | 356/781 [00:18<00:21, 20.08it/s]
 46%|####5     | 359/781 [00:18<00:20, 20.25it/s]
 46%|####6     | 362/781 [00:19<00:20, 20.09it/s]
 47%|####6     | 365/781 [00:19<00:20, 20.22it/s]
 47%|####7     | 368/781 [00:19<00:20, 20.27it/s]
 48%|####7     | 371/781 [00:19<00:20, 20.04it/s]
 48%|####7     | 374/781 [00:19<00:20, 20.22it/s]
 48%|####8     | 377/781 [00:19<00:20, 20.08it/s]
 49%|####8     | 380/781 [00:20<00:19, 20.23it/s]
 49%|####9     | 383/781 [00:20<00:19, 20.25it/s]
 49%|####9     | 386/781 [00:20<00:19, 20.38it/s]
 50%|####9     | 389/781 [00:20<00:19, 20.48it/s]
 50%|#####     | 392/781 [00:20<00:19, 20.29it/s]
 51%|#####     | 395/781 [00:20<00:19, 20.09it/s]
 51%|#####     | 398/781 [00:20<00:19, 20.00it/s]
 51%|#####1    | 401/781 [00:21<00:19, 19.70it/s]
 52%|#####1    | 404/781 [00:21<00:19, 19.67it/s]
 52%|#####1    | 406/781 [00:21<00:19, 19.67it/s]
 52%|#####2    | 408/781 [00:21<00:19, 19.60it/s]
 52%|#####2    | 410/781 [00:21<00:18, 19.70it/s]
 53%|#####2    | 413/781 [00:21<00:18, 19.99it/s]
 53%|#####3    | 415/781 [00:21<00:18, 19.96it/s]
 53%|#####3    | 417/781 [00:21<00:18, 19.81it/s]
 54%|#####3    | 419/781 [00:21<00:18, 19.83it/s]
 54%|#####4    | 422/781 [00:22<00:18, 19.92it/s]
 54%|#####4    | 424/781 [00:22<00:17, 19.88it/s]
 55%|#####4    | 426/781 [00:22<00:17, 19.85it/s]
 55%|#####4    | 428/781 [00:22<00:17, 19.66it/s]
 55%|#####5    | 430/781 [00:22<00:17, 19.57it/s]
 55%|#####5    | 433/781 [00:22<00:17, 19.76it/s]
 56%|#####5    | 436/781 [00:22<00:17, 19.97it/s]
 56%|#####6    | 439/781 [00:22<00:16, 20.13it/s]
 57%|#####6    | 442/781 [00:23<00:16, 19.97it/s]
 57%|#####6    | 445/781 [00:23<00:16, 20.16it/s]
 57%|#####7    | 448/781 [00:23<00:16, 19.97it/s]
 58%|#####7    | 451/781 [00:23<00:16, 20.16it/s]
 58%|#####8    | 454/781 [00:23<00:16, 20.10it/s]
 59%|#####8    | 457/781 [00:23<00:16, 19.90it/s]
 59%|#####8    | 460/781 [00:24<00:16, 20.05it/s]
 59%|#####9    | 463/781 [00:24<00:15, 19.96it/s]
 60%|#####9    | 466/781 [00:24<00:15, 20.15it/s]
 60%|######    | 469/781 [00:24<00:15, 20.24it/s]
 60%|######    | 472/781 [00:24<00:15, 20.15it/s]
 61%|######    | 475/781 [00:24<00:15, 19.95it/s]
 61%|######1   | 478/781 [00:24<00:15, 19.96it/s]
 61%|######1   | 480/781 [00:25<00:15, 19.96it/s]
 62%|######1   | 482/781 [00:25<00:15, 19.90it/s]
 62%|######1   | 484/781 [00:25<00:15, 19.74it/s]
 62%|######2   | 487/781 [00:25<00:14, 19.97it/s]
 63%|######2   | 490/781 [00:25<00:14, 20.15it/s]
 63%|######3   | 493/781 [00:25<00:14, 20.25it/s]
 64%|######3   | 496/781 [00:25<00:14, 20.17it/s]
 64%|######3   | 499/781 [00:25<00:14, 19.99it/s]
 64%|######4   | 501/781 [00:26<00:14, 19.68it/s]
 64%|######4   | 503/781 [00:26<00:14, 19.63it/s]
 65%|######4   | 506/781 [00:26<00:13, 19.95it/s]
 65%|######5   | 509/781 [00:26<00:13, 20.08it/s]
 66%|######5   | 512/781 [00:26<00:13, 20.12it/s]
 66%|######5   | 515/781 [00:26<00:13, 20.13it/s]
 66%|######6   | 518/781 [00:26<00:13, 20.13it/s]
 67%|######6   | 521/781 [00:27<00:12, 20.07it/s]
 67%|######7   | 524/781 [00:27<00:12, 20.22it/s]
 67%|######7   | 527/781 [00:27<00:12, 20.39it/s]
 68%|######7   | 530/781 [00:27<00:12, 20.38it/s]
 68%|######8   | 533/781 [00:27<00:12, 20.11it/s]
 69%|######8   | 536/781 [00:27<00:12, 19.49it/s]
 69%|######8   | 538/781 [00:27<00:12, 19.00it/s]
 69%|######9   | 540/781 [00:28<00:12, 18.81it/s]
 69%|######9   | 542/781 [00:28<00:12, 18.64it/s]
 70%|######9   | 544/781 [00:28<00:12, 18.41it/s]
 70%|######9   | 546/781 [00:28<00:12, 18.35it/s]
 70%|#######   | 548/781 [00:28<00:12, 18.11it/s]
 70%|#######   | 550/781 [00:28<00:12, 17.91it/s]
 71%|#######   | 552/781 [00:28<00:12, 17.92it/s]
 71%|#######   | 554/781 [00:28<00:12, 18.00it/s]
 71%|#######1  | 556/781 [00:28<00:12, 18.09it/s]
 71%|#######1  | 558/781 [00:29<00:12, 18.07it/s]
 72%|#######1  | 560/781 [00:29<00:12, 17.95it/s]
 72%|#######1  | 562/781 [00:29<00:12, 18.05it/s]
 72%|#######2  | 564/781 [00:29<00:12, 18.04it/s]
 72%|#######2  | 566/781 [00:29<00:11, 18.07it/s]
 73%|#######2  | 568/781 [00:29<00:11, 18.08it/s]
 73%|#######2  | 570/781 [00:29<00:11, 18.14it/s]
 73%|#######3  | 572/781 [00:29<00:11, 18.07it/s]
 73%|#######3  | 574/781 [00:29<00:11, 18.09it/s]
 74%|#######3  | 576/781 [00:30<00:11, 18.17it/s]
 74%|#######4  | 578/781 [00:30<00:11, 18.09it/s]
 74%|#######4  | 580/781 [00:30<00:11, 18.03it/s]
 75%|#######4  | 582/781 [00:30<00:11, 18.04it/s]
 75%|#######4  | 584/781 [00:30<00:10, 18.06it/s]
 75%|#######5  | 586/781 [00:30<00:10, 18.04it/s]
 75%|#######5  | 588/781 [00:30<00:10, 17.90it/s]
 76%|#######5  | 590/781 [00:30<00:10, 17.95it/s]
 76%|#######5  | 592/781 [00:30<00:10, 17.87it/s]
 76%|#######6  | 594/781 [00:31<00:10, 17.87it/s]
 76%|#######6  | 596/781 [00:31<00:10, 18.12it/s]
 77%|#######6  | 599/781 [00:31<00:09, 18.95it/s]
 77%|#######6  | 601/781 [00:31<00:09, 19.08it/s]
 77%|#######7  | 604/781 [00:31<00:09, 19.48it/s]
 78%|#######7  | 606/781 [00:31<00:08, 19.61it/s]
 78%|#######7  | 609/781 [00:31<00:08, 19.70it/s]
 78%|#######8  | 612/781 [00:31<00:08, 19.72it/s]
 79%|#######8  | 615/781 [00:32<00:08, 19.87it/s]
 79%|#######9  | 618/781 [00:32<00:08, 20.00it/s]
 80%|#######9  | 621/781 [00:32<00:07, 20.06it/s]
 80%|#######9  | 624/781 [00:32<00:07, 19.91it/s]
 80%|########  | 626/781 [00:32<00:07, 19.84it/s]
 80%|########  | 628/781 [00:32<00:07, 19.84it/s]
 81%|########  | 631/781 [00:32<00:07, 19.84it/s]
 81%|########1 | 634/781 [00:33<00:07, 19.95it/s]
 82%|########1 | 637/781 [00:33<00:07, 19.86it/s]
 82%|########1 | 639/781 [00:33<00:07, 19.84it/s]
 82%|########2 | 642/781 [00:33<00:06, 19.98it/s]
 83%|########2 | 645/781 [00:33<00:06, 20.07it/s]
 83%|########2 | 648/781 [00:33<00:06, 19.84it/s]
 83%|########3 | 651/781 [00:33<00:06, 20.04it/s]
 84%|########3 | 654/781 [00:34<00:06, 19.42it/s]
 84%|########3 | 656/781 [00:34<00:06, 19.43it/s]
 84%|########4 | 658/781 [00:34<00:06, 18.96it/s]
 85%|########4 | 660/781 [00:34<00:06, 18.72it/s]
 85%|########4 | 662/781 [00:34<00:06, 18.52it/s]
 85%|########5 | 664/781 [00:34<00:06, 18.36it/s]
 85%|########5 | 666/781 [00:34<00:06, 18.37it/s]
 86%|########5 | 668/781 [00:34<00:06, 18.37it/s]
 86%|########5 | 670/781 [00:34<00:06, 18.26it/s]
 86%|########6 | 672/781 [00:35<00:06, 18.12it/s]
 86%|########6 | 674/781 [00:35<00:05, 18.19it/s]
 87%|########6 | 676/781 [00:35<00:05, 18.00it/s]
 87%|########6 | 678/781 [00:35<00:05, 18.12it/s]
 87%|########7 | 680/781 [00:35<00:05, 18.10it/s]
 87%|########7 | 682/781 [00:35<00:05, 17.98it/s]
 88%|########7 | 684/781 [00:35<00:05, 17.95it/s]
 88%|########7 | 686/781 [00:35<00:05, 17.93it/s]
 88%|########8 | 688/781 [00:35<00:05, 18.05it/s]
 88%|########8 | 690/781 [00:36<00:05, 17.97it/s]
 89%|########8 | 692/781 [00:36<00:04, 17.99it/s]
 89%|########8 | 694/781 [00:36<00:04, 18.02it/s]
 89%|########9 | 696/781 [00:36<00:04, 18.10it/s]
 89%|########9 | 698/781 [00:36<00:04, 18.16it/s]
 90%|########9 | 700/781 [00:36<00:04, 18.07it/s]
 90%|########9 | 702/781 [00:36<00:04, 18.12it/s]
 90%|######### | 704/781 [00:36<00:04, 18.18it/s]
 90%|######### | 706/781 [00:36<00:04, 18.33it/s]
 91%|######### | 708/781 [00:37<00:04, 18.18it/s]
 91%|######### | 710/781 [00:37<00:03, 17.97it/s]
 91%|#########1| 712/781 [00:37<00:03, 18.09it/s]
 91%|#########1| 714/781 [00:37<00:03, 18.13it/s]
 92%|#########1| 716/781 [00:37<00:03, 18.14it/s]
 92%|#########1| 718/781 [00:37<00:03, 18.19it/s]
 92%|#########2| 720/781 [00:37<00:03, 18.21it/s]
 92%|#########2| 722/781 [00:37<00:03, 18.06it/s]
 93%|#########2| 724/781 [00:37<00:03, 18.08it/s]
 93%|#########2| 726/781 [00:38<00:03, 18.16it/s]
 93%|#########3| 728/781 [00:38<00:02, 18.22it/s]
 93%|#########3| 730/781 [00:38<00:02, 18.19it/s]
 94%|#########3| 732/781 [00:38<00:02, 18.08it/s]
 94%|#########3| 734/781 [00:38<00:02, 18.05it/s]
 94%|#########4| 736/781 [00:38<00:02, 18.14it/s]
 94%|#########4| 738/781 [00:38<00:02, 18.08it/s]
 95%|#########4| 740/781 [00:38<00:02, 17.84it/s]
 95%|#########5| 742/781 [00:38<00:02, 17.79it/s]
 95%|#########5| 744/781 [00:39<00:02, 17.94it/s]
 96%|#########5| 746/781 [00:39<00:01, 17.95it/s]
 96%|#########5| 748/781 [00:39<00:01, 18.05it/s]
 96%|#########6| 750/781 [00:39<00:01, 18.20it/s]
 96%|#########6| 752/781 [00:39<00:01, 18.57it/s]
 97%|#########6| 754/781 [00:39<00:01, 18.40it/s]
 97%|#########6| 756/781 [00:39<00:01, 18.34it/s]
 97%|#########7| 758/781 [00:39<00:01, 18.20it/s]
 97%|#########7| 760/781 [00:39<00:01, 18.23it/s]
 98%|#########7| 762/781 [00:40<00:01, 18.21it/s]
 98%|#########7| 764/781 [00:40<00:00, 18.13it/s]
 98%|#########8| 766/781 [00:40<00:00, 18.12it/s]
 98%|#########8| 768/781 [00:40<00:00, 18.03it/s]
 99%|#########8| 770/781 [00:40<00:00, 18.00it/s]
 99%|#########8| 772/781 [00:40<00:00, 18.09it/s]
 99%|#########9| 774/781 [00:40<00:00, 18.02it/s]
 99%|#########9| 776/781 [00:40<00:00, 17.44it/s]
100%|#########9| 778/781 [00:40<00:00, 17.51it/s]
100%|#########9| 780/781 [00:41<00:00, 17.71it/s]
100%|##########| 781/781 [00:41<00:00, 19.00it/s]




Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   0%|          | 0/44 [00:00<?, ?it/s]
Validation Progress:   2%|2         | 1/44 [00:01<00:49,  1.16s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:49,  1.16s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:49,  1.16s/it]
Validation Progress:   2%|2         | 1/44 [00:01<00:51,  1.19s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.11s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.11s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.11s/it]
Validation Progress:   5%|4         | 2/44 [00:02<00:46,  1.12s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:44,  1.10s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:45,  1.10s/it]
Validation Progress:   7%|6         | 3/44 [00:03<00:44,  1.10s/it]
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  2%|2         | 16/781 [00:00<00:43, 17.69it/s]
  2%|2         | 18/781 [00:01<00:42, 17.79it/s]
  3%|2         | 20/781 [00:01<00:42, 17.85it/s]
  3%|2         | 22/781 [00:01<00:42, 17.91it/s]
  3%|3         | 24/781 [00:01<00:42, 17.91it/s]
  3%|3         | 26/781 [00:01<00:42, 17.95it/s]
  4%|3         | 28/781 [00:01<00:41, 18.12it/s]
  4%|3         | 30/781 [00:01<00:41, 18.19it/s]
  4%|4         | 32/781 [00:01<00:41, 18.17it/s]
  4%|4         | 34/781 [00:01<00:41, 18.14it/s]
  5%|4         | 36/781 [00:02<00:40, 18.18it/s]
  5%|4         | 38/781 [00:02<00:40, 18.18it/s]
  5%|5         | 40/781 [00:02<00:41, 18.01it/s]
  5%|5         | 42/781 [00:02<00:40, 18.11it/s]
  6%|5         | 44/781 [00:02<00:40, 18.06it/s]
  6%|5         | 46/781 [00:02<00:40, 18.11it/s]
  6%|6         | 48/781 [00:02<00:40, 18.11it/s]
  6%|6         | 50/781 [00:02<00:40, 18.09it/s]
  7%|6         | 52/781 [00:02<00:40, 18.12it/s]
  7%|6         | 54/781 [00:03<00:40, 18.04it/s]
  7%|7         | 56/781 [00:03<00:40, 18.06it/s]
  7%|7         | 58/781 [00:03<00:40, 18.00it/s]
  8%|7         | 60/781 [00:03<00:40, 17.79it/s]
  8%|7         | 62/781 [00:03<00:40, 17.87it/s]
  8%|8         | 64/781 [00:03<00:39, 17.99it/s]
  8%|8         | 66/781 [00:03<00:39, 17.97it/s]
  9%|8         | 68/781 [00:03<00:39, 17.99it/s]
  9%|8         | 70/781 [00:03<00:39, 18.05it/s]
  9%|9         | 72/781 [00:04<00:39, 17.91it/s]
  9%|9         | 74/781 [00:04<00:39, 18.03it/s]
 10%|9         | 76/781 [00:04<00:39, 18.07it/s]
 10%|9         | 78/781 [00:04<00:38, 18.15it/s]
 10%|#         | 80/781 [00:04<00:38, 18.09it/s]
 10%|#         | 82/781 [00:04<00:38, 18.00it/s]
 11%|#         | 84/781 [00:04<00:38, 18.01it/s]
 11%|#1        | 86/781 [00:04<00:38, 18.12it/s]
 11%|#1        | 88/781 [00:04<00:38, 17.89it/s]
 12%|#1        | 90/781 [00:05<00:38, 17.82it/s]
 12%|#1        | 92/781 [00:05<00:38, 17.80it/s]
 12%|#2        | 94/781 [00:05<00:38, 17.83it/s]
 12%|#2        | 96/781 [00:05<00:38, 17.86it/s]
 13%|#2        | 98/781 [00:05<00:38, 17.70it/s]
 13%|#2        | 100/781 [00:05<00:38, 17.71it/s]
 13%|#3        | 102/781 [00:05<00:37, 17.92it/s]
 13%|#3        | 104/781 [00:05<00:37, 17.98it/s]
 14%|#3        | 106/781 [00:05<00:37, 17.88it/s]
 14%|#3        | 108/781 [00:06<00:38, 17.69it/s]
 14%|#4        | 110/781 [00:06<00:38, 17.66it/s]
 14%|#4        | 112/781 [00:06<00:37, 17.91it/s]
 15%|#4        | 114/781 [00:06<00:36, 18.03it/s]
 15%|#4        | 116/781 [00:06<00:36, 18.45it/s]
 15%|#5        | 118/781 [00:06<00:36, 18.25it/s]
 15%|#5        | 120/781 [00:06<00:36, 18.12it/s]
 16%|#5        | 122/781 [00:06<00:37, 17.58it/s]
 16%|#5        | 124/781 [00:06<00:37, 17.61it/s]
 16%|#6        | 126/781 [00:07<00:37, 17.54it/s]
 16%|#6        | 128/781 [00:07<00:38, 17.04it/s]
 17%|#6        | 130/781 [00:07<00:37, 17.24it/s]
 17%|#6        | 132/781 [00:07<00:37, 17.41it/s]
 17%|#7        | 134/781 [00:07<00:36, 17.59it/s]
 17%|#7        | 136/781 [00:07<00:36, 17.75it/s]
 18%|#7        | 138/781 [00:07<00:35, 17.89it/s]
 18%|#7        | 140/781 [00:07<00:35, 17.98it/s]
 18%|#8        | 142/781 [00:07<00:35, 18.01it/s]
 18%|#8        | 144/781 [00:08<00:35, 18.10it/s]
 19%|#8        | 146/781 [00:08<00:35, 18.09it/s]
 19%|#8        | 148/781 [00:08<00:35, 17.93it/s]
 19%|#9        | 150/781 [00:08<00:35, 18.02it/s]
 19%|#9        | 152/781 [00:08<00:34, 18.14it/s]
 20%|#9        | 154/781 [00:08<00:34, 18.06it/s]
 20%|#9        | 156/781 [00:08<00:34, 17.95it/s]
 20%|##        | 158/781 [00:08<00:34, 17.81it/s]
 20%|##        | 160/781 [00:08<00:34, 17.79it/s]
 21%|##        | 162/781 [00:09<00:34, 17.84it/s]
 21%|##        | 164/781 [00:09<00:34, 17.96it/s]
 21%|##1       | 166/781 [00:09<00:33, 18.09it/s]
 22%|##1       | 168/781 [00:09<00:33, 18.05it/s]
 22%|##1       | 170/781 [00:09<00:33, 18.07it/s]
 22%|##2       | 172/781 [00:09<00:33, 17.97it/s]
 22%|##2       | 174/781 [00:09<00:33, 18.08it/s]
 23%|##2       | 176/781 [00:09<00:33, 18.07it/s]
 23%|##2       | 178/781 [00:09<00:33, 18.15it/s]
 23%|##3       | 180/781 [00:10<00:33, 18.19it/s]
 23%|##3       | 182/781 [00:10<00:32, 18.27it/s]
 24%|##3       | 184/781 [00:10<00:32, 18.28it/s]
 24%|##3       | 186/781 [00:10<00:33, 17.97it/s]
 24%|##4       | 188/781 [00:10<00:32, 18.03it/s]
 24%|##4       | 190/781 [00:10<00:32, 18.12it/s]
 25%|##4       | 192/781 [00:10<00:32, 18.12it/s]
 25%|##4       | 194/781 [00:10<00:32, 18.14it/s]
 25%|##5       | 196/781 [00:10<00:32, 18.17it/s]
 25%|##5       | 198/781 [00:11<00:32, 18.04it/s]
 26%|##5       | 200/781 [00:11<00:32, 18.11it/s]
 26%|##5       | 202/781 [00:11<00:31, 18.13it/s]
 26%|##6       | 204/781 [00:11<00:31, 18.12it/s]
 26%|##6       | 206/781 [00:11<00:31, 18.08it/s]
 27%|##6       | 208/781 [00:11<00:31, 18.02it/s]
 27%|##6       | 210/781 [00:11<00:31, 18.07it/s]
 27%|##7       | 212/781 [00:11<00:31, 18.18it/s]
 27%|##7       | 214/781 [00:11<00:31, 18.24it/s]
 28%|##7       | 216/781 [00:12<00:30, 18.29it/s]
 28%|##7       | 218/781 [00:12<00:31, 18.11it/s]
 28%|##8       | 220/781 [00:12<00:30, 18.11it/s]
 28%|##8       | 222/781 [00:12<00:30, 18.09it/s]
 29%|##8       | 224/781 [00:12<00:30, 18.14it/s]
 29%|##8       | 226/781 [00:12<00:30, 18.09it/s]
 29%|##9       | 228/781 [00:12<00:30, 18.04it/s]
 29%|##9       | 230/781 [00:12<00:31, 17.61it/s]
 30%|##9       | 232/781 [00:12<00:31, 17.41it/s]
 30%|##9       | 234/781 [00:13<00:30, 17.73it/s]
 30%|###       | 236/781 [00:13<00:30, 18.15it/s]
 30%|###       | 238/781 [00:13<00:29, 18.42it/s]
 31%|###       | 240/781 [00:13<00:29, 18.47it/s]
 31%|###1      | 243/781 [00:13<00:28, 18.90it/s]
 31%|###1      | 245/781 [00:13<00:28, 19.11it/s]
 32%|###1      | 247/781 [00:13<00:28, 19.05it/s]
 32%|###1      | 249/781 [00:13<00:28, 18.71it/s]
 32%|###2      | 252/781 [00:13<00:27, 19.30it/s]
 33%|###2      | 254/781 [00:14<00:27, 19.38it/s]
 33%|###2      | 257/781 [00:14<00:26, 19.62it/s]
 33%|###3      | 259/781 [00:14<00:26, 19.46it/s]
 33%|###3      | 261/781 [00:14<00:26, 19.42it/s]
 34%|###3      | 263/781 [00:14<00:27, 19.17it/s]
 34%|###4      | 266/781 [00:14<00:26, 19.39it/s]
 34%|###4      | 268/781 [00:14<00:27, 18.71it/s]
 35%|###4      | 270/781 [00:14<00:27, 18.42it/s]
 35%|###4      | 272/781 [00:15<00:27, 18.32it/s]
 35%|###5      | 274/781 [00:15<00:27, 18.12it/s]
 35%|###5      | 276/781 [00:15<00:27, 18.05it/s]
 36%|###5      | 278/781 [00:15<00:28, 17.72it/s]
 36%|###5      | 280/781 [00:15<00:28, 17.47it/s]
 36%|###6      | 282/781 [00:15<00:28, 17.51it/s]
 36%|###6      | 284/781 [00:15<00:28, 17.47it/s]
 37%|###6      | 286/781 [00:15<00:28, 17.56it/s]
 37%|###6      | 288/781 [00:15<00:27, 17.61it/s]
 37%|###7      | 290/781 [00:16<00:27, 17.68it/s]
 37%|###7      | 292/781 [00:16<00:27, 17.61it/s]
 38%|###7      | 294/781 [00:16<00:27, 17.75it/s]
 38%|###7      | 296/781 [00:16<00:27, 17.85it/s]
 38%|###8      | 298/781 [00:16<00:26, 17.96it/s]
 38%|###8      | 300/781 [00:16<00:26, 17.97it/s]
 39%|###8      | 302/781 [00:16<00:26, 18.02it/s]
 39%|###8      | 304/781 [00:16<00:26, 17.88it/s]
 39%|###9      | 306/781 [00:16<00:26, 17.95it/s]
 39%|###9      | 308/781 [00:17<00:26, 17.98it/s]
 40%|###9      | 310/781 [00:17<00:26, 18.06it/s]
 40%|###9      | 312/781 [00:17<00:25, 18.14it/s]
 40%|####      | 314/781 [00:17<00:26, 17.89it/s]
 40%|####      | 316/781 [00:17<00:26, 17.84it/s]
 41%|####      | 318/781 [00:17<00:25, 17.96it/s]
 41%|####      | 320/781 [00:17<00:25, 17.86it/s]
 41%|####1     | 322/781 [00:17<00:25, 17.93it/s]
 41%|####1     | 324/781 [00:17<00:25, 17.94it/s]
 42%|####1     | 326/781 [00:18<00:25, 17.85it/s]
 42%|####1     | 328/781 [00:18<00:25, 17.98it/s]
 42%|####2     | 330/781 [00:18<00:25, 17.92it/s]
 43%|####2     | 332/781 [00:18<00:24, 17.99it/s]
 43%|####2     | 334/781 [00:18<00:24, 18.10it/s]
 43%|####3     | 336/781 [00:18<00:24, 17.96it/s]
 43%|####3     | 338/781 [00:18<00:24, 17.90it/s]
 44%|####3     | 340/781 [00:18<00:24, 17.98it/s]
 44%|####3     | 342/781 [00:18<00:24, 17.87it/s]
 44%|####4     | 344/781 [00:19<00:24, 17.82it/s]
 44%|####4     | 346/781 [00:19<00:24, 17.67it/s]
 45%|####4     | 348/781 [00:19<00:24, 17.71it/s]
 45%|####4     | 350/781 [00:19<00:24, 17.79it/s]
 45%|####5     | 352/781 [00:19<00:24, 17.86it/s]
 45%|####5     | 354/781 [00:19<00:23, 17.84it/s]
 46%|####5     | 356/781 [00:19<00:24, 17.65it/s]
 46%|####5     | 358/781 [00:19<00:24, 17.62it/s]
 46%|####6     | 360/781 [00:19<00:23, 17.68it/s]
 46%|####6     | 362/781 [00:20<00:23, 17.86it/s]
 47%|####6     | 364/781 [00:20<00:23, 17.93it/s]
 47%|####6     | 366/781 [00:20<00:23, 17.95it/s]
 47%|####7     | 368/781 [00:20<00:23, 17.91it/s]
 47%|####7     | 370/781 [00:20<00:23, 17.81it/s]
 48%|####7     | 372/781 [00:20<00:22, 17.96it/s]
 48%|####7     | 374/781 [00:20<00:22, 18.05it/s]
 48%|####8     | 376/781 [00:20<00:22, 18.09it/s]
 48%|####8     | 378/781 [00:20<00:22, 18.04it/s]
 49%|####8     | 380/781 [00:21<00:22, 18.01it/s]
 49%|####8     | 382/781 [00:21<00:22, 18.11it/s]
 49%|####9     | 384/781 [00:21<00:21, 18.12it/s]
 49%|####9     | 386/781 [00:21<00:21, 18.16it/s]
 50%|####9     | 388/781 [00:21<00:21, 18.19it/s]
 50%|####9     | 390/781 [00:21<00:21, 18.13it/s]
 50%|#####     | 392/781 [00:21<00:21, 18.07it/s]
 50%|#####     | 394/781 [00:21<00:21, 17.95it/s]
 51%|#####     | 396/781 [00:21<00:21, 18.05it/s]
 51%|#####     | 398/781 [00:22<00:21, 18.01it/s]
 51%|#####1    | 400/781 [00:22<00:21, 18.07it/s]
 51%|#####1    | 402/781 [00:22<00:20, 18.14it/s]
 52%|#####1    | 404/781 [00:22<00:21, 17.71it/s]
 52%|#####1    | 406/781 [00:22<00:21, 17.62it/s]
 52%|#####2    | 408/781 [00:22<00:21, 17.59it/s]
 52%|#####2    | 410/781 [00:22<00:20, 17.80it/s]
 53%|#####2    | 412/781 [00:22<00:20, 17.96it/s]
 53%|#####3    | 414/781 [00:22<00:20, 17.82it/s]
 53%|#####3    | 416/781 [00:23<00:20, 17.89it/s]
 54%|#####3    | 418/781 [00:23<00:20, 17.82it/s]
 54%|#####3    | 420/781 [00:23<00:20, 17.82it/s]
 54%|#####4    | 422/781 [00:23<00:20, 17.78it/s]
 54%|#####4    | 424/781 [00:23<00:20, 17.72it/s]
 55%|#####4    | 426/781 [00:23<00:19, 17.87it/s]
 55%|#####4    | 428/781 [00:23<00:19, 17.99it/s]
 55%|#####5    | 430/781 [00:23<00:19, 18.07it/s]
 55%|#####5    | 432/781 [00:23<00:19, 18.11it/s]
 56%|#####5    | 434/781 [00:24<00:19, 18.18it/s]
 56%|#####5    | 436/781 [00:24<00:18, 18.18it/s]
 56%|#####6    | 438/781 [00:24<00:19, 18.01it/s]
 56%|#####6    | 440/781 [00:24<00:19, 17.81it/s]
 57%|#####6    | 442/781 [00:24<00:19, 17.82it/s]
 57%|#####6    | 444/781 [00:24<00:18, 18.01it/s]
 57%|#####7    | 446/781 [00:24<00:18, 18.04it/s]
 57%|#####7    | 448/781 [00:24<00:18, 17.93it/s]
 58%|#####7    | 450/781 [00:24<00:18, 17.83it/s]
 58%|#####7    | 452/781 [00:25<00:18, 17.86it/s]
 58%|#####8    | 454/781 [00:25<00:18, 17.83it/s]
 58%|#####8    | 456/781 [00:25<00:17, 18.06it/s]
 59%|#####8    | 458/781 [00:25<00:17, 18.18it/s]
 59%|#####8    | 460/781 [00:25<00:17, 18.19it/s]
 59%|#####9    | 462/781 [00:25<00:17, 18.08it/s]
 59%|#####9    | 464/781 [00:25<00:17, 18.13it/s]
 60%|#####9    | 466/781 [00:25<00:17, 18.01it/s]
 60%|#####9    | 468/781 [00:25<00:17, 18.12it/s]
 60%|######    | 470/781 [00:26<00:17, 18.18it/s]
 60%|######    | 472/781 [00:26<00:17, 18.11it/s]
 61%|######    | 474/781 [00:26<00:16, 18.08it/s]
 61%|######    | 476/781 [00:26<00:16, 18.09it/s]
 61%|######1   | 478/781 [00:26<00:16, 18.41it/s]
 62%|######1   | 481/781 [00:26<00:15, 19.08it/s]
 62%|######1   | 483/781 [00:26<00:15, 19.05it/s]
 62%|######2   | 485/781 [00:26<00:15, 18.55it/s]
 62%|######2   | 487/781 [00:27<00:15, 18.86it/s]
 63%|######2   | 490/781 [00:27<00:15, 19.33it/s]
 63%|######3   | 493/781 [00:27<00:14, 19.53it/s]
 63%|######3   | 495/781 [00:27<00:14, 19.15it/s]
 64%|######3   | 497/781 [00:27<00:15, 18.89it/s]
 64%|######3   | 499/781 [00:27<00:15, 18.33it/s]
 64%|######4   | 501/781 [00:27<00:15, 17.98it/s]
 64%|######4   | 503/781 [00:27<00:15, 18.03it/s]
 65%|######4   | 505/781 [00:27<00:15, 18.29it/s]
 65%|######5   | 508/781 [00:28<00:14, 18.92it/s]
 65%|######5   | 511/781 [00:28<00:13, 19.46it/s]
 66%|######5   | 514/781 [00:28<00:13, 19.67it/s]
 66%|######6   | 517/781 [00:28<00:13, 19.98it/s]
 66%|######6   | 519/781 [00:28<00:13, 19.94it/s]
 67%|######6   | 522/781 [00:28<00:12, 20.03it/s]
 67%|######7   | 525/781 [00:28<00:12, 20.27it/s]
 68%|######7   | 528/781 [00:29<00:12, 20.43it/s]
 68%|######7   | 531/781 [00:29<00:12, 20.54it/s]
 68%|######8   | 534/781 [00:29<00:12, 20.52it/s]
 69%|######8   | 537/781 [00:29<00:11, 20.48it/s]
 69%|######9   | 540/781 [00:29<00:11, 20.25it/s]
 70%|######9   | 543/781 [00:29<00:11, 20.12it/s]
 70%|######9   | 546/781 [00:29<00:11, 20.15it/s]
 70%|#######   | 549/781 [00:30<00:11, 20.22it/s]
 71%|#######   | 552/781 [00:30<00:11, 20.37it/s]
 71%|#######1  | 555/781 [00:30<00:11, 20.51it/s]
 71%|#######1  | 558/781 [00:30<00:10, 20.56it/s]
 72%|#######1  | 561/781 [00:30<00:10, 20.47it/s]
 72%|#######2  | 564/781 [00:30<00:10, 20.47it/s]
 73%|#######2  | 567/781 [00:31<00:10, 20.42it/s]
 73%|#######2  | 570/781 [00:31<00:10, 20.50it/s]
 73%|#######3  | 573/781 [00:31<00:10, 20.56it/s]
 74%|#######3  | 576/781 [00:31<00:10, 19.96it/s]
 74%|#######4  | 579/781 [00:31<00:09, 20.21it/s]
 75%|#######4  | 582/781 [00:31<00:09, 20.18it/s]
 75%|#######4  | 585/781 [00:31<00:09, 20.19it/s]
 75%|#######5  | 588/781 [00:32<00:09, 20.32it/s]
 76%|#######5  | 591/781 [00:32<00:19,  9.62it/s]
 76%|#######6  | 594/781 [00:32<00:16, 11.46it/s]
 76%|#######6  | 597/781 [00:33<00:14, 13.13it/s]
 77%|#######6  | 599/781 [00:33<00:12, 14.12it/s]
 77%|#######6  | 601/781 [00:33<00:11, 15.13it/s]
 77%|#######7  | 604/781 [00:33<00:10, 16.44it/s]
 78%|#######7  | 607/781 [00:33<00:09, 17.64it/s]
 78%|#######8  | 610/781 [00:33<00:09, 18.47it/s]
 78%|#######8  | 613/781 [00:33<00:08, 18.95it/s]
 79%|#######8  | 616/781 [00:33<00:08, 19.20it/s]
 79%|#######9  | 618/781 [00:34<00:08, 19.37it/s]
 80%|#######9  | 621/781 [00:34<00:08, 19.52it/s]
 80%|#######9  | 623/781 [00:34<00:08, 19.36it/s]
 80%|########  | 626/781 [00:34<00:07, 19.56it/s]
 81%|########  | 629/781 [00:34<00:07, 19.46it/s]
 81%|########  | 631/781 [00:34<00:07, 19.57it/s]
 81%|########1 | 634/781 [00:34<00:07, 19.94it/s]
 81%|########1 | 636/781 [00:35<00:07, 19.85it/s]
 82%|########1 | 639/781 [00:35<00:07, 20.10it/s]
 82%|########2 | 642/781 [00:35<00:06, 20.04it/s]
 83%|########2 | 645/781 [00:35<00:06, 20.10it/s]
 83%|########2 | 648/781 [00:35<00:06, 19.96it/s]
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